{ "cells": [ { "cell_type": "code", "execution_count": 1, "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": 1, "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": 2, "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": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()\n" ] }, { "cell_type": "code", "execution_count": 3, "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": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.tail()\n" ] }, { "cell_type": "code", "execution_count": 4, "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
15145Toukiden 2PS32016.0ActionTecmo Koei0.00.00.020.00.02NaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " Name Platform Year_of_Release Genre Publisher NA_Sales \\\n", "15145 Toukiden 2 PS3 2016.0 Action Tecmo Koei 0.0 \n", "\n", " EU_Sales JP_Sales Other_Sales Global_Sales Critic_Score \\\n", "15145 0.0 0.02 0.0 0.02 NaN \n", "\n", " Critic_Count User_Score User_Count Developer Rating \n", "15145 NaN NaN NaN NaN NaN " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sample()" ] }, { "cell_type": "code", "execution_count": 5, "id": "aae19a21", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(16719, 16)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 6, "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": 7, "id": "b5b14228", "metadata": {}, "outputs": [], "source": [ "df['Year_of_Release'] = df['Year_of_Release'].fillna(0).astype(int)\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "84b0489f", "metadata": {}, "outputs": [], "source": [ "df['User_Score'] = pd.to_numeric(df['User_Score'], errors='coerce')\n" ] }, { "cell_type": "code", "execution_count": 9, "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": 10, "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": 11, "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": 11, "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": 12, "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": 13, "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": 14, "id": "88b6e4d3", "metadata": {}, "outputs": [], "source": [ "# Normalize Critic_Score to be out of 10\n", "df['Normalized_Critic_Score'] = df['Critic_Score'] / 10\n", "\n", "# Fill missing values with 0 for calculation purposes\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": 15, "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": 16, "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": "code", "execution_count": 17, "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": 19, "id": "c808a1fe", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Adding a small constant because log(0) is undefined\n", "df['Log_Global_Sales'] = np.log(df['Global_Sales'] + 0.01) \n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.histplot(df['Log_Global_Sales'].dropna(), kde=False, bins=50)\n", "plt.title('Log-transformed Distribution of Global Sales')\n", "plt.xlabel('Log of Global Sales')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "535eba22", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.histplot(df[df['Global_Sales'] < 5]['Global_Sales'], kde=False, bins=50) # Adjust the threshold as needed\n", "plt.title('Distribution of Global Sales (Zoomed In)')\n", "plt.show()\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "4990ea1f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 21, "id": "3b62225c", "metadata": {}, "outputs": [ { "data": { "image/png": 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+/brx4YcfGkWKFDGcnZ0Nb29vo1SpUka/fv1sT95Yvny5UbduXVstOXPmNOrVq2ds3rz5gcdhGP88xaNHjx7G1KlTjYIFCxpOTk5G0aJFjfnz5ye7TXBwsJE1a9Ykx/kw0dHRxuDBg42goCDD3d3dcHJyMvz8/IyGDRsa8+bNS3LO/vrrL6N3795G/vz5DScnJyNr1qzGiy++aHzwwQfG9evXDcP4/0/x+PTTT+97bMOGDbO9bt++veHu7n7f2uLj441x48YZpUuXNlxcXAwPDw+jaNGiRteuXY2jR48+0nECANI/i2EYhpkBCQAAAB7s4sWLypcvn3r16qWxY8eaXQ4AAE8Fl3gAAACkUefOndOJEyf06aefysHBQX369DG7JAAAnhoeMwoAAJBGff311woODtaBAwc0f/585c6d2+ySAAB4arjEAwAAAAAAmI4ZFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQ8xSODSUxM1Pnz5+Xp6SmLxWJ2OQAAAACA55xhGLp27Zr8/Pzk4JD8PAkCigzm/Pnz8vf3N7sMAAAAAEAGc/bsWeXJkyfZ9QQUGYynp6ekf34xvLy8TK4GAAAAAPC8i42Nlb+/v+37aHIIKDKYe5d1eHl5EVAAAAAAAJ6Zh91mgJtkAgAAAAAA0xFQAAAAAAAA03GJRwb199c/KM7V1ewyAAAAAACPIUe3N80uIdUxgwIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgMIkc+bMUebMmc0uAwAAAACANIGA4hFs27ZNmTJlUp06dR5pu4CAAE2aNMmurUWLFjpy5EgqVgcAAAAAQPpFQPEIZs2apV69emnLli06c+bME43l6uqqnDlzplJlAAAAAACkbwQUKXTjxg0tXLhQ3bp1U4MGDTRnzhy79cuWLVO5cuXk4uKi7Nmzq0mTJpKk4OBgnT59Wv369ZPFYpHFYpF0/0s8pk2bpoIFC8rZ2VlFihTRN998Y7feYrHo66+/1uuvvy43NzcVKlRIy5Yte2rHDAAAAADAs0JAkUI//PCDihQpoiJFiujNN9/U7NmzZRiGJGnFihVq0qSJ6tevrz179ig8PFzlypWTJC1ZskR58uTRiBEjFBUVpaioqPuOv3TpUvXp00fvvPOO9u/fr65du+qtt97S+vXr7fqFhoaqefPm2rt3r+rVq6c2bdro8uXLydYdFxen2NhYuwUAAAAAgLSGgCKFZs6cqTfffFOSVKdOHV2/fl3h4eGSpFGjRqlly5YKDQ1VsWLFVLp0ab3//vuSpKxZsypTpkzy9PSUj4+PfHx87jv+uHHjFBISou7du6tw4cLq37+/mjRponHjxtn1CwkJUatWrRQYGKjRo0frxo0b2rFjR7J1jxkzRt7e3rbF398/Nd4OAAAAAABSFQFFChw+fFg7duxQy5YtJUmOjo5q0aKFZs2aJUmKiIhQzZo1n2gfkZGRqlKlil1blSpVFBkZadcWFBRk+9nd3V2enp66ePFisuMOHjxYMTExtuXs2bNPVCcAAAAAAE+Do9kFpAczZ87U3bt3lTt3blubYRhycnLSlStX5Orqmir7uXd/in/v479tTk5OSbZJTExMdkyr1Sqr1Zoq9QEAAAAA8LQwg+Ih7t69q3nz5mn8+PGKiIiwLX/88Yfy5cun+fPnKygoyHa5x/04OzsrISHhgfspVqyYtmzZYte2bds2FStWLFWOAwAAAACAtIwZFA+xfPlyXblyRR07dpS3t7fdumbNmmnmzJmaOHGiatasqYIFC6ply5a6e/eufv75Zw0cOFCSFBAQoE2bNqlly5ayWq3Knj17kv28++67at68ucqWLauaNWvqp59+0pIlS7Ru3bpncpwAAAAAAJiJGRQPMXPmTL3yyitJwglJatq0qSIiIuTl5aVFixZp2bJlKlOmjGrUqKHffvvN1m/EiBE6deqUChYsqBw5ctx3P40bN9bkyZP16aefqkSJEpo+fbpmz56t4ODgp3VoAAAAAACkGRbj3rMykSHExsbK29tbx8d/Jc9UuncGAAAAAODZytHtTbNLSLF730NjYmLk5eWVbD9mUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANM5ml0AzJG9Uwt5eXmZXQYAAAAAAJKYQQEAAAAAANIAAgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6R7MLgDnOftlWni5OZpcBAACADChv7x/NLgFAGsQMCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCihS4ePGiunbtqrx588pqtcrHx0e1a9fW9u3bn/q+AwICNGnSpKe+HwAAAAAAzORodgHpQdOmTRUfH6+5c+eqQIECunDhgsLDw3X58uWnts87d+7I2dn5qY0PAAAAAEBawgyKh7h69aq2bNmiTz75RNWrV1e+fPlUoUIFDR48WPXr15ckWSwWTZs2TXXr1pWrq6vy58+vRYsW2Y2zb98+1ahRQ66ursqWLZu6dOmi69ev29aHhISocePGGjNmjPz8/FS4cGEFBwfr9OnT6tevnywWiywWiyTp9OnTatiwobJkySJ3d3eVKFFCK1eufHZvCgAAAAAAqYyA4iE8PDzk4eGhsLAwxcXFJdtvyJAhatq0qf744w+9+eabatWqlSIjIyVJN2/eVJ06dZQlSxbt3LlTixYt0rp169SzZ0+7McLDwxUZGam1a9dq+fLlWrJkifLkyaMRI0YoKipKUVFRkqQePXooLi5OmzZt0r59+/TJJ5/Iw8PjvnXFxcUpNjbWbgEAAAAAIK0hoHgIR0dHzZkzR3PnzlXmzJlVpUoVvf/++9q7d69dvzfeeEOdOnVS4cKF9dFHH6lcuXL6/PPPJUnz58/XrVu3NG/ePJUsWVI1atTQlClT9M033+jChQu2Mdzd3fX111+rRIkSKlmypLJmzapMmTLJ09NTPj4+8vHxkSSdOXNGVapUUalSpVSgQAE1aNBAVatWvW/9Y8aMkbe3t23x9/d/Su8UAAAAAACPj4AiBZo2barz589r2bJlql27tjZs2KCyZctqzpw5tj6VKlWy26ZSpUq2GRSRkZEqXbq03N3dbeurVKmixMREHT582NZWqlSpFN13onfv3ho5cqSqVKmiYcOGJQlL/m3w4MGKiYmxLWfPnk3pYQMAAAAA8MwQUKSQi4uLatWqpaFDh2rbtm0KCQnRsGHDHrjNvXtGGIZh+zm5PpLsAowH6dSpk06cOKG2bdtq3759drM1/stqtcrLy8tuAQAAAAAgrSGgeEzFixfXjRs3bK9//fVXu/W//vqrihYtausbERFh13/r1q1ycHBQ4cKFH7gfZ2dnJSQkJGn39/fX22+/rSVLluidd97RjBkznuRwAAAAAAAwFQHFQ1y6dEk1atTQt99+q7179+rkyZNatGiRxo4dq0aNGtn6LVq0SLNmzdKRI0c0bNgw7dixw3YTzDZt2sjFxUXt27fX/v37tX79evXq1Utt27ZVrly5Hrj/gIAAbdq0SX/++af+/vtvSVLfvn21evVqnTx5Urt379Yvv/yiYsWKPb03AQAAAACAp8zR7ALSOg8PD1WsWFETJ07U8ePHFR8fL39/f3Xu3Fnvv/++rV9oaKi+//57de/eXT4+Ppo/f76KFy8uSXJzc9Pq1avVp08flS9fXm5ubmratKkmTJjw0P2PGDFCXbt2VcGCBRUXFyfDMJSQkKAePXro3Llz8vLyUp06dTRx4sSn9h4AAAAAAPC0WQzDMMwuIr2zWCxaunSpGjdubHYpDxUbGytvb2/t/+Q1ebo4mV0OAAAAMqC8vX80uwQAz9C976ExMTEPvC8il3gAAAAAAADTEVAAAAAAAADTcQ+KVMBVMgAAAAAAPBlmUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANM5ml0AzOH/9jfy8vIyuwwAAAAAACQxgwIAAAAAAKQBBBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0jmYXAHOsm9dU7q5OZpcBAADSudodV5pdAgDgOcEMCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCCgAAAAAAYDoCigewWCwKCwszuwwAAAAAAJ57GTqguHjxorp27aq8efPKarXKx8dHtWvX1vbt259ZDRs2bJDFYtHVq1ef2T4BAAAAAEhrHM0uwExNmzZVfHy85s6dqwIFCujChQsKDw/X5cuXzS7tkRmGoYSEBDk6ZuhTCgAAAAB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3GzBggGrXri1J6tOnj1q1aqXw8HBVqVJFktSxY0fNmTPniWr794yL/Pnz66OPPlK3bt00depUOTs7y9vbWxaL5YGXoKxbt0579+7VyZMn5e/vL0n65ptvVKJECe3cuVPly5eXJCUmJmrOnDny9PSUJLVt21bh4eEaNWrUfccdM2aMQkNDn+j4AAAAAAB42tLNDArpn3tQnD9/XsuWLVPt2rW1YcMGlS1b9oEBw7/Di1y5ckmSSpUqZdd28eLFJ6pr/fr1qlWrlnLnzi1PT0+1a9dOly5d0o0bN1I8RmRkpPz9/W3hhCQVL15cmTNnVmRkpK0tICDAFk5Ikq+v7wPrHzx4sGJiYmzL2bNnH/HoAAAAAAB4+tJVQCFJLi4uqlWrloYOHapt27YpJCREw4YNS7a/k5OT7WeLxXLftsTERNtrBwcHGYZhN0Z8fHyy458+fVr16tVTyZIltXjxYv3+++/64osvHrrdfxmGYavvQe3/rv1+9f+X1WqVl5eX3QIAAAAAQFqT7gKK/ypevPgjzVR4mBw5cigqKsr2OiEhQfv370+2/65du3T37l2NHz9eL730kgoXLqzz58/b9XF2dlZCQsID91u8eHGdOXPGbobDwYMHFRMTo2LFij3m0QAAAAAAkD6km4Di0qVLqlGjhr799lvbvRoWLVqksWPHqlGjRqm2nxo1amjFihVasWKFDh06pO7du+vq1avJ9i9YsKDu3r2rzz//XCdOnNA333yjL7/80q5PQECArl+/rvDwcP3999+6efNmknFeeeUVBQUFqU2bNtq9e7d27Nihdu3aqVq1aipXrlyqHR8AAAAAAGlRugkoPDw8VLFiRU2cOFFVq1ZVyZIlNWTIEHXu3FlTpkxJtf106NBB7du3t4UD+fPnV/Xq1ZPtX6ZMGU2YMEGffPKJSpYsqfnz52vMmDF2fSpXrqy3335bLVq0UI4cOTR27Ngk49x7RGqWLFlUtWpVvfLKKypQoIB++OGHVDs2AAAAAADSKovx3xsu4LkWGxsrb29vdf32gJzdPB++AZBBfPa6/8M7AQAAAHhk976HxsTEPPC+iOlmBgUAAAAAAHh+EVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTOZpdAMwxtmEeeXl5mV0GAAAAAACSmEEBAAAAAADSAAIKAAAAAABgOgIKAAAAAABgOgIKAAAAAABgOgIKAAAAAABgOgIKAAAAAABgOgIKAAAAAABgOgIKAAAAAABgOgIKAAAAAABgOkezC4A51i6+JDe3O2aXgaesbovsZpcAAAAAACnCDAoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6Aoo0zGKxKCwszOwyAAAAAAB46ggoHiIkJEQWi0UWi0VOTk4qUKCABgwYoBs3bphdGgAAAAAAzw1HswtID+rUqaPZs2crPj5emzdvVqdOnXTjxg1NmzbN7NIAAAAAAHguMIMiBaxWq3x8fOTv76/WrVurTZs2CgsLU0hIiBo3bmzXt2/fvgoODpYknTp1yjb74t/LvfXBwcH3XX/q1Kn71vHnn3+qRYsWypIli7Jly6ZGjRol2xcAAAAAgPSEgOIxuLq6Kj4+/qH9/P39FRUVZVv27NmjbNmyqWrVqpKkJUuW2K1v0qSJihQpoly5ciUZ6+bNm6pevbo8PDy0adMmbdmyRR4eHqpTp47u3LmTbA1xcXGKjY21WwAAAAAASGu4xOMR7dixQ999951q1qz50L6ZMmWSj4+PJOn27dtq3LixKlWqpOHDh0uSsmbNaus7ceJE/fLLL/rtt9/k6uqaZKzvv/9eDg4O+vrrr2WxWCRJs2fPVubMmbVhwwa9+uqr961hzJgxCg0NfdTDBAAAAADgmWIGRQosX75cHh4ecnFxUaVKlVS1alV9/vnnjzRGx44dde3aNX333XdycLB/23/++We99957+uGHH1S4cOH7bv/777/r2LFj8vT0lIeHhzw8PJQ1a1bdvn1bx48fT3a/gwcPVkxMjG05e/bsI9UNAAAAAMCzwAyKFKhevbqmTZsmJycn+fn5ycnJSZLk4OAgwzDs+t7v0o+RI0dq1apV2rFjhzw9Pe3WHTx4UC1bttTHH3+c7CwISUpMTNSLL76o+fPnJ1mXI0eOZLezWq2yWq0PPD4AAAAAAMxGQJEC7u7uCgwMTNKeI0cO7d+/364tIiLCFmBI0uLFizVixAj9/PPPKliwoF3fS5cuqWHDhmrSpIn69ev3wBrKli2rH374QTlz5pSXl9cTHA0AAAAAAGkPl3g8gRo1amjXrl2aN2+ejh49qmHDhtkFFvv371e7du00aNAglShRQtHR0YqOjtbly5clSU2aNJGrq6uGDx9uWxcdHa2EhIQk+2rTpo2yZ8+uRo0aafPmzTp58qQ2btyoPn366Ny5c8/smAEAAAAAeBoIKJ5A7dq1NWTIEA0cOFDly5fXtWvX1K5dO9v6Xbt26ebNmxo5cqR8fX1tS5MmTSRJmzZt0oEDBxQQEGC3/n73iXBzc9OmTZuUN29eNWnSRMWKFVOHDh1069YtZlQAAAAAANI9i/HfmyjguRYbGytvb2/9OOuE3Nw8H74B0rW6LbKbXQIAAACADO7e99CYmJgH/gM7MygAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpCCgAAAAAAIDpHM0uAOao1TSbvLy8zC4DAAAAAABJzKAAAAAAAABpAAEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwnaPZBcAcp6dekKfLTbPLwFMS0NfH7BIAAAAA4JEwgwIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJiOgAIAAAAAAJguQwQUw4cPV5kyZcwuAwAAAAAAJCPdBhTbtm1TpkyZVKdOHbNLua9Tp07JYrEoIiLC7FIAAAAAAEjz0m1AMWvWLPXq1UtbtmzRmTNnzC7nqbpz547ZJQAAAAAA8FSly4Dixo0bWrhwobp166YGDRpozpw5dus//vhj5cqVS56enurYsaNu375tW7d69Wq5uLjo6tWrdtv07t1b1apVs73etm2bqlatKldXV/n7+6t37966ceOGbX1AQIBGjx6tDh06yNPTU3nz5tVXX31lW58/f35J0gsvvCCLxaLg4GBJUnBwsPr27Wu378aNGyskJMRu7JEjRyokJETe3t7q3LlzimoCAAAAACC9SpcBxQ8//KAiRYqoSJEievPNNzV79mwZhiFJWrhwoYYNG6ZRo0Zp165d8vX11dSpU23bvvLKK8qcObMWL15sa0tISNDChQvVpk0bSdK+fftUu3ZtNWnSRHv37tUPP/ygLVu2qGfPnnZ1jB8/XuXKldOePXvUvXt3devWTYcOHZIk7dixQ5K0bt06RUVFacmSJY90jJ9++qlKliyp33//XUOGDElxTf8VFxen2NhYuwUAAAAAgLQmXQYUM2fO1JtvvilJqlOnjq5fv67w8HBJ0qRJk9ShQwd16tRJRYoU0ciRI1W8eHHbtpkyZVKLFi303Xff2drCw8N15coVvfHGG5L+CQdat26tvn37qlChQqpcubI+++wzzZs3z242Rr169dS9e3cFBgZq0KBByp49uzZs2CBJypEjhyQpW7Zs8vHxUdasWR/pGGvUqKEBAwYoMDBQgYGBKa7pv8aMGSNvb2/b4u/v/0h1AAAAAADwLKS7gOLw4cPasWOHWrZsKUlydHRUixYtNGvWLElSZGSkKlWqZLfNf1+3adNGGzZs0Pnz5yVJ8+fPV7169ZQlSxZJ0u+//645c+bIw8PDttSuXVuJiYk6efKkbZygoCDbzxaLRT4+Prp48WKqHGe5cuXsXqe0pv8aPHiwYmJibMvZs2dTpT4AAAAAAFKTo9kFPKqZM2fq7t27yp07t63NMAw5OTnpypUrKRqjQoUKKliwoL7//nt169ZNS5cu1ezZs23rExMT1bVrV/Xu3TvJtnnz5rX97OTkZLfOYrEoMTHxgft2cHCwXY5yT3x8fJJ+7u7udq9TWtN/Wa1WWa3WB9YEAAAAAIDZ0lVAcffuXc2bN0/jx4/Xq6++areuadOmmj9/vooVK6Zff/1V7dq1s6379ddfk4zVunVrzZ8/X3ny5JGDg4Pq169vW1e2bFkdOHBAgYGBj12rs7OzpH/ub/FvOXLkUFRUlO11QkKC9u/fr+rVqz9wvNSoCQAAAACAtCpdXeKxfPlyXblyRR07dlTJkiXtlmbNmmnmzJnq06ePZs2apVmzZunIkSMaNmyYDhw4kGSsNm3aaPfu3Ro1apSaNWsmFxcX27pBgwZp+/bt6tGjhyIiInT06FEtW7ZMvXr1SnGtOXPmlKurq1atWqULFy4oJiZG0j/3llixYoVWrFihQ4cOqXv37kmeKHI/qVETAAAAAABpVboKKGbOnKlXXnlF3t7eSdY1bdpUERERKlS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", "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": "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": 23, "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": 24, "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": 25, "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": "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": null, "id": "5c0e38b6", "metadata": {}, "outputs": [], "source": [ "print(df.columns)\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "3fcd1f3d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The correlation between NA sales and JP sales for the years 2010-2014 is: 0.26043134778810034\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": 34, "id": "49690d5e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\anaconda3\\Lib\\site-packages\\seaborn\\regression.py:395: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " ax.scatter(x, y, **kws)\n", "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_22852\\4170679984.py:20: MatplotlibDeprecationWarning: 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", " plt.colorbar(sm, label='NA Sales Density')\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", "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": 35, "id": "5052b1dd", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_22852\\2392025704.py:3: SettingWithCopyWarning: \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", " df_filtered['Log_NA_Sales'] = np.log(df_filtered['NA_Sales'] + 0.01)\n", "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_22852\\2392025704.py:4: SettingWithCopyWarning: \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", " df_filtered['Log_JP_Sales'] = np.log(df_filtered['JP_Sales'] + 0.01)\n" ] }, { 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3vUEbfM899xwWLFgAu92OZ555Bi+++CLKyspwwgknxDWaLrroIvznP//BokWLsGLFCjzxxBM4/vjjY43wZD799FN0dXXh2GOPHXC7qFWrVkEQhLj7/Pr167H//vtDEOJnhsyYMSP2fqqifzN9+vS412tra1FRUTGkzwQAl8uFtWvXxnXqbNu2DYFAIFbe3mbMmIGtW7dqmtOWyMaNG3HnnXfiscceS9q4jpo7dy527tw55H0jKcjl8BYpLFpChI444ghWVVXFPB5P7DVZltm0adPYmDFjYiEH5557LrNYLHGhDoqisKlTp6YUXpCoTNEwikWLFg3697IsM6/XyywWC3vkkUf6fe7PfvazuO3vu+8+BoC1tLQwxhj717/+xQCwdevWDfg99fX17JRTTol77cYbb2QA2Keffhr3+tVXX804jmPffvstY2xfeNTEiRP7hTtE9/X3v/993OsHHXQQA8Beeuml2GuSJLHKykp21llnxV5bunQp43m+3zGN7tcbb7zBGGPszTffZADi6oixSKgDUgjJu/fee5kkSSwYDLJ169axI488ktXW1sYd76uuuopZrVa2c+fOuM944IEHGIC4sIrBvluWZSZJEps3bx4788wzY68PFJLXN8Slu7ubmUwmdvLJJ8dtt2vXLmYwGNiFF14Ye+2SSy5hANiLL74Yt+3JJ5/MJk+eHPv3L37xC1ZSUpK03L3LMdg5yBhjc+bMiQvxiNb3qFGjWCAQiL3udrtZWVkZO/744wf87ujfJ/rv0ksvjQuX2bVrFxMEgf3yl7+M+wyPx8NqamrYeeedF3stWUje1q1bGQD27LPPMsYY+/DDDxkA9tvf/paNHz8+tt38+fPZUUcdFfu31nPlhRdeYADYv//977jt1qxZwwCwRx99NPZafX09MxqNcZ8ZCARYWVkZu+qqqwasN8Yi5+TPf/5zxhhjN998M+N5nn311VeMseT30Ntvv50BYG+99RZjjLHt27czjuPYRRddNOj3McbYk08+yaxWa+wY1dbWsosvvpi9//77A/5dsusjuh+9rw+tda3l3NZCURQmSRK7/fbbWXl5eVy4mtZj9IMf/ICZTCbW2toat89TpkwZdkieJElMkiTW0dHBHnnkEcZxHDv00EMH/LxgMMjOOOOM2HHS6XRs5syZ7Oabb2bt7e1J/05VVSZJEtu5cycDwP773//G3ut7v/L5fKysrIyddtppcZ+hKAo78MAD2WGHHRZ7zWq1suuuu27AMidy7733MgBx9ZrM8uXLGc/zbOHChXGvT5o0iZ1wwgn9tm9ubmYA2N13353w8wYKyfvJT37CDAZDwr/bb7/92IIFCwYtbyI//OEPmSAI7PPPP4+9tnr1agaAvfDCC/22v/vuuxkA1tzcnPDzBgrJUxSFHX744eyCCy6IvZYsJI8xxrZs2cIAsMceeyyFPSJDQSNMJG18Ph8+/fRTnHPOOXG9IjqdDhdddBF2796Nb7/9FsC+kaiKiorYdjzP47zzzov7zN493LIsp5Sd6+yzz+73mtfrxQ033ICGhgYIggBBEGC1WuHz+fqFVwHA97///bh/R3uTomEXBx10EPR6Pa688ko888wzCbPjJLNq1SpMnTo1Fq4Qdemll4IxFptU3LssicIdAPTLqrX//vuD47i4ESBBENDQ0BAXMvLaa69h2rRpOOigg+Lq+YQTTgDHcbFe53fffRcA8MMf/jDue3pPzNXihhtugCiKsYxI69evx6uvvopx48bFlenYY4/FqFGj4soU3ZfBsn49/vjjmDVrFoxGIwRBgCiKeOeddxIeXy0+/vhjBAKBWMheVF1dHY477rh+YS4cx+G0006Le23GjBlx9X7YYYehp6cHF1xwAf773/8OGGYz2Dk4kLPOOgtGozH27+ho7/vvv6/pWrr22muxZs0arFmzBu+++y7uvvtuvPjii7jgggti2yxfvhyyLOPiiy+OO15GoxFz5swZdOQCACZOnIhx48bFQoFWrlyJ6dOn40c/+hF27NiBbdu2IRQK4cMPP8Txxx8f+zut58prr72GkpISnHbaaXHbHXTQQaipqelXxoMOOghjx46N/dtoNGK//fbTHF4X9dvf/hZlZWW44YYbkm7DGIuF4c2fPx8AMH78eMydOxf//ve/NWVOu/zyy7F792787W9/wzXXXIO6ujo899xzmDNnDu6///64bYd6fWit61TO7b5WrVqF448/Hg6HAzqdLjaxvaurC+3t7XHbajlG7777LubNmxc3aV6n0+EHP/iB5jIl4vP5IIoiRFFEZWUlrrvuOpx00kn9wrD6MhgMePnll7Fx40Y89NBDOP/889HR0YG77roL+++/f+z3EQDa29vx05/+FHV1dbHjVF9fDwADHquPPvoITqcTl1xySdxxUlUVJ554ItasWRMb7TvssMPw9NNP484778Qnn3yiOVSxubkZHMfF/X4nsnbtWpx33nk44ogjsHTp0n7v9w5BTOW9gWj5TMZYXN0MFOp966234vnnn8dDDz2Egw8+eEjfl4oHH3wQW7Zs0Zz9LhpCuGfPnpS/i6SGGkwkbbq7u8EYSxhLP2rUKAD74u27uroSZn7p+9rtt98e+2ESRTE2F0mLROW48MIL8X//93/48Y9/jOXLl+Ozzz7DmjVrUFlZmTA8om/mGYPBAACxbSdOnIi3334bVVVV+PnPf46JEydi4sSJeOSRRwYtX1dXl6a6Gmh/ovpm4tLr9TCbzXEPy9HXe4cJtLW14euvv46rY1EUYbPZwBiLPex0dXVBEIR+9VFTUzPofvYWfQD/8MMP8cADD0CSJJx++ulx+9rW1oZXX321X5mi4RADPYA9+OCDuPrqq3H44Yfj3//+Nz755BOsWbMGJ5544oDhLwMZaI7IqFGj+h2nRPVuMBji6v2iiy7CU089hZ07d+Lss89GVVUVDj/88Ljws6jBzsGBJDo+NTU1CIfD8Hq9g/79mDFjcMghh+CQQw7B3LlzcdNNN+HWW2/FP//5TyxfvhzAvvlnhx56aL9j9o9//EPzA/O8efNijc+3334b8+fPx/Tp01FdXY23334bq1evRiAQiGswaT1X2tra0NPTA71e32/b1tbWfmVMlHHKYDCkfA7Z7XbccssteOutt2KdDn2tWrUKO3bswLnnngu3242enh709PTgvPPOg9/vxwsvvKDpuxwOBy644AI88sgj+PTTT/H111+juroaN998M3p6egAM7/rQWtepnNu9ffbZZ1iwYAEA4C9/+QtWr16NNWvW4OabbwbQ/3zXcoy6urqSXgPDYTKZYh0JX3/9NXp6evD6669rymoIRDq0rrvuOjz33HPYtWsXHnzwQXR1dcXCN1VVxYIFC/DSSy/ht7/9Ld555x189tln+OSTTwAMfO1Hr8dzzjmn37G69957wRiLhWb+4x//wCWXXIInnngCRx55JMrKynDxxRejtbV1wPIHAgGIogidTpd0my+//BLz58/HpEmT8MYbb8TuW1Hl5eUJQ/+iZdOaXbLvZwaDQfj9/oSfG/3M9957r1/dJJo3vWTJEtx555246667+oXJR8+/ZPvAcRxKSkpSKv+uXbuwaNEiLF68GHq9PnYviDZ4e3p6+h376G/NUH/fiHaUVpykTWlpKXieTxhDH52kHu2RKi8v7zfRH0C/G/WVV14ZN3rS96Y7kL69Oy6XC6+99hoWL16MG2+8MfZ6KBSK3aSH4uijj8bRRx8NRVHw+eef4w9/+AOuu+46VFdX4/zzz0/6d+Xl5ZrqKtn+pENFRQVMJlPSCe29j1d0HkvvB5XBflj7ij6AA8Ds2bNRU1ODH/3oR1i8eDH+7//+L/adM2bMSDqfLdqgTOS5557D3Llz8dhjj8W97vF4Uipnb9H9TXasButlTeayyy7DZZddBp/Ph/fffx+LFy/Gqaeeiu+++y7WkzxciY5Pa2sr9Hr9oLHxyURHuL766iuccMIJsf3/17/+Naxyz5s3D08++SQ+++wzfPrpp7jlllsAAMcddxxWrlyJnTt3wmq1xibXA9rPlWjCjOjctb5sNtuQyz2Yq6++Go888ghuuOEGXH311f3ef/LJJwFEGjMPPvhgwvevuuqqlL/3gAMOwPnnn4+HH34Y3333HQ477LBhXR+pXJdDObf//ve/QxRFvPbaa3EdDlom6idTXl6e9BoYDp7nY/ex4eI4DgsXLsTtt98em4eyfv16fPXVV3j66adxySWXxLaNzpMaSPR6/MMf/hB3rfQW7ZisqKjAww8/jIcffhi7du3CK6+8ghtvvBHt7e1Jr5Xo34XDYfh8Plgsln7vf/nllzj++ONRX1+PFStWwOFw9Ntm+vTpeOGFFyDLctw8pm+++QYA+q07pEV07tI333yDww8/PPZ6tFMk+pkHH3ww1qxZE/e3fX9XlixZgttuuw233XZbwoQlEydOhMlkipW3t2+++QYNDQ39Os4Gs337dgQCAVx77bW49tpr+71fWlqKa6+9Nm70KfrsMtTfIaIdNZhI2lgsFhx++OF46aWX8MADD8BkMgGI9JY999xzGDNmTGzS55w5c/DGG2+gs7MzdqGrqhqXEQuI3MQGekBOBcdxYIz1a3Q98cQTQ16IszedTofDDz8cU6ZMwfPPP4+1a9cO2GCaN28eli5dirVr12LWrFmx15999llwHKd5Qu1wnHrqqbj77rtRXl6O8ePHJ93u2GOPxX333Yfnn38e11xzTez1v/3tb8P6/h/+8Id44okn8Je//AW/+c1vUF9fj1NPPRVvvPEGJk6ciNLS0pQ+L7qQZG9ff/01Pv74Y9TV1cVeS2WU5sgjj4TJZMJzzz0Xl9Fp9+7dWLVqVSyRwVBZLBacdNJJCIfDOOOMM7Bhw4a0NZheeukl3H///bEfbo/Hg1dffRVHH330gL3DA1m3bh2AfaEgJ5xwAgRBwLZt2xKGwfbWu96j94eoefPmgeM43HrrreB5PrYu1/HHH4/f/OY32LlzJ4455pi4sFSt58qpp56Kv//971AUJe5BKhv0ej3uvPNO/PCHP+z3UNPd3Y2XX34Zs2fPTpiI4IknnsDzzz+P9evXJ32A7Orqgs1mg16v7/fe5s2bAex7GNR6fSQylOsylXOb4zgIghB3XgYCAfz1r3/V9F2JHHvssXjllVfQ1tYWayQoijLgWkmZ1NLSknCkurm5GW63OxbyFe0c63us/vSnPw36HbNnz0ZJSQk2btyYMHlQMmPHjsUvfvELvPPOO1i9evWA20YTDm3btq1f0oN169bh+OOPx5gxY7By5cqk58qZZ56Jv/zlL/j3v/8dFyL5zDPPYNSoUUO6Tk888UQYjUY8/fTTcX8fzXx6xhlnAIh0kAzU4L3jjjtw22234ZZbbsHixYsTbiMIAk477TS89NJLuO+++2KdLrt27cK7776LhQsXplz+gw46KOFI9HXXXQeXy4Vly5b1W2MyOg1g6tSpKX8fSQ01mEjKVq1alXD4+uSTT8bSpUsxf/58HHvssfj1r38NvV6PRx99FOvXr8cLL7wQ+yG4+eab8eqrr2LevHm4+eabYTKZ8Pjjj8diq1NNwamF3W7HMcccg/vvvx8VFRUYN24c3nvvPTz55JMpD51HPf7441i1ahVOOeUUjB07FsFgMDZa0zt0KJGFCxfi2WefxSmnnILbb78d9fX1eP311/Hoo4/i6quvjssolCnXXXcd/v3vf+OYY47BwoULMWPGDKiqil27dmHFihX41a9+hcMPPxwLFizAMcccg9/+9rfw+Xw45JBDsHr16mE9zETde++9OPzww3HHHXfgiSeewO23346VK1fiqKOOwjXXXIPJkycjGAyisbERb7zxBh5//PGkCxOfeuqpuOOOO7B48WLMmTMH3377LW6//XaMHz8+Lk7dZrOhvr4e//3vfzFv3jyUlZXFzom+SkpKcOutt+J3v/sdLr74YlxwwQXo6urCkiVLYDQak/6gDuQnP/kJTCYTZs+ejdraWrS2tmLp0qVwOBw49NBDU/68ZHQ6HebPn4/rr78eqqri3nvvhdvtji3aO5hdu3bFwoB8Ph8+/vhjLF26FPX19TjrrLMARFI833777bj55puxfft2nHjiiSgtLUVbWxs+++wzWCyW2PdFe4DvvfdenHTSSdDpdJgxYwb0ej2qqqowbdo0rFixAsceeyzMZjOAyHXkdDrhdDr7jcBoPVfOP/98PP/88zj55JNx7bXX4rDDDoMoiti9ezfeffddnH766TjzzDPTUueJXHDBBbHslr09//zzCAaDuOaaa/otoAxERkief/55PPnkk3jooYcSfva7776La6+9Fj/84Q9x1FFHoby8HO3t7XjhhRfw1ltv4eKLL45dL1qvj0S01vVQz+1TTjkFDz74IC688EJceeWV6OrqwgMPPJBSVEFft9xyC1555RUcd9xxWLRoEcxmM/74xz9qytjXW7pG96+88kr09PTg7LPPxrRp06DT6bB582Y89NBD4Hk+NtdtypQpmDhxIm688UYwxlBWVoZXX3110LBGIJIC+w9/+AMuueQSOJ1OnHPOOaiqqkJHRwe++uordHR04LHHHoPL5cKxxx6LCy+8EFOmTIHNZsOaNWvw1ltvxa7tZKLn6ieffBLXYPr2229jv3t33XUXtmzZEpdFdOLEibEsgieddBLmz5+Pq6++Gm63Gw0NDbFz9rnnnotrOHd0dMTmyEVHdN58801UVlaisrIytjBzWVkZbrnlFtx6660oKyuLLVx722234cc//rGmRsXvf/97LFq0CCeeeCJOOeWU2P0vqveo3ZIlS3DooYfi1FNPxY033hhbuLaiogK/+tWv4v7u888/jz03ud1uMMbwr3/9C0AknLm+vh4lJSUJ7wMlJSWQZTnhe5988gl0Ol1WF34fsXKWboIUnGg2nmT/RbPWfPDBB+y4445jFouFmUwmdsQRR7BXX3213+d98MEH7PDDD2cGg4HV1NSw3/zmN7HsOz09PSmVKVGWvN6ZjaJ2797Nzj77bFZaWspsNhs78cQT2fr161l9fT275JJLBvxcxhh79913GQD27rvvMsYY+/jjj9mZZ57J6uvrmcFgYOXl5WzOnDnslVdeifu7RFnyGGNs586d7MILL2Tl5eVMFEU2efJkdv/998ctcjfQIqLJ9jXZ4oqJsu14vV52yy23sMmTJzO9Xs8cDgebPn06W7hwYVwWpJ6eHnb55ZezkpISZjab2fz589nmzZuHtXBt1LnnnssEQWBbt25ljEWy2F1zzTVs/PjxTBRFVlZWxg4++GB28803M6/XG/u7vt8dCoXYr3/9azZ69GhmNBrZrFmz2H/+8x92ySWXsPr6+rjvfPvtt9nMmTOZwWBgAGLHP9lCkE888QSbMWNGrI5OP/30fgshJqv36HGKeuaZZ9ixxx7LqqurmV6vZ6NGjWLnnXce+/rrr2PbaD0HGUueJe/ee+9lS5YsYWPGjGF6vZ7NnDmTLV++vF/5+kqUJc9oNLL99tuPXXfddXEZ+qL+85//sGOPPZbZ7XZmMBhYfX09O+ecc9jbb78d2yYUCrEf//jHrLKyknEc16+eFy5cmHDR1kmTJjEAcfUTpfVckSSJPfDAA+zAAw9kRqORWa1WNmXKFHbVVVexLVu2xLZLdq32reNk0CtLXm8rVqyI1WX0mB500EGsqqqKhUKhpJ93xBFHsIqKiqTbNDU1sVtuuYXNnj2b1dTUMEEQmM1mY4cffjj7wx/+EJfRMJXrI9F1raWutZzbyTz11FNs8uTJzGAwsAkTJrClS5eyJ598st95ksoxWr16NTviiCPifmf+/Oc/a8qS95vf/IYBiMv6muwa12L58uXs8ssvZ1OnTmUOh4MJgsBqa2vZWWedxT7++OO4bTdu3Mjmz5/PbDYbKy0tZeeeey7btWtXv+OS7H713nvvsVNOOYWVlZUxURTZ6NGj2SmnnML++c9/MsYiGft++tOfshkzZjC73c5MJhObPHkyW7x4saaF3o8++uh+mUMHe0ZYtmxZ3PYej4ddc801rKamhun1ejZjxoyEWeei97xE/yW6Jh955BG23377Mb1ez8aOHcsWL16ccEHdRObMmTPgPvT1+eefs3nz5jGz2czsdjs744wzYr9jvUUzqGqpl0RlSpYl7+ijj+6XEZFkBscYrXZF8seCBQvQ2Ng47AVRCRnJGhsbMX78eNx///349a9/neviEFKQTj/9dHz88cf9MvQRxELpdu7cqTnZBUmvbdu2YdKkSVi+fHkswybJHArJIzlz/fXXY+bMmairq4PT6cTzzz+PlStXxiZBE0IIIdn24Ycf4qOPPsIbb7yR0jygkeSss87CoYceiqVLl8YS9pDsuvPOOzFv3jxqLGUJNZhIziiKgkWLFqG1tRUcx2Hq1Kn461//ih/96Ee5LhohhJAR6phjjkFlZSWuvPJK3H333bkuTl7iOA5/+ctf8Morr0BV1YzMOybJybKMiRMn4qabbsp1UUYMCskjhBBCCCGEkCSoS4AQQgghhBBCkqAGEyGEEEIIIYQkQQ0mQgghhBBCCEmiYJI+LF26FC+99BI2b94Mk8mEo446Cvfeey8mT56s+TNUVUVzczNsNlvaFqIjhBBCCCGEFB7GGDweD0aNGjVg8pKCSfpw4okn4vzzz8ehhx4KWZZx880345tvvsHGjRthsVg0fcbu3btRV1eX4ZISQgghhBBCCkVTUxPGjBmT9P2CaTD11dHRgaqqKrz33ns45phjNP2Ny+VCSUkJmpqaYLfbM1xCQgghhBBCSL5yu92oq6tDT08PHA5H0u0KJiSvL5fLBQAoKytLuk0oFEIoFIr92+PxAADsdjs1mAghhBBCCCGDTtUpyKQPjDFcf/31+N73vodp06Yl3W7p0qVwOByx/ygcjxBCCCGEEJKKggzJ+/nPf47XX38dH3744YDxhn1HmKLDbi6Xi0aYCCGEEEIIGcHcbjccDsegbYOCC8n75S9/iVdeeQXvv//+gI0lADAYDDAYDFkqGSGEEEIIIaTYFEyDiTGGX/7yl3j55Zfxv//9D+PHj891kQghhBBCCCFFrmAaTD//+c/xt7/9Df/9739hs9nQ2toKAHA4HDCZTDkuHSGEEEIIIaQYFcwcpmTZK5YtW4ZLL71U02dojVMkhBBCCCGEFLeim8NUIO06QgghhBBCSBEpyLTihBBCCCGEEJIN1GAihBBCCCGEkCSowUQIIYQQQgghSVCDiRBCCCGEEEKSoAYTIYQQQgghhCRBDSZCCCGEEEIISaJg0ooTQgghhBAyVKrKsKcnAF9YhkUvYHSJCTyfeJ1PQnqjBhMhhBBCCClqW9s9WL6+Dds6vAjKCoyCDhMrrThhWjUaqmy5Lh7Jc9RgIoQQQgghRWtruwfLVjfC6Quj1mGEWW+CPyxjfbMLza4ALps9jhpNZEA0h4kQQgghhBQlVWVYvr4NTl8Yk6qssBlF6HgONqOISVVWOH1hrNjQBlVluS4qyWPUYCKEEEIIIUVpT08A2zq8qHUYwXHx85U4jkOtw4it7V7s6QnkqISkEFCDiRBCCCGEFCVfWEZQVmDWJ56FYtLrEJIV+MJylktGCgk1mAghhBBCSFGy6AUYBR38SRpEgbACg6CDJUmDihCAGkyEEEIIIaRIjS4xYWKlFS2uIBiLn6fEGEOLK4iGKitGl5hyVEJSCKjBRAghhBBCihLPczhhWjXKLHpsaffCE5Qgqyo8QQlb2r0os+ix4IBqWo+JDIgaTIQQQgghpGg1VNlw2exxmDbKgR6/hMZOH3r8EqaPdlBKcaIJBWzmAK00TQghhBCSPQ1VNkyYa6XnLzIk1GDKMlppmhBCCCEk+3ieQ12ZOdfFIAWIGkxZRCtNE0IIIYQQUlhoDlOW0ErThBBCCCGEFB5qMGUJrTRNCCGEEEJI4aEGU5bQStOEEEIIIYQUHprDlCW9V5q2GcV+79NK04QQQkhxoyy5hBQmejrPkuhK0+ubXbAahLiwvOhK09NHO2ilaUIIIaQIUZbc7KMGKkkXajBlSXSl6WZXAFvaI3OZTHodAmEFLa4grTRNCCGEFCnKkpt91EAl6UQNpiyKrjQdvYDb3EEYBB2mj3ZgwQF0ARNCCCHFpm+W3GiEic0owmoQsKXdixUb2jChwkqdpmlCDVSSbtRgyjJaaZoQQggZOVLJkkuLqg4fNVBJJlCDKQdopWlCCCFkZNiXJTfxHGWTXoc2d5Cy5KYJNVBJJlBacUIIIYSQDOmdJTcRypKbXrSMC8kEajARQgghhGRINEtuiysIxljce9EsuQ1VVsqSmybUQCWZQA0mQgghhJAMiWbJLbPosaXdC09Qgqyq8AQlbGn3UpbcNKMGKskEajARQgghhGRQNEvutFEO9PglNHb60OOXMH20gzK2pRk1UEkmcKxv87uIud1uOBwOuFwu2O32XBeHEEIIISMILaSaPb3XYQrJkTC8hiorLeNC4mhtG1AAJyGEEEJIFlCW3OyhZVxIOlGDiRBCCCGEFB1qoJJ0oTlMhBBCCCGEEJIENZgIIYQQQgghJAlqMBFCCCGEEEJIEtRgIoQQQgghhJAkKOlDDlBaUUIIIYQQQgoDNZiyrPe6AEFZgVHQYWKlFSdMo3UBCCGEEEIIyTfUYMqire0eLFvdCKcvjFqHEWa9Cf6wjPXNLjS7ArTaNyGEEEIIIXmG5jBliaoyLF/fBqcvjElVVtiMInQ8B5tRxKQqK5y+MFZsaIOqslwXlRBCCCGEELIXNZiyZE9PANs6vKh1GMFx8fOVOI5DrcOIre1e7OkJ5KiEhBBCCCGEkL4oJC9LfGEZQVmBWW9K+L5Jr0ObOwhfWM5yyQgZGSjZCiGEEEKGghpMWWLRCzAKOvjDMmxGsd/7gbACg6CDRU+HhJB0o2QrhJCRrlA6jQqlnGRkoafzLBldYsLESivWN7tgNQhxYXmMMbS4gpg+2oHRJYlHoAghQ0PJVgghI12hdBoVSjnJyEMNpizheQ4nTKtGsyuALe2RuUwmvQ6BsIIWVxBlFj0WHFBNvSiEpFHfZCvRjgqbUYTVIGBLuxcrNrRhQoWVrj1CSFEqlE6jQiknGZko6UMWNVTZcNnscZg2yoEev4TGTh96/BKmj3bQjYCQDKBkK4SQkaxQMvQWSjnJyEUjTFnWUGXDhLlWis8lJAso2QohZCRLpdOorsyco1IWTjnJyEUNphzgeY4ueEKygJKtEEJGskLpNCqUcpKRi0LyCCFFK5pspcUVBGPxoRzRZCsNVVZKtkIIKUq9O40SyZdOo0IpJxm5qMFECCla0WQrZRY9trR74QlKkFUVnqCELe1eSrZCCClqhdJpVCjlJCMXNZgIIUWNkq0QQkaqQuk0KpRykpGLY32b8kXM7XbD4XDA5XLBbrfnujiEkCyixRAJISNV7/WNQnIkvK2hyooFB+TX+kaFUk5SPLS2DQqqwfT+++/j/vvvxxdffIGWlha8/PLLOOOMMzT/fb40mOjBjRBCCCHZVCjPHkMtZ6HsH8kvWtsGBTV7zufz4cADD8Rll12Gs88+O9fFGRJaxZoQQggh2VYoGXqHUk56tiKZVlANppNOOgknnXRSrosxZLSKNSGEkEyiXnYy0tCzFcmGgmowpSoUCiEUCsX+7Xa7c1aWvqtYRxdmsxlFWA0CtrR7sWJDGyZUWOnHjRBCSMqol52MNPRsRbKlqLPkLV26FA6HI/ZfXV1dzsqSyirWhBBCSCqivezrm10oMYuYUGFFiVnE+mYXlq1uxNZ2T66LSEja0bMVyZaibjDddNNNcLlcsf+amppyVpZ9q1gnHtQz6XUIyQqtYk0IISQlfXvZbUYROp6DzShiUpUVTl8YKza0QVULJsdT3lNVhianH5tb3Why+qlue8lm3dCzFcmWog7JMxgMMBgMuS4GgPhVrG1Gsd/7tIo1IYSQoUill70QJv3nu5EY+qh1bly264aerUi20BmUJdFVrNc3u2A1CHE/atFVrKePdtAq1oQQQlKyr5c98e+HSa9DmztIvexpMBITDGhtBOWibujZimRLQTWYvF4vtm7dGvv3jh07sG7dOpSVlWHs2LE5LNngoqtYN7sC2NIe6Qk06XUIhBW0uIK0ijUhhJAhoV727BiJCQa0NoJyVTf0bEWypaDmMH3++eeYOXMmZs6cCQC4/vrrMXPmTCxatCjHJdOmocqGy2aPw7RRDvT4JTR2+tDjlzB9tKMoe6UIIYRkXrSXvcUVRN+16KO97A1VVuplH6aRlmAglblxuawberYi2VBQ3U1z587t92NQaBqqbJgw10rrZBBCCEkL6mXPjpEW+phKIyjXdUPPViTTCqrBVCwKZbVtQgghhSHayx6da9LmDsIg6DB9tAMLDijeZATZNNJCH1NpBOVD3dCzFcmk4riqCSGEkBGOetkza6QlGEilETTS6oaMPNRgIoQQQooE9bJnzkgLfUylETTS6oaMPAWV9IEQQgghJFdGUoKBaCOozKLHlnYvPEEJsqrCE5Swpd3brxE0kuqGjDwcK/QsCilwu91wOBxwuVyw2+25Lg4hhBBCCpDWhVyLQe91mEJyJAyvocqadG5ctutmJB0Lkn5a2wYUkkcIIYQQkoKRFPqY6ty4bNaN1kV1CRkuajARQgghhJCk8rGBqHVRXULSgeYwEUIIIYSQgpHKorqEpAM1mAghhBBCSMFIZVFdQtKBGkyEEEIIIaRg7FtUN/HMEpNeh5CswBeWs1wyUqxoDhMhhBAyBJSdi5DcSGVRXULSgc4kQgghJEWUnYuQ3EllUV1C0oEaTIQQQkgKKDvX4Gj0jWRSdFHdZlcAW9ojc5lMeh0CYQUtrmC/RXUJGS5qMBFCCCEa9c3OFe3ZthlFWA0CtrR7sWJDGyZUWEfswxqNvpFsaKiy4bLZ42LnWps7CIOgw/TRjqSL6hIyVNRgIoQQQjRKJTtXvq1bkw00+kayKdVFdQkZKmowEUIIIRrty86VeG6ESa9Dmzs4IrNz0egbyYV8XFSXFB9KK04IIYRo1Ds7VyIjOTsXrY1DCClW1GAihBBCNIpm52pxBcEYi3svmp2roco6IrNz0do4hJBiRQ0mQgghRKNodq4yix5b2r3wBCXIqgpPUMKWdu+Izs5Fo2+EkGJFDSZCCCEkBdHsXNNGOdDjl9DY6UOPX8L00Y4RndSARt8IIcWKunkIIYSQFFF2rv5obRxCSLGiBhMhhBAyBJSdqz9aG4cQUoyowUQIIYSQtKHRN0JIsaEGEyGEEELSikbfCCHFhJI+EEIIIYQQQkgS1GAihBBCCCGEkCSowUQIIYQQQgghSdAcphxQVUaTYQkhhBBCCCkA1GDKsq3tnli61aCswCjoMLHSihOmUbpVQgghhBBC8g01mLJoa7sHy1Y3wukLo9ZhhFlvgj8sY32zC82uwIheIZ4QQgghhJB8RHOYskRVGZavb4PTF8akKitsRhE6noPNKGJSlRVOXxgrNrRBVVmui0oIIYQQQgjZixpMWbKnJ4BtHV7UOozguPj5ShzHodZhxNZ2L/b0BHJUQkIIIYQQQkhf1GDKEl9YRlBWYNYnjoI06XUIyQp8YTnLJSOEEEIIIYQkQw2mLLHoBRgFHfxJGkSBsAKDoIMlSYOKEEIIIYQQkn3UYMqS0SUmTKy0osUVBGPx85QYY2hxBdFQZcXoElOOSkgIGalUlaHJ6cfmVjeanH6aS0kIIYT0QsMZWcLzHE6YVo1mVwBb2iNzmUx6HQJhBS2uIMoseiw4oJrWYyKEZFWmljqg9eYIIYQUC2owZVFDlQ2XzR4XezhpcwdhEHSYPtqBBQfQOkyEkOzK1FIHtN4cIYSQYkINpixrqLJhwlwr9bySEYFGGfJX36UOotk7bUYRVoOALe1erNjQhgkV1pSOGa03RwghpNhQgykHeJ5DXZk518UgJKNolCG/pbLUgdb7VaYaYYSMVLnqdKLOLkLiUYOJEJJ2NMqQ//YtdZA40YxJr0ObO5jSUgeZaIQRMlLlqtOJOrsI6Y8aTISQtMrXUQbqMY3Xe6kDm1Hs9/5QljrIRCOMkJEoV51O1NlFSGLUYCKEpFU+jjJQj2l/0aUO1je7YDUIcccqutTB9NGOlJY6yEQjjJCRJledTvna2UVIPqB1mAghabVvlCHxQ7FJr0NIVrI2yhDtMV3f7EKJWcSECitKzCLWN7uwbHUjtrZ7slKOfBNd6qDMoseWdi88QQmyqsITlLCl3TukpQ5ovTlChi+VTqdi+F5CCgE1mAghadV7lCGRbI4y9O0xtRlF6HgONqOISVVWOH1hrNjQNmIXao0udTBtlAM9fgmNnT70+CVMH+0YUuhNJhphhIw0uep0yrfOLkLyCcVFEELSKhOhXkOVj+GB+SbdSx3QenOEDE+uQlsppJaQ5OisJ4SkVXSUodkVwJb2SGPFpNchEFbQ4gpmdZSBkhBok+6lDmi9OUKGLledTvnU2UVIvqEGEyEk7fJllIF6THOH1psjZGhy1emUT51dhOQbekoghGREPowyUI8pISTTMrFkQa46nfKls4uQfEMNJkJIxuR6lIF6TAkhmZTJJQty1emUD51dhOQbjvXN/VrE3G43HA4HXC4X7HZ7rotDCMmS3g81ITkShtdQZaUeU0LIkPVf5FWAPyzHOmNokVdC8p/WtgGNMBFCih71mBJC0okWeSVkZKEGEyFkRMh1eCAhpHjQkgWEjCzUYCKEEEIIScFIWLIgE8ksCClU1GAihBBCCElBsS9ZkMlkFoQUIj7XBSCEEEIIKSTRJQtaXEH0zZ0VXbKgocpakEsWRJNZrG92ocQsYkKFFSVmEeubXVi2uhFb2z25LiIhWVeYXR+EEEIIITlSrEsWDDWZBYXvUR0Uu4JrMD366KO4//770dLSggMOOAAPP/wwjj766FwXixBCCCEjSDEu8jqUZBYUvkd1MBIUVIPpH//4B6677jo8+uijmD17Nv70pz/hpJNOwsaNGzF27NhcF08zWVaxtqkbXb4wyi16zKorhSBQdCQhhBQS6lEmxbZkQarJLPqvRWWCPyxjfbMLza7AiFiLiupgZCioBtODDz6IK664Aj/+8Y8BAA8//DCWL1+Oxx57DEuXLs1x6bR5Z1Mbnl7diMYuHyRFhajjMa7cgktnj8O8/atzXTxCCCEaUI8yiSqmJQtSSWZBa1HRelwjScEMa4TDYXzxxRdYsGBB3OsLFizARx99lPBvQqEQ3G533H+59M6mNix9czO+bXPDIPAos+hhEHh82+bG0jc3451NbTktHyGEkMHRpHjtVJWhyenH5lY3mpx+qCob/I9IzqSSzCKV8L1iRXUwchTMCFNnZycURUF1dfwoTHV1NVpbWxP+zdKlS7FkyZJsFG9Qsqzi6dWN6PaFYBR4dPslqIyB5zgYBQ7dvhCe+agRcyZVUngeIYTkKepR1o5G4QpPKsksRsJaVIOhOhg5Cu7JvG8LnjHW77Wom266CS6XK/ZfU1NTNoqY0Nqmbmxp90BlgF9SIeo4mEQeoo6DX1KhMuC7Ng/WNnXnrIyEkOJDPfzpRT3K2tAoXOGKJrOYNsqBHr+Exk4fevwSpo92xM3H6R2+l0ihr0WlBdXByFEwR7CiogI6na7faFJ7e3u/Uacog8EAg8GQjeINqsMbgjckQ+B5mPV87IdWxwEmkYc/rMIbktHhDeW4pISQYkE9/OlXjD3KqSSv0LItjcIVPi3JLKLhe+ubXbAahLgOhGj43vTRjoJci0orqoORo2AaTHq9HgcffDBWrlyJM888M/b6ypUrcfrpp+ewZNowxqCqDJyu/ygZx3HguMiPTN+YYUIIGQrK3JQZqUyKLwSpNKq1bjuU1NQk/wyWzKJY16JKBdXByFEYd/S9rr/+elx00UU45JBDcOSRR+LPf/4zdu3ahZ/+9Ke5LtqgxpdZYdILCIRlmES+Xy9ESFJg1gsYX2bNYSmzj9LyEpJ+1MOfOcXUo5xKozqVbYtxFI4kVoxrUaWK6mBkKKgG0w9+8AN0dXXh9ttvR0tLC6ZNm4Y33ngD9fX1uS7aoOxmEftVW7Gx2Q1XQIZJr4Oo4yApDIGwAlHHY1K1FXZz/x7LYkXhQoRkRrH08Odjh0qx9Cin0qgGkFIDvNhG4cjAim0tqqGgOih+BXe3+tnPfoaf/exnuS5GykaXmPC9hkqEFRXtriBcQRmBMIOO51BmEVFlN+LoSZUF0SuZDhQuREjmFEMPfz53qBRDj3KqyStSaYAX0ygc0aaY1qIaKqqD4lZwDaZC1btXstJiAK8DVBXgeUBVgHKboSB6JdOBwoUIyaxC7+EvhA6VQu9RTrVRncq2xTIKRwghUQWXVryQxVJ1jnZAUSI/WIoCTB/jyIsHgGyhtLyEZFYqi0/mm74dKjajCB3PwWYUManKCqcvjBUb2vIiPXq0R3lKjR11ZeaCagCkkg55KKmTtaamJumV6jICtOwAIdrkZ/dikWNgCEgKfCEZHDioIywzXjGECxGSzwq5h79Y5l8NR6K5WwDSOpqVatjcUELsCn0UrtCkGsaaz2GvhOQbajBl0dZ2Dx5+ewu+a/NA2duL4wrIaP06iG/bvLju+Ekj4iZV6OFChBSCQp1nM9I7VBI9xJaYRYABPQEpbQ+2qTaqh9oAp3kd2ZFqGGshhL0Skk/oiTRLVJXhb5/swldNPdALPGxGMZYlzxOU8FVTD174dBduPmVq0fe+0YRgQrKjEHv4R3KHSqKH2OYeP1ZubAMAHDquFBMqrGl7sE2lUV2oDfCRINV5wTSPmJDUFd8vTp5q6vbjkx1O8ByHcos+doMyCBz0Fj3a3CF8vN2Jpm4/6sstOS5tZhVyuBAhhabQevhHaodKoodYxhhaXSHodRzAcWh1hzCm1JzWB9tUGtXpbIDnY8r4QpVqGCuFvRKSOmowZcmOTh96AmFUWg0Jb1AOs4gubwg7On1F32ACqLeSEJLYSO1QSfQQ6wnKcPrDsJkiI21OXxieoAybUYAnKMMg8Phqdw92d/sxdhi/G6k0qtPRAKe5M+mVahjrSA97JWQoqMGURRyLJHxIbGQlfgAKM1yIEJJ5I7FDJdFDbFhRIasqRF3kp9obktHhDeLbVglOfxiSoiAoqXjqw0b86MixBVEvNHcm/VINYx3JYa+EDBVdDVkyocICh1mE2y9Bb+XgC0d+CAWeh0XPw+WXUGISMaGi+EeXeiu0cCFCSHbkqkMlV6FiiR5i9ToeAs9DUlQAgKIybGnzQlEZrEYBeoEHIGNHlxfLVjfmfWMj13Nn8jEMMB1lSjWMdaSGvRIyHNRgypIxpWYcMaEcr6zbg1ZPKJIljwHgAB3PwarXYd7+1RhTSo0HQggBst+hkstQsUQPsTajgDKzHm3uAAAOisIgQ0W51QAgEqJXbTdixmgHtnb48n6ifi7nzuRjGGC6ypRqGOtIDXslZDho4dos4XkO4yssCMoMkqyCYwwcx8CxyL+DMsP4CgvdoAghJAeioWLrm10oMYuYUGFFiVnE+mYXlq1uxNZ2T0a/P/oQW2bRY0u7F56gBIUx1DgMCCsMfkkBA2AxCggrKpy+MEx6ARMrreB5viAW/N4Xdpi4r9ak1yEkK2mfO5PrY5uNMqW6UDAtLExIamiEKUtkWcWKDW0wCDzsRgMCkgpFZdDxHMwij6DMsHJjGy44dCwEgdqxhBCSLbkOFYtKNndr/tRqOH1hfNbohC+kQNTxqLIbMbHSijKLHkBhTNTPxdyZfDm22ShTqmGsNI+YEO2owZQla5u60djlQ7XdAKtBQFhWoTAGHcdBL/DwhmTs6PRhbVM3DhtfnuviEkLIiJFPaZaTPcQ2dftx9+ubYNLrUGrWw2aMn3tSCBP1czF3Jp+ObTbKlGoYK80jJkQbGsrIki5fGJKiwqTXgeM4GEQdzHoBBjHyb5NeB0lR0eUL57qohBCSM6rK0OT0Y3OrG01OP1Q18xlEcxUqlkz0IXZKjR11ZebIv0vNmDGmBCFZ7ddYijY2GqqseT1RP1HYoayq8AQlbGn3ZmTuTL4d23wtEyFkYPnbFVVkyi16iDoegbACq4HrN8IUCEfCLMr3hlcQQshIk6uJ+YWQZrlYJupnO2V8Ph7bfCwTIWRgdDVmyay6Uowrt2BjiwsuITJnSWUMPMfBKHAIyioOGOXArLrSXBeVEEKyLpfr8xRKmuViWZ8qm3Nn8vHY5mOZikE+po0nxYMaTFkiCDwWHFCNr3b3wBsKR8LxBA4hmaHTJ8G4d2IvJXwghIw0uZ6YX0ijN8UyUT/R3JlMPPDm47HNxzIVunxMG0+KCzWYskRVGdwBGZOqrWjrCaAnICMYjmTJq7TqUe0wwROUoaqMbpKEkBElHybmF9LoTS4n6meqFz+TD7z5eGzzsUyFKpej02TkoAZTlkQfCOrLzNABCKt+hGQVBoHHKIcJY8rMWc/UQ/ILhROQkWrfJPjEIUjZSpldLKM3mZKpRk02Hnjz8dhOqLDi1AN57Oj07f23BWNKzXS+pSDXo9Nk5KAGU5b4wjI6vSE0dvrQ7g1BURnAAH9YgTvoRqs7hHEVFsqKM0JROAEZyfJpEjylWU4sU42abD7w5tOxpXt+euTD6DQZGWjCTJaYRB12dPjQ7ApCVlTwHCDwAM8BsqKi2RXEjg4fTKIu10UlWZaPq9ATkk3RSfAtriAYi08jXigps4tZ30aNzShCx3OwGUVMqrLC6QtjxYa2IaWAT+WBt1jQPT99KEU7yRZqMGWJoqro8ociPygMkBWGkMwgK5F/KyqD0x+Coqq5LirJokw+iBBSKHKxPg/RLpONmpH2wEv3/PTqPTqdCKVoJ+lCDaYs+WJnDyRFBQMgM0BhgIrI/8p774thRcUXO3tyWEqSbSOxd5WQRKKT4KeNcqDHL6Gx04cev4Tpox00aTvHMtmoGWkPvHTPTy8anSbZUhx3oALgD8tQFIDjAEQGlWI4RF5XFCT90SDFKV8muxOSD/JxYv5wFEsil0zOMRtpaxLRPT+9KEU7yRZqMGVJiVmMNJIYoNs7rsfY3gYUAEWNNJxKzP1/jEjxyqfJ7oTkg3yamD8cxTSpP5ONmpH2wEv3/PSjFO0kG+iKzBKbXoTAA5IaaRzFsH3/I/CR7cjIMdJ6VwkZCYptXZhMN2pG0gMv3fMzo9hGp0n+oQZTlvA6Dma9AFdQRrKpnGa9AF5HF/dIUuy9q8USkkTyX76ca5lMk53Lfcx0o2akPPAW+z0/l4pldJrkJ2owZcm4MjP0Ag+9joOqMPSOThYQaVAZRB7j6GIfcYq1d7WYQpJI9gylUZBP51qm1oVJ5z4OteHVt1FjEnXgAPglBU1O/7AbOCPlgbdY7/mEFDNqMGUJx3Owm0R4ghIUDuB6DTMxLrIek80ogqNepRGp2HpXiy0kKd8keuAFUPDnz1AaBfl2rmViUn8693G4Da9oo2ZruwevfdWSF43UQlRs93xCih01mLIkICkwinwknXifmDx1b5pxo8gjICm5KSDJuWLpXc1kSBJJ/MBbYhYBBvQEpIJ9eB1KoyAfz7V0T+pP5z6mq+GVb43UQlUs93xCRgJahylLDAKPdncYOo6DRc/DIPAQdRwMAg+LnoeO49DhCcMg0CEhhY3WGcmc6IPq+mYXSswiJlRYATCs3NiGlZvaADBMqLCixCxifbMLy1Y3Ymu7J9fFHtRQF/PMx3Mt3evCpGsf07VgKi28SggZiejpPEva3UGEZAWijoPdpIfDJKLELMJhEmE36SHqOIQkBe3uYK6LSnJEVRmanH5sbnWjyekv2AeOTC5yOZIlelDlOaDVFYJex0Ev8Gh1h2LhvYX08DrURkE+nmvRSf1lFj22tHvhCUqQVRWeoIQt7d6UJ/Wnax/T1fDKx0YqIYRkGoXkZYnTL0Gv4wEw+MMyBB0PDoAKhlBY2TuyxMHpl3JcUpIL+TRpPZFUJonTOiOZkehB1ROU4fSHYTNF6tnpC8MTlGE3icNKMJBtQ533k6/nWjon9adrH9M1t4oWXiWEjET0xJIl5RY9THodAAaXX4Y7LMUWrjWKur3vcSi36HNdVJJl+T4fINXGHK0zkhmJHlTDigpZVSHqIrdyb0hGuNdCb4Xy8DrURkE+n2vpmtSfrn1MV8MrXxuphBCSSRSSlyWz6kpRZTOg0xsGz3OwG0WUmAXYjSJ4jkOnN4xquwGz6kpzXVSSRfk+HyDRnJnB5sekOySJRPR+UI3S63gIPA9JUSEpKgSe3zuSHREIK9DreLgDUl6Heg513s9IONfStY/pmluV7jlahGRbsYS/k+yiLqAs4XkOY8vN2NzmQUiWwYkCdBwHhTGEZBk8z2NsmaWgf9hJ6jK1Zks6DCc7F60zkn6JRhpsRgFlZj3a3AGA41BtN8JmjNzWGWPY0u4FGPDCp7sQUtS8C/WMGs5invl6rqUzzDYd+5iuBVNp4VVSyAa7LvNlAWySf6jBlCV7egLgwGHGaAfW7+6Byy+BAeAAWAw8po12xLbL57kGJL3yeT7AcBtztM5IeiV7UK1xGNDU7QfAUGM3QGEMgZCMLe1etLqCqLEbUWrRw6wX8irUs6/hNAqyda5pfZjKRJhtOvYxXY3LfG2kEjKQwa7L46ZUYXOLJ2/nEpPcogZTlvjCMjq9Iezp9kNiAMfvXbyWAyQV2NPth6jj836uAUmvfJ4PkI7GHK0zkl7JHlTnT62OrcPU2OmLhOUxoMZuxMyxJXmxPpEWw2kUZPpc0zpilMm1odKxj+lqXFKHCCkkg12XX+7qwf97ZwtqHSaMKsm/ucQk96jBlCVmUYcdHV60uEMAGASeAw9ABSArKppdIYBFtiMjRz5PWs/nxtxIluxBFUDsNXdAwguf7kKpRT/kUM/hhqYM9e/zsZGdyohRPofZRg23jvse2/2qbHndUCr2MKti3790GOi6BAB/WEaHJ4SZdSWx37t872Ai2TXsJx1FUfDNN9+gvr4epaWUsCAZSVXR5ZegqAw6DpAVFsuSxwFQGEOXX4KkqoN+Fike+TwfIJ8bcyNdsgfe6GubW90IKeqAa/f0Hh3s+8AVkGSs3NA+5NCUVObvaH3Yy9VDYaojRvkcZpsO+b4EQl/R8m5t96A7EIaO4zGx0opzDhmN/artuS7esBXa8ciVga5LT1CGJyRDL3CQ+iSAyJdODpJ7KTeYrrvuOkyfPh1XXHEFFEXBnDlz8NFHH8FsNuO1117D3LlzM1DMwrd2Zw8kRQEAyL2vx73/nwMQVhSs3dmDiZV0kxtJ8nU+QD435sjAUhkd7PvAFZZVdHhCsBtFTKq2phyakspojNaHvVw+FCbqmWaMwROMpHC3GgRsafPEHqaKeWQ235dA6Cta3l1dfvjDMrwhGSFZxaYWNz7d0YVr5k3CvP2rc13MISu045FLA12XYUVFWFZhEHRxWUajCr2Tg6RHynfsf/3rX/jRj34EAHj11VexY8cObN68Gc8++yxuvvlmrF69Ou2FLAb+sIy97aWkFAVxKYPJyJGv8wHytTFHBqZ1dDAQVvDMx/seuEyiEZ9s70KrOwhFZZAUFktzryU0JZXRmO2dXk0Pe7l+KOzbM+30hbCt3QenPwxZVcHv3cdNLW7UlZmLdmQ2k3OzMiFa3l1dfnT7wwhKCqxGEXYTB0lW0eIO4v+9swV1pWbsV1N497FCOx65NtB1KfIcwrKKcqs+lmW0t0Lu5CDpk/LR7+zsRE1NDQDgjTfewLnnnov99tsPV1xxBf7f//t/aS9gsSgxi4gG20UvU9bn/0e3IyNTPs7dAPK3MUeS0zI6ePzUKqzcEP/A5Q5I8IUV1NgN8IUUbOvwotRcCo7jNIWmaJ2/s7vbr+lhb1yZJecPhb17piVFxbqmHgTCCqxGAaJOgC8ko8cv4fVvWjCh0oKGKltRjswWwtys3vb0BLC13QN/WEZQUlDWaz6fQdShxm5AhyeEf61two0n7k/Ho8gNdE9sdQdRaTMkDGEu5E4Okl4pL1xbXV2NjRs3QlEUvPXWWzj++OMBAH6/HzodJSxIxiIKscqONpT4vfOXoo0lbu92hOSbaGNuSo0ddWXmgnu4GImio4PTRjnQ449kz+vxS5g+2oHLZo+DSRT6PXCFFRWyqkIv6GA1CnD6wvAE9416m/Q6hGQlaWjKvtGY5HOnQrKC7Z0+TQ97a5u6NT8UZkq0Z7q5J4itbV4EwpGHb4Ogi4RSyyrqy80ISUpskenB6r4QR2a1Htt8CVvyhWV0B8LwhmRYjWK/80cv6KAXOGzL8PmTKYV2PPJBsutyxpgSXDNvEsaWmYt2AWwyfCk/nV922WU477zzUFtbC47jMH/+fADAp59+iilTpqS9gMWiOyBB0HEIK5HmkQrsaykh0lgSdBy6A1IuikdI0RuJmaQGGh3c3OruNwlar+Mh8DwkRYWo4+ENRebpRA0WmqJ1/g4ATYkRunzhnCdQ4HkO86dWY11TN7Z2elFiEqEyBllR4Q3KMOkFNFTZIOq4uB79YhuZLbS5WRa9AB3HIySrsJv617mkRDoGVIaCbFQU2vHIFwNdl/XlZgo/J0mlfCXddtttmDZtGpqamnDuuefCYDAAAHQ6HW688ca0F7BYVFj1MAg8FEVBoqlMPACjwKPCqs920QgpeiM5k1SyUM9ED1w2o4Aysx7tniAsBgECz8cmQWsJTdE6f2d8hUXTw165RZ/zh8Kt7R6s3NgGT1BGIKwgGFbg9IZhN4uodUT2t8yih6yqaHVFwqR6P4jlWzjUUDsOCm1uVrS8m1rckGQVhl5LdjDG4A3KcJhFlJjEgmxUFNrxyCfJ7onF1slB0mtId4lzzjkHABAMBmOvXXLJJekpUZGaWGmFjucSNpYAQEHkIp5Yac1msQgperlOGpCvEj1wcRyHiVUWuINhtLqDGFNqgknPwxOUNM2/0ZpZsa7UrOlhb1ZdKdbs6M7ZQ2Hvc6euzASnLwSVASFZhV7HY0KFGWWWSCdXS08AjV0BvPDZLuh4Li8b5cPpOCi0rJk8z+GcQ0bj0x1daHEHUWM3QC/oIO0dGTSKPMx6AZOqbQXZqCi041Eo8nUuMcm9lOcwKYqCO+64A6NHj4bVasX27dsBALfeeiuefPLJtBewWFSY9PAEBh729wRkVJhohImQdOmbScpmFGNZ3yZVWeH0hWPzTgqdqjI0Of3Y3OpGk9M/6D5FH7jKLPq4uH1Rx6PUYkCN3YhSsx47u/wpzb/RMn8n2Xf3nTMgCLym7dLxUNi3/mRZjTt3ah0mlFuNAIAauwGKyrC90w/GGLq8Iaxp7IasqBjlMGFChRUlZhHrm11YtroRW9s9wy7fcPftgy0deHDld/issQsOkzikMhba3Kz9qu24Zt4k1NiN6PCE0eEJwh9W4DCLKLUYMLbMXNCNikI7HoQUspRHmO666y4888wzuO+++/CTn/wk9vr06dPx0EMP4YorrkhrAYvFC180Jh1dilL2bnfF0ZOyUSRCit5IySQ11JGDZGnjj5xQjuP3r4ZJrxtSaIqW0BatKeuzkdo+Uf1VWPXY3unD2DJz7NxpqLLCG5LR7ZegF3h0ekNo7gng6z0uAMBh40thN0XDG/MjvfPWdg/e+qYVb6xvhdMXgsMkQpIZJlZZUGYxpFzGQgtbmrd/ZETzX180YVuHFyoDSkwiJlXbimJuSqEdD0IKVcoNpmeffRZ//vOfMW/ePPz0pz+NvT5jxgxs3rw5rYUrJh9tc2re7oqjM1wYQkaIgVZ3B4pjQcLhhhxm6oFLS2iL1u/O5ENhsvrb2OLGLqcfVTYjbJGBJZRZ9DiorgRb273o8oXgDkho7glA5DlMG1caG4GKynWjPLpvu7v9CMkKqu1GcBzQ7gnCE5JwUF0JyiyGlMtYaGFL+9XYcONJ+xdto6LQjgchhSjlBtOePXvQ0NDQ73VVVSFJlOEtGR2n7casdTtCyOCKPZNUuhavzOUDl9bvHmoZB0pyMFD9NVRasb3Dh2/b3KiwVsTeK7Pocei4UrS4AnD6JJw0rQbvbG7HqJLEZctVo7z3vo0uMWFPdwB6gQfPcdBbeDh9YWzr8KHUrC+KjoPBUKMiP/S9HmvtRrTsPfeKrSFLikvKTwkHHHAAPvjgA9TX18e9/s9//hMzZ85MW8GKzaFjy7BiU4em7Qgh6VHsmaRGSsjhUA0WqjhQ/dlNImodRrT0BOEOSHCY4+eXekMKDq4vxWHjy/DRtq68a5T33jfGAEHHQ1IYDEIkuUfvdbY4DgXdcUAKQ9/rMSyrCEkqDCIPvcDnZaIUQqJSvjsuXrwYF110Efbs2QNVVfHSSy/h22+/xbPPPovXXnstE2UsCjZz/x/S4WxHCBlcsWeSGgkhh4NJNoKkJVRRVlnS+uM4DpNrbOjwhrC1w4v9qm0Jz50xGjP+DdQoz8QaYb3PDZ4DSs16dHiC0Fv04DgOoo6HLyQjJCvo3psooFA7DgrJSFwPDugf+hqUdPhipxM9AQmlZhGzxpbCKOpGfPZSkr9SbjCddtpp+Mc//oG7774bHMdh0aJFmDVrFl599dXYIrakP7+k7YFF63aEEG3SmTQg3x52ij3kMJnocdjU6sbnO5zo8IQQUtRYD/X8A6qwckP7oKGKp8yoHbD+jKIO+1XbMKHCik5vKOm5E22Uf9fqAa8DVBXgeUBVgHKbYcBGeabWCOt7bkQTVjh9YViNAlTGoLLISNSY0sLOFlcoRup6cH1DXwFgU0s3FJVhbKkJ3X4JjV1+HFJfiklV1pwnSiEkkSH9ip5wwgk44YQT0l2WouYKaJvfpXU7Qoh26UgakI8PO8UecphI9Dh82dSN79o8kBWGWocRk2tssR7q79o98IXkuAx3Ub1DFTlg0PqbNbYUVx49YcB5Fg1VNkypseGJLZ3o8AShMAYdx6HSZsSPJ1UkPT8yuUZY33Ojd8KKbl8IPQEJ5RY9DhtXXvQP7PlgJK8H1zf01R2Q0O0Pw2oUwfN8XHhoNBR2JIcSk/xUMN2Od911F15//XWsW7cOer0ePT09uS5SSsyCtqrWuh0hJDXDmfSdrw87xR5y2Ff0OHR5Q+j2hSHyPErNOrgCEr7Z48JBdSWYVGXF2l3d6PCEMLk68TGJhir6JUVT/QkCP+C5s3JjK574cAfcwTAqbQaY9TpICoM7KOGZj3diVIkJ8/avjvubdCXsSCbRuWE3CZhSY8X2Tg4Tqqy48LCxOGpiRdGcH+mWrhHlTB/roZQnmyPlfUOHw4oKWVEhGiPPO9Hw0LCiAhgZocSk8Gh6Oi8tLe3XS5eM06ktfXaqwuEwzj33XBx55JEFuUCuIGhbGFPrdoSQ7Mi3h52+srFOUT7ofRxq7EY0dvlhM4kwCDwMgi6W9e2Qej1qHUbs7PKjwxNCbYLRtd6hinVl5mHV3+ZmN+58bRNa3UGYRR7ekAJFZSizGFBqFrGrO4BnPmrEnEmVEIR9a8VnI2FHsnPj8PHlRXVuZEI6R5TzKTlLLkbK+4aH6nV8XBISSVGh43nodZHro1hDiUlh03Q2PvzwwxkuxuCWLFkCAHj66adzW5AhCmmMtNO6HSEkO1J52BldYsrJHKd8X7wyHT3aTd1+fL27Bya9Dt0BCZKswLa3h7pv1rfoKE+zK4CaPsctUajiUOtva7sHv1/5Ldo9QZj1OphEHioDfGEFYSWIGrsR5RY9dnT6sLapG4eNL4/9bbYSdqT73Mi3eXyZkO4R5XxJzpKrkfK+4aE2oxBLQiKaRXiDMqrsRtiMQtGGEpPCp6nBdMkll2S6HBkRCoUQCoVi/3a73Tkri0djS0jrdoSQ7ND6sLOpxY1X1jXnbI5Tvq4zk44e7a3tHjz3yU580+yCSdQBDHAFZYiCDg5TJFlD77AeTgLqysyw6AXNoYqp1l90xKvTGwYHwCjy4DgOOg4wiTwCkgqnL4wqux5On4ouXzju77OZsCNd50Y+zuNLt0yMKOdDcpZcjpQnCg8dV2GG0xfCru4ASkwixpWb4Q3JRRlKTIoDP/gmyQUCAbjd7rj/8snSpUvhcDhi/9XV1eWsLHpBW1Vr3Y4Qkh29H3YSCYQVhGQVr3/TgvXNLpSYRUyosKLELGJ9swvLVjdia7sny6XOD9Ee7W/2uCDwHOxGEQLP4Zs92usl+hk7On0wiTpYDDrY9mZ5a+4JwBeSEJIUuAMSFBUQOMSSNfz82AZMG+VAj19CY6cPPXvTZ2vpSVdVhianH5tb3Why+qGq8eHSsZHHEmMsvCiK4zjoBR4BSYE7IEPU8Si3xK/jFO11b3EFwVj8Z0d72RuqrHnTyx49DsV+jqcyoqxVPhzrTOxXKqLhodHr0R2QUFdmxn7VNtSVmeEKSCldn4RkW8rdGT6fDzfccANefPFFdHV19XtfURTNn3XbbbfFQu2SWbNmDQ455JBUiwkAuOmmm3D99dfH/u12u3PWaJpQYU3rdoSQ7BgsE11zTxAhSYXAK9iv2pZ3c5xyJdqjvcvphyyraOzyQVZVCDyPUpMIX1getF5694rPGO2AJDO0eyI90KMdJmzv8mFbhw96HQ9ZVWEQdPhouxOTa2yxOToNVUMLtRtsJCU68jiuzIL1Jhe6fGHodVzs+Os4IKyqcPrDmDbKgVl1pXHfUUgJO/J9Hl86ZSJ8Lh+OdT6EBSYKD621GwfMQElIvki5wfTb3/4W7777Lh599FFcfPHF+OMf/4g9e/bgT3/6E+65556UPusXv/gFzj///AG3GTduXKpFjDEYDDAYDEP++3TS6TjoAAzUnNTt3Y4Qkj8Ge9gxiDxklceoElPaJ3QX8nyRPT0BfNnUjQ5PELLCYDUKEHUCJEVFhzcEHc9h7a7uAeuld684z/OYWGWBJyTB6QtD0HEQOA5+RQWDApHnYTHo0Ld2Ug1HSzTPwxeS8FljFza0uGKZ5aIjj0FZwUFjS/DBlk64AjJMeh1EHYegpMIvqah1GHHJUePiEj5EFUrCjnxKWpBpmQqfy/WxzoewQCDx9Vjo5wwZGVK+Ml599VU8++yzmDt3Li6//HIcffTRaGhoQH19PZ5//nn88Ic/1PxZFRUVqKioSLUIBamuxAyOB6Am34bnI9sRQvLLQA87DdVW/OfLPTAnedAYas9toc8X8QQl7OryQ1FVlFsNsQdtg6CD3sKjyxtCk9MPTzD5vM2+veJlFkNsLaEt7V5IigqDwGNsmRkTqqyotBpgNeiwtcM3pBGPRCMpTl84tnZRd0DCzk4fTppeiwUHVMdGHqOLca7b1YOegAR/SAUDUOsw4uZT9u+XUry3fE/YAeTH6ES2ZHJts1we65G4Zhsh6ZRyg8npdGL8+PEAALvdHksj/r3vfQ9XX311ekvXy65du+B0OrFr1y4oioJ169YBABoaGmC15n8YW1OPH2yAxhIQWR2+qcePA8eWDrwhISTrkj3s7OkJ4C2hNa09t/m67lMqvCEZASmSyS7RqIRB1METlOENJX/ITtQrXmYxYHINh3ZPCA6jAIDDYePL4DDvmyM01BGPviMpTl8Y65p6EAjLsBpFVIs8fCEFaxqdaHEFcdyUqriRx1NnjEKj04uWnhAqbHr86vjJmDLKPuj35mvCjqh8GZ3IhkyHz+XqWOdDWCAhhSzlDAMTJkxAY2MjAGDq1Kl48cUXAURGnkpKStJZtjiLFi3CzJkzsXjxYni9XsycORMzZ87E559/nrHvTCdJUQcMxwMi4XqSMkirihCSM9GHnSk1dtSVmcHzXNondPcd5bAZReh4DjajiElVVjh9YazY0NYvCUG+sRoFmPQ6hCQ1Yb2EJBVmvQ5WY/KH7GR1G0mwwABwqHYYYTfFP8Sb9DqEZCXlEY99IymR9MZb270IhGWUWfSx9Z54LlIupy+Mb1s9uOTIfRPZdzp9MAoC5k+txg0nTtHUWCoE+ZC0IJv6JihINWFIvirW/SIkG1LuDrrsssvw1VdfYc6cObjppptwyimn4A9/+ANkWcaDDz6YiTICiKy/VKhrMAHAzi5fWrcjhOSHdPfc5mK+SCbmStkMIsaWmdHk9MPpC++dw8RDUlR4gzIEgUddqQk2Q/8Ri95m1DmwocWFr3b3YEKFBWaDgLCsIhBWYTOJmFhp7VdPQx3xsOgFGHQ82twBhGWGNncwboQsusCmQdCh1qHD1nYvTjtwFK6eOzGvQ+qGaySOThRCqORQFOt+EZJpKTeYFi5cGPv/xx57LDZt2oQvvvgCEydOxIEHHpjWwhUTA6dtME/rdoSQ/JHOCd3Zni+SqblSo0tMmFlXipCkQlZVdPsleEMyBJ5Hpc0Agecxa2xp0lGJ3uXyBmV0esPo8IRQYTWg3KLHxMpIKHapOb7BNZz5GIGwgk5vGNs6vNDxHLr9YYRkEeUWA4wiH7fApsJY7Djke0hdOuQ6aUEuFOtxLdb9IiSThh1wXF9fj/r6+nSUpai1+0ODb5TCdoRkUyFna0vFcPYzXT232Zwvksm5Ur1HJbq8IYwpNUHHc1BUBk9QRrnVkHRUom+5RpVEMtVt7/TBYhBw9sFjUGU34JmPdqZtxGNruwfPfNwIcIDdJMAfkqHjOHhCMoKSCoteB7tJQLXNgC5fGGFZgV7HF8W8Ha1odIIQMlJpvtN/+umncDqdOOmkk2KvPfvss1i8eDF8Ph/OOOMM/OEPf8ibNN75pnyAOP2hbEdIthR6tjat0rGf6ei5zVY2q2ysrdN3VMIflmEQdJgxpiTpqESyctlNehw4RsSWdi++3u3CT+dMTNuIR+/vnFlXgm5/JDOeX/LCH5Kh8gyiwEHHc9jU6oGsqPCHFUyssiIQ1r72YDGg0QlCyEik+en8tttuw9y5c2MNpm+++QZXXHEFLr30Uuy///64//77MWrUKNx2222ZKmtB29DmTet2hGRDMWRr0yKf9jNb80WyNVcq1VGJVMqVrhGPvt9ZZjHg0HF61DiM+GaPC+6ABF9QRjfPw2qMJISwmyI/n8983Fg01wEhhJDENDeY1q1bhzvuuCP277///e84/PDD8Ze//AUAUFdXh8WLF1ODKQmtFU3jSyRf9O51b6i0wBtS0O0PQ6/j0VBpGfJaN/kmGyMtqRpsvsi4Mgs+29GFLl8Y5RY9ZtWVJlwYdSDZnCuVyqhEquXS+tkDhVsm+k6O4zC2zAKLQcB7m9vhVmQwMKgMqHaYMLHSglKzPu78AEDhaiTjRkqINCH5RPPzeXd3N6qr9y2+99577+HEE0+M/fvQQw9FU1NTektXRNwawza0bkdIpkV73U0ij8939qDbH4asqBB0PErNetQ6DGnP1pYLuchKp0Wy0ZN3v23Hklc2orHLB0lRIep4jCu34NLZ4wZcILWvfF1bJxPlGizccqDvFHkeeoFHtd2Ag8aWosysj8ucFz0/PtrWia+aXEUfukpya6SESBOSbzT/4lRXV2PHjh2oq6tDOBzG2rVrsWTJktj7Ho8HojhwetiRbEKZBe+hS9N2hKTLcHoifWEZnd4QunxhhCQFVqMI0ShAUhg6PEG4gxLKLfq0ZWvLlWyNtMiyirVN3QlHhbQep3c2t+Het76FZ2/dR0P1vmv3YOmbmwGgX6Mp2WcPd65UKufWQNv2fa/WbhxSuZJ9h5ZwywkV1qTfGVnPScG4cgvqy8z9GtUmfSS9+N8+2wXGMGhIJ40OJDecuhkJ9ZpPocOEjDSaG0wnnngibrzxRtx77734z3/+A7PZjKOPPjr2/tdff42JEydmpJDFYEy5Ma3bETKY4fZEmkQdOr1h+EIyqu2G2IOiQeCgt+jR5g6Bsch2hSwbIy3vbGrD06sbE44K1ZebEx6nKbU2bG7xxF7X63h8uasH3pCECRUW8HyksWUz8rDoddjVHcAzHzVizqTKWENssHNgqHOlUjm3BtoWQNJ9T6Vcyb5j/tRqrNw4eLjlT+dYk9bFnp4ATKKAUSX9RyABwB+KdCxwHHDgmJIBQzq3d3ppdCCJ4dyvRsKoSz6GDhMykmh+Arjzzjtx1llnYc6cObBarXjmmWeg1+tj7z/11FNYsGBBRgpZDMpM2jJaad2OkIGkoycy8pPLwIEl2SLyXqH/NGc6K907m9qw9M3NCUeFlry6EeMrzDDrhbjj9Mn2Lry8bg9qHUZMqrLCrDdhe6cX7Z4gjKIOIZnBtO/2C57nUW7RY0enD2ubunHY+HLN50CqmeZSObcG2nZTqxsAoKgs4eccN6Uq1mAcqFwDfcd3bR74wjLGJhgZSpRAIlFdHDauHBMrQmhxB8EY63d+bO/0AeAwocIy4Hes3taJt9a30uhAAsO5X42UUZd8DR0mZKTQ3GCqrKzEBx98AJfLBavVCp0uvlf5n//8J6xWa9oLWCxa3L60bkdIMunqifRLCiqsBnRxgNMXhtUoQNTxkBQV3qAMq1FAucUAv1TY8+4ymZVOllU8vboRnqCEsaWmfqNCm1o98IVkXHDomNg91WoQIKsqPEEJlVZ9rBHHIdKIZSxyPEaJ8Q9OJr0OTl8YXb5wSudAKpnmUvlcAEm3teh1WL6xDWDACQdU96qXfZ/zbasHVx0zAS17wyETlWuw8qzd1Y0OTwiTqxM/MPcNt0xWF9s7vVi2ujHh+WE1CGAMsBgSh6Sb9Dq0ugJ4ZxONDiQynPvVSBp1yfaC1oSQeKmlVQLgcDj6NZYAoKysLG7EicT7ptmd1u0ISSaVnsiBWPQCKqwGTK62ocpmRFBS0eMPIyipqLIbMbnahgqroSgW7oyOLkwb5UCPX0Jjpw89fgnTRzuG1UO9tqkbjV0+lFv0sUZBlKQw6DgOIVlBq3vfgtWeoIxuf2Q0qtsvwROMPACZ9DoIOh4cBwQkBWFZjfu8QFiBqIuMNKV6DkQzzU2psaOuzJyWlN8DbesNKVBUBoUxeENK0s9pcQcHLNfg5THBH1bQ7gkm3J9E4ZaJ6mKg8+P8w8aiwmqAP8mDaiCsQFGBFldw2NdkMRrO/Spd97pC0Dt0OJFcJWkhZKSgKytLFCk0+EYpbEdIMr17Ihlj8ARlhBUVeh0Pm1HQ3BPZO1Tt4PoSeENK7HOsBh22dvjSsoBqvkjXmj69dfnCkBQVJn3/TiaFMXAcA1Mjx8wdkBBWVHhDMiRZQYlFD5dfgtMfRlhRYdELcJhEdHlDMAg8FLYvVFJVVXT5wphcbcOsulJs7fRmpDc61V7uZNuGlUhjjwOL/f+hlG+w8lTaDDDpdXsbK6ZhhVsmOz8A4Osm14AhnaNKTGh1B2FO8jBbqKMD6Ui0MJyRk5E06jJY6HBzTxBjy03whCQ0Of1FmfSCkFyiBlOWrG/R1sOldTtCkon2RDb3+NHiCiVMB66lJ7J3qNrWDh9qHUaUmEUEwgq2dvjStoBqPkllvSAtyi16iDoegbACmzF+hEnHcWCMA2MqdnUFsKPTD1lRwRjg2tvIDUgq1u9xgeMAgedhMejQ7efgl1QEwgr0QuSzu3xh2I0iLjlqHASBz1gii1Q/N9m2el2kLhi42P8fSvkGK09QUjC2zAzL3vCs4YZbJjs/BgvpnLd/FV5auyfvUrgPR7oSLQznXM3X1PiZMFDo8JZ2L9wBCbKq4v9WbS3KpBeE5FrKIXlkaPgE2ZWGsx0hyYwuMaHEJGJNY3csSUCpRQ+jqEO7J4g1jd0oNYuae9UzEaqWC6rK0OT0Y3OrG01OP1Q1WTKL9JlVV4px5Za984riR1JEHQdJUaGwyIN99DjZjALCiopmVxBhSYHNIKDUrIdR5CHJKoyiDuUWEUFJwZ7uADxBGZOrbbjxpCmxlOLR3ugWVyRRQW/RUY+GKmvsHNBaN6l87kDbWg066HgOOo6D1aBL+jm1duOA5dJSnlljS/HzYydm9Bwe7Do5amJFSscj30UTLaxvdqHELGJChRUlZhHrm11YtroRW9s9mj8r1XM1XX9biBKdZ7ucfrgDEuxGEWPLzMM6FoRkQy5+i9Mh5W6XUCgEWZZhsdB6QamodRiw2zV4uF2tw5CF0pCiF213MwaA7X2B7f03kua9SyQToWrZlqu0w4LA49LZ47D0zc3Y1R2Iy5LX6Q1B1OlgFvYem9hxQuQ4scg8DNb7aHEcTKIOx0+pwgnTa2JznXqv6QSklsgilbpJNUHGQNvutzcRQ3T0su/nTK6x4U/vbx+wXFrL01BlQ0OlLaPn8GDXSaYSi2RbuhMtDCfpSiYTtuSr3ueZJyjhP182Q+A57FdtK+qkF6Q4FPISABzr2y2TRGdnJy655BKsWLECqqri8MMPx3PPPYcJEyZkuoxp43a74XA44HK5YLfbs/rdz322Hbe8tGnQ7e48a3/86LDCqVOSf5qcfjy08jsADK2uEJz+MBRVhY7nUWbRo8ZuAMBh4fz9RkT62f5phwX4w3LsgSobI2WJ1mGqdRih4yMT03sfJ1UF3EEJRpFHQFJhN4rg+UhIXqrHr/ePU0iOhCc1VFljjYih1s1gn6t1WwAJ35tcY8Oqze2ay5VKeXKpUMo5kOj9pcQsJgyD8wQl9PillO8vw6mbYqjXocjUsSAkE/LhtzgRrW0DzSNMN910E7744gssWbIERqMRjz/+OK666iqsXLkyLQUudl6ftkmnWrcjJJnoROgJFVaMKTX3S/qgMIbGTl9RTIQGBp54ni9ph+ftX405kyqxtqkbXb4wyi16WEQBf3xvK0aVmOOOkzckY8MeFxxmES6/hANGOWA1CkM6fgONegynblIZdRxs277v1dqN+NP721MqV6GMghZKOQeSqUQLw6mbYqjXoRhJSS9IYcuX3+Lh0NxgWr58OZ566imcfPLJAICTTz4Z06ZNgyRJEMXE60+QfbZ2altfSet2hCTTdyK03RR/fQZCctFMhB5seD+fFnsUBB6HjS+P/bvJ6U94nPQ6HsLeRBGCLjKq1PsYpnr8kiUqGG7dpJIgY6Bt+77X5PQPqVzpTtiRKYVSzmQymWhhOHVT6PU6FCMp6QUpbPn0WzxUmpM+NDc3Y+bMmbF/T5kyBXq9Hs3NzRkpWLFxGLWtUaV1O0KSGSkTobVMPN/XA5s8nXNIVnLSA5vsONmMAkpNIrp8YZSaRdiM+8qezuOXr3WTr+UiESPl/lII6FiQQlEM93XN3Q6MMQhC/OaCIPTL/EQSq7b1X4dlONsRksxImAitdXj/lBm1KfXApmNdGa16H6fv2rywGQXoeA6KyiDoeNiNInQ8hxZXIPa6Jyij3GpIy/FLd+9037qrtRvRsjccaKC67Pt3JlEXK5fVIPQLKaVe89waCfeXQkHHghSKYhgNTanBNG/evLhGk9/vx2mnnQa9ft+oyNq1a9NbwiKxp1tK63aEDCSafjYartbmDsIg6DB9tKMoJkJrHd7ngAEXe+y9cGkusvc0VNlw3JQqPL26ERuaXbGEEOPKLThxWg3W7erBJ9ud+16vsODcKVVpKc9gC2Gmsqhr37oLyypCkgqDyEMv8EnrMlGdT6i0oMQkYku7F7Ksonvv+jICz6PUJEIQeBw5oZx6zXOo2O8vhYSOBSkE6fy9yRXNDabFixf3e+30009Pa2GKWbM7mNbtCBlMMU+E1jrZ2S8pmnpgt3d6+2TvMcEflrG+2YVmVyBj2Xu2tnuwanM7LAYdjphQBh3PQ1FVtPQE8eb6VtQ6DDhyQnksSYM7KGPV5nbUl5uHXZ509U73zXwUlHT4YqcTPQEJpWYRs8aWwijq+tVl/4xJkTrf0OyGP6xgZ5cfIVlBuUUPhymyYPL2Lh/sRhGTa2xFcR4XsmK+vxQaOhYk3xXDaOiwGkxEuyqrtuliWrcjRItinQidyvB+XZl5wB7YCRVWPPa/bWnJ3pNKSF/vsMLea6gwxrC7O7LGSqVVj5peo2g1jKU1m1C0d/qtb1rxzR4X/JIMsyhgxhgHTphWM2ijrG9oJABsaumGojKMLTWh2y+hscuPQ+pLManKGiv7uDJL0pBKi16H5RvawAEYX25GT0CGKyBB4HlMqLBA4HlsbnFjUpUVfklJWM/ZDK3MtHzel2K9vxQiOhYk3xX6aGj+BgsWGY7TlklQ63aEjGSpDu8P1AM71KxsfaUa0pcsrNATlGML0nb7JXiCcixLXsayCXHYt9gxp31h47774A5I6PaHYTWK4HkeVqMApy8c24do2dc2dSetc29IgcIYBB2HKTV2cBwXN4dpd7cfr3/Tiq/3uKDjuX71XMgLI/ZVTPtCCCGFPBqqucE0c+bMfj9s/T5MEFBTU4P58+fjqquuipvbNNK1eUJp3Y6QkWwow/vJemDTsZZJsvCygUL6kn1vWFEhKyocZhHugISwEp9YJ51rq/Qu9+gSU2whwQ3NbrS4goOGIvbdh2jZxb2Z/UQdD19Iju1DtOxdvnDSOo9sywBwkFSGCuu+3xGnL4xv27xw+kKYXG3F6FJzXD0fN6Wqz4K32QmtzIShnFOEEJLvCnU0VHOD6Ywzzhh0G1VV0d7ejjvvvBObNm3Co48+OpyyFZVKi7bWs9btCMmmoYYFZTKcKF3D+8PN3tM7LG1ihRmt7hBa3UGYRR0mVpixrdOfMIQu2ff2XodJx/PQ6+LDdJOVJ9W6Hu5CgqrK4A5ICEkq2twB1DpMsbJLCoNB4CApatw+RMtebtEnrXNRx0FWGFTGEAzLcPkjDSeR57C13QNvUIbDJKLErIeO52Ll/a7Ni6dXN8Ji0MWFOBbSwohRxbDIIyGEFJOMzGG64IILcN5551GDqRe/pG1uktbtCMmWoYYFZSOcKB3D+8PN3hMNS5MUBf/9qgWugARFZdDxHBwmEZNrrAlD6JJ9r80ooNQsYnunDxMqLAnXYepbnqHU9XAWEox+39Z2D5qcfmxqkVFfbsbESitKzXp0eIIQzSK8QRlVdiNsRiGu7LPqSrFmR3e/fXf6QtjS5oHTJ0FRVfzvuw5wHAezXgeB5+EOStDreIwuNcXVC8dxsBkFbGh24YgJZQW7MGJUMSzySAghxSQjc5hmzZqFCy+8MBMfXbBa3dpC7bRuR0g2DDUsKJvhRMMd3h9u9h5fWMYupw/bOnwIyypMeh1EPjIq4vSF8cXOHkystPQLoRvoewWeh80oQtDx8IbkAcsz1Loeaihi3+87ZFwp1u7qxvZOX2SUrcoKpy+EXd0BlJhEjCs3wxuS48ouCHy/fQ9KCr7Y2Y2egAS7UYAnJMMfViHwABiDUa+DJyjBJOpQYdX3a0jo+H0jWqnsTz5KR5goIYSQ9MlIg8lqteLBBx/MxEcXrBK9th82rdsRkmlDDQvKdjhROsL+hpMtziDw2NkVQFBS4TDqwAAojEHHATaDDq6ggl3OAAxC/wf5ZGGFR04sx+QaGza3eAYMNxxOXQ8lFDHR99mMIg4dV4YtbR5s7/RjQ7Mbo0uMqLIZYRB5uAISgpLar+y9931ruwcbWtzwBmWMLzcjKKvQ+TgoCkNQVhCQVKgMsBlE6EUend4wxpWzuEaTojKIukha9kTyZWFELedrMSzyWIjyOSPhcBXzvhGSDXS3zZId3doaQlq3IyTThhoWlM1worSH/Q0hW1y7O4iQrIADgy+sQFYZGAM4DhB4DhwYQpKCdncQ4yus/f5+oLDCYydXDfiQM5y6Hkoo4mDfZxJ4+MMyBI7HoeNKMbO+FBU2Q9IHtOi+f77TiT+9tx1lFhEWvYBPdjhRZjFAr+MQllUEJAWSrMJhEeH0SujyhuKyBzLG4AnKGFdugScogzGWcmhlNmg9X4thkcdCU8wZCYt53wjJFmowZUmnT0rrdoRk2lDDgrIVTpTOsL/hZItz+iXwHAeVAZKsQuA56HhAZYiMlHAcOI6D05/82k4WVjhYuOFw6noooYiJvs/pC2FdUw8CYQUOiwghxKPMqsfGVg9aPSFcNnvcgPvA8xzsJhEGkUe13YRufziWaY/jOBhEHUSBR48/jNElZoRlH7q8IXT7wzAb9pW33KrHuYeMwarN7Xm5MGIq52sxLPJYSIo5I2Ex7xsh2aQpw0BZWRk6OzsBAJdffjk8Hk9GC1WM9Iq2hpDW7QjJtN5hQYkkCwsa6t+lom9omM0oxjKmTaqywukLY8WGNqjq4GNEw/2sUrMIxiJJHgx7s8FFM4EbBB46ngNjDKXm9K+xNty6jobFTRvlQI9fQmOnDz1+CdNHOxI+SPX9PsYYtrX7EAgrKLPowXMcRB2PUrM+pePQ+3N7Z9qLis5NqrQaMLnaijKLAQFJ6VfeeftXp7Q/2TKUcyzVY0OGJp33knxTzPtGSLZpemIJh8Nwu92oqKjAM888g3vvvRc2G92sUyHxAoDBe9Qj2xGSe73Dgix6HbwhJbaAqNWgSxoWlI1wonSG/Q33s2psRugFHuGQjBKTCEllUFUGnucg8hx6AhIMog41NuOQ9zeZdNS11kyDqsrAGIPdKGJbhxfTR9nR6gmhxRWASa8DYywuK14qx6H3fjRUWuIy7YVlFU6/hEqbARY9j1a3ilOm1+C0A0fBLyn9ypuPCyPu6Qlga7sHNoOALl84tggvt3f0MVk95dO+5NscmHSVp5gzEhbzvhGSbZqezo888kicccYZOPjgg8EYwzXXXAOTKfEP8FNPPZXWAhYLT1hJ63aEZFo0LGhTqxvLN7ZB6dULqeM57FdtSxgWlI1wonSG/Q33s4KKivpyM75t9aDTF44M23MAGKACMAk8xpZZEFQSJyMYjnTV9WChf73nQHR6Q9jW4cX6PW6IPOAOytALPHieQ7nFgImV+5JPaD0Ovfdja4cPtQ4DOjxBfNfmg6Qq0O0t/4pN7div2oYTptVgbLllyPuTbZta3NjQ7AbHRRKCCDyPMrMeE6ssKLMYBg2dzPW+5NscmHSWp5gzEhbzvhGSbZpC8p577jmcfPLJ8Hq94DgOLpcL3d3dCf8jiTmM2kaOtG5HSFbtbStx0f8zSARHpsOJ0hn2N9zPsugFlJj1sJtECDwHFYCqRhpLAh9ZH6jELGYso1mm6zo6B2J9swslZhFjSk0QdTxCsgLv3g4elWHvORH7PwBSOw6998MdlOELK1AZg1HQocQkQi/w2rJw5Jmt7R68/k0LvCEZOp5DqVkPo8ij3RPEuqYeOH2hvM561/f4T6iwosQsYn2zC8tWN2Jre3ZD9NNdnmyEEOdKMe8bIdmm6Sqprq7GPffcAwAYP348/vrXv6K8vDyjBSs2T1x6IL7/f59r2o7kh3wLQcm2aPy7ojIsmFqNVk8QgbACkz4SXrat0zdgevChhhNpqfd0hv0N97Nq7UaEJBWyynBArQ2+sApJVSHyPCx6Hk09QYRlFbX21EPytJ6DmQrd6jsHAgA2t3gg8Bz2r7Gh3RNCUFZh0HGoshnQE5CxrcOHUrMeqqpiQ7MLNXYTmnv8qLUbISRIrd53P8YdY8F9yzcjKCmYWGkBx3GQFBYLBd3aMfB5lw1aj0u0/kKSgvpyMzo8IVgNgEHQQW/h4fSFsbXdC4dJjxlj8i/rXbaXCEhXecaVWdCyd+RksGuhmDMS9t03APAEZYQVFSLPodUdxIwxJQW5b4RkW8rdCjt27MhEOYresx83a97ugXOrM1waMph8C0HJhWj8u0nksXZXD5z+MGRVhcDzaDYHUeMwDBr/nmo4kdZ6T2fY33A/q8UdhEHkUWIS0ROQYTUKsOoESIqKnoCMErMeeoFHizuYkbrovR/pDt3qOwfCHZDg9IdhNQrgeR6lFj1cAQl6nQ49gUhoXqc3hC92dmNzqwdBScG2dh/W7urGuHILLt2bmGEgLe4gOr1h7FdtS7gGUa7nXaRyXKL1N6rEhEqbEd6QAqcvUn+ijode4LGzy49DxxvzMutdvs2B0VKetbu6cd/yb9HpDWm+boo1I2HvfftyVw/8YRmekIywrCIsq6i0GXDuIbaC3DdCsk1TSF5f7733Hk477TQ0NDRg0qRJ+P73v48PPvgg3WUrKrudwbRuRzIn30JQcsUXltHpDeHbNg/aPUEYRT4unOjbNg86vaG0xb+nWu/pDEUbzmf5wpGGwsH1Zai0GRGUVHT7wwhKKqrsRswaWwKDwKdUT/lyDu6bAxHpWwsrKmRVhbg3G6Coi2QBnFRtRaXNCFllaHcH8WVTD0KyghqHAfUVZtiMAr5r92Dpm5vxzqa2lL6zL5Neh5Cs5GTeRarHpfe+lFn0OKiuJO4ckVUGm1HAKTNq87IjJt+OxWDlCUoKvmvzYGNLatdNMWckbKiy4bgpVXAHJbS4ggjLCgwCj9oSI+wmEas2t4+Y3zRChiPlEabnnnsOl112Gc466yxcc801YIzho48+wrx58/D000/jwgsvzEQ5C16FxhFvrduRzMi3EJRcMos6dHpD8Icimc+idRENJ2pzBwEW2W64hlrv6QxFG+pnRecJGMXIYq3RkJdoJjRvSEZIUjXPE8inc7D3HAibUYyk/OZ5SIoKg6CDpERGHCutBkyosGBPtw+rPCEYBQ4TKy3geX5v2XlY9Drs6g7gmY8aMWdSZdLwvL7f2Veu5l0M5bj03Zcyiz7uHAnLCmSFYf8ae1b3Rat8OxYDlYcxhm9bPZAVhoZKa+x9rddNPmUkTCdVZdjc4kGtw4SZdSWQVBa7NwEYUb9phAxHyne5u+66C/fddx8WLlwYe+3aa6/Fgw8+iDvuuIMaTEn0hLTNVta6HcmMfAtBGa7hzMOKnIkcGJJtH3kvHWfscOpdVRlaXAF0+cIot+hRazcO+Yd/KGFtvecJTKqywm7a9yA3lDkQ6T4HtZwDybbpOwfCZhRQZtaj3ROEaObi0ogDwO6eIFSV7f37+AYRz/Mot+ixo9OHtU3dOGx84nmw+TinRFUZPt/pxNpd3Siz9G84JDsuifaF4yIL9TLGsKXdm9F9Ge48zHw7FgOVxx2IjKBER05603rd5ENGwlQlOsYAYq+5AxK2tnswqsSYlyGuhBSKlBtM27dvx2mnndbv9e9///v43e9+l5ZCFaM2Tzit25HMKKY0rMOdhxWQFFRY9eA4xM27kBQV3mBkrk65RY+ANPxU+EOt93c2teHp1Y1o7PJBUiKhYlrnyqRLuudApPMc1HIODLZN330bV2FGly+EXd0BlJj1qC83wxuS0eIKQhR4iDoeJkPiUUeTXgenL4wuX/L7XL7NKYnWz9pdTmxodsNhErG7O4iGKivKLPrYdomOSy73JR3zMPPtWAxUnq0dXgg6DpOr7f06GoDCundrlegYl5hFgAE9AQlBWUFIUtDUHcAh9WVItBRcMdYLIZmQcoOprq4O77zzDhoaGuJef+edd1BXV5e2ghWbUSVGbGn3adqO5E6+haAMVXSuhdMXRq3DCLPeBH9YxvpmF5pdAU1x+Ra9gAqrARVWPVpcIXT7w/CGZAg8jyq7ETV2AwAuLXUxlHp/Z1Mblr65GZ6ghHKLPvbgFJ0rAyBrjaboHIjow0ubOwiDoMP00Q4sOCC1RCHpOge1nAMANJ0nvfctJCuoKzOjSlJhEHm4AxJCkorpox2odRjxYOd3CIQV2Iz9Q+4CYQWiLjLSlK36HI7edVhuMcBhEqHjOXR4gvCGZBxUVxJrNCU7LrnYl3Rc/7ks/1DKM3WUHUYxEhqbSKHcu7VKdIybe/xYuTEyR/DQcaWYUGFFuzuITS0efLHTicPGl8c18oHiqxdCMiXlK+RXv/oVrrnmGqxbtw5HHXUUOI7Dhx9+iKeffhqPPPJIJspYFG44cSLe+65L03Ykd/ItBGUo0jUHpnddHFJfAm9Iic3NiaZ3TlddpFrvsqzi6dWN8AQljC01DWmuTLqlaw5EOs5BLefA8vWtYICm8yTRvtXajf1SN6sqw0tr9+C7dg8sel1cWJ6qqujyhTG52oZZdaVZq8+hSpRSfXe3Ae2eIErNIrr9ErZ1eFFqjuzLQMclm/uSiTlwuT4WWspTazfiT+9vL+h7t1aJjjFjDK2uEPQ6DuA4tLpDGFNqRo3DiPoyM7Z3+bC13YNDx5XF6qbY6oWQTEq5wXT11VejpqYGv//97/Hiiy8CAPbff3/84x//wOmnn572AhaLX724QfN2b143N7OFIUnlWwjKUKRrDkzvutja4UOtw4gSs7g3/MWnqS60zqFItd7XNnWjscuHcote81wZWVaxtqk7NtdpVl1p2htTA82ByFRdJNL7HAAi8zt6J6KodRjx9W4XwEUaaFrOk0T71vffPM/h0tnjsPTNzdjVHYgb+evyhWE3irjkqHGa6z1ZfWZjjbTd3X58vacHZlEHd1ACAJRZ9ejyheD0SzDsTaHe4grAG1IGPS7Zmh+T6PpnjMUSTVgNAra0eVKes5Kp8g/1WCYqT6Hfu7VKdIw9QRlOfxi2vfO3nL4wPEEZdpOIhmornP4wdnb5MabUhCq7sSjrhZBMGtIY7Jlnnokzzzwz3WUpau0a5yZp3Y5kTr6FoKQqnXNghlMXqc6hSOW7unxhSIoKk17bXJlcz3XKZF0kEj0HgpIOm1q6IymsFRWCLpIaflyFGX4pcvwHShk9lLkN0fqM1rfTF4ao4zG52oZLjhp+fWdjjbSt7R489/EurN/tAs8DAUkFAJj1Ouh4DorCoKgqgpIKp0/CwfWleXNv6Hv9O30hbGv3xdZR4/c+YG9qced8kn+6j2Wh37u1SnSP35fyP3I9e0ORBjIAlFkMOLi+FJ/v7IbTJ8G/Nwyv2OqFkEyioNUsqbLp0eWTNG1Hci/fQlBSke55WEOpi6HOodD6XeUWPUQdr2muTK7nOmW6LhKx6AWEZRVf7HRCURmsRhGiUYCkMHR4gnD6QqiwGmA1ChmZrzdv/2rMmVSZ9hG9dM7NGew7dnf7wfMcfCEZihrJBRkAUG7VQ+IYGGMYV27BVXMm4JD6sry5N/S+/iVFxbqmHgTCyt6kLQJ8IRk9fgmvf9OCCZWWnD0sZ+pYFvK9W6tE9/jeKf8BQOB56HX7rjejqMMBtXZccPhY2E1iUdYLIZlEDaYsWXr2FJzxxy80bUfyQyGmmAUyMw8rlboY7hwKLd81q64U48otg86VmVHrwE+e+yJnc52yUReJ1NqNCEkqegLx+20QOIhmEbu6A6iyGTBtlB0bWzwZmfMhCHzS1OFDkY31qXp/x/RRduzo8CEkq7AbI/UTkBR4Qwpq7Qbs6g5AL/CYVVeaVw+d0ev/mz0uuPxhBMKRcMHoPJewrKK+3IyQpORs/Z1MH8tCvXdrlegeH0353+YOAByH6l7p/ntfz/nUuCekkGRnNjTBTf/enNbtCEkmOgemzKLHlnYvPEEJsqrCE5Swpd07pJh1VWVocvqxudWNJqcfqpp89aVE82c6vSG4A5ER1t5zY4ZKEHhcOnscbMbIw3/vfdzVHYjNlfm6xRWb68RxHEKSAn9YRkhSwHFc3FynVPdTi951wRjDnm4/trR7sKfbD8ZYrC6auv1p/d4WdxAGkY8lJwjJClTGEJIVdPsllJhEGEQdZo4tTet5opUsq/hsRxfeXN+Cz3Z0QZbVQf8mlbl5Q9X7O3xhFTodB6OoQ0CKJDzhwODyS2hzh1Bi1kMv8GhxB4f8fUD6z7no9W8QeOx0+qEXeDAAIVmB0xeGSS+gocqGUSWmYdfXUPchG8cy3WXOJ4nu8QpjqHEYEFYijeIauwEKY3HX8/H7V2NPT6Ag95mQXKMRpiyhOUwkm9IZy5/qPAMt82dCsjLsdT+0zJV5c31LJESFA5p7AghIKlTGwHMcTCIPu1mEpERGpDIxNyZaF21uFV/v7oErIEFRGXQ8B4dJxPQxDniDMpat3gF3QE7r9+oFHrPGlqKx0w+nPwxfSIZub0r4ceVmuAISKmyGrM/5GOp8smyskdb7O7r9Yeh4DqVmEe3uINxhCYwBKhgsig7TKi3g9v7NUGVqPlZDlQ2nHFiLTa1uKCpDtz8cWw5gYmVk/ShZVdOy/s5Q9iHX691lYx5cpiW7x8+fWh1bh6mx0xe7nifX2LByY2HvMyG5RA2mLKE5TCTb0hHLP5R5Blrmz9SVmdOy7sdgc2Wi6/209ERGAQwCD57joDLAF1bgCyswCJG5UJmYT2HRC+j2hbGxxQ1ZYTDpdRB5DpLK4PSF8f53HbDoBXAcMLHSmtbvNQo6GEUdDhlXGsuQFs2S5w3JCEoqLHoBdWXmrM35GM58smyskdb7O/Q6HorK4A7I0Ol42AUdVKZCViPn0bZ277DO40zPx9q/xo4Dau0QdBz0gi527KMjOumor6HuQy7Xu8vGPLhsSXaPBxD3WkCS8cxHO4tinwnJlZTvRtdff33C1zmOg9FoRENDA04//XSUlZUNu3DF5KZTx+PiJ9Zr2o6QdBlOLP9Q5xlomT9TLauotadnkeaB5socNLoEBkGHbn8YZWYxVk4dBxgFDk6/BLvRiKYuf0bmU1RbDWjuCSIoKXu/f29d8BwEjqHDK0FVgWm1dgiCLm3f23uOw6QqK+ymfQ+lieYnZWPOx3DXzsrGGmm9v2NihRmKwhCUlF5zmBjsJgFVNsOwzuNszMcaXWJCQ5Utcg44TGmvr+HsQ67Wu8tGvWdbsms3+pqqMjz2v21Ftc+E5ELKc5i+/PJLPPnkk/jzn/+M9957D//73//wl7/8BU8++STeeecdXH/99WhoaMDGjRszUd6C9fNntdWH1u0IybShzjPQMn8mHXM/tGjzhjCqxAijoIM7qCAkq3vLosIdjISllFn02Njqzsh8inV7ehCSFZhEHYIyg6wyMAbIKoNfYuA5gIGhzRtK6/dmYh7bcKWydlYi2din3t/xTbMbDJHRJH9YgS8kQ+A5WA26YZ/H2ZjDk+n6Gs4+5Or8zIe5U9k2EveZkExIeYQpOnq0bNky2O12AIDb7cYVV1yB733ve/jJT36CCy+8EAsXLsTy5cvTXuBC5ZcGn9ScynYk87KxOGY+G+o8A63zZ5LNT0i13gfa3heWUWrR4+hJFfh6tws9AQmBcGQOUblVj+mjHXAHJfjDctrXIwIQWwdqVIkJ7oCMgKRAYio4joNJrwNjDIrKEAgrKX2vljoa7jy2dC70q6oM37Z64A/LcJhEMMbiFlUNyyoYgKCkoMMTSvo5w9mnweos+r6sMpw0rQYrN7Rha5sXFoMutg5TZN0vDlV2Q9x5HP1bT0iCNyjDahBgM4qx7+j93WZRh60dXnR4g7AahLi6iDKKOnT7fVjf7AJjDAxAQFIGvB4S7V865jKqKkNTtx87On0AgAkVFowpNQ97HtKECitOnFaDdza1YU9PADoukmBjuPPnBrsf5HLuVC6MxH0uZiP9uSSXUm4w3X///Vi5cmWssQQAdrsdt912GxYsWIBrr70WixYtwoIFC9Ja0EJnFnl4woM3hswiJS7MB8UwKXi4hjrPIJX5M32lWu+DbR8tS4lZxOkHWdHiDiAQVmDS61BrN8EXliErDOCQkfkU0fWiAGBUiRFhWYXCGHR7UzzvCCvgeSRcgDfZ96ZSR0Odx5bOhX6j5f10exf8YQVNTj9sRhFllkhdO31SJAudrEBRGT7c0onJNbak19lQ1wUbqM4SvV9u1WNcpQVVVgMc5khZJYX1O487PSG8s7EdXzZ1Y5fTHzm/RB3Glpsxs64UU2pt2NziwbYOLzq9IXR6Q5BkFT1BCc09QVTbjJhYZUGZxbC3PkLY2OxGuyeEZR/ugDckA+BQYdWjwmpIeKwH27+hzlHb2u7B3z7ZhU92ONETCINjgMMs4ogJ5Th2StWQ5yH1Lm9AkgEGVNmNOH5qFY6aWDHkB0Ct94NczJ3KlZG4z8WKnktyK+UrxOVyob29HVOnTo17vaOjA263GwBQUlKCcJiyvfX2758dhgUPf6JpO5JbxTQpeDiGOs8g1fkzUanWu5btJ1RY48oyusTcrywzxjjAAGxodqd9PkXf9aIM4r6GkaIoUBiDSdChxhY/DybZ9w7l3Ex1flI6F/rtXd4JlWbs6PSi0yfBGwzDv7dHmwEQeUBlQIlZhNMXwrLVjQNeZ6ns02B1dtyUKqza3N7v/SanH96gDJ6LfFei86LWYcQb37SgyRlAuycIRWGwGQWEJAW7u/3o9ofx8ro9qHUYUWnVo8sXgj8kgwHgwCEQVtDmjoxMHVRXAgD4clc3OryRUT1vSII/pICBA8cBFVZ9v2Ot9ZxIdY7a1nYPHn57C75q6gHPcai0GsDA4PZLWLmxDW3uSGOvxRVM6brpW95Re8vb4grizfWtqHEYh3R/TfV+kM25U7mUq/liJL3ouST3Uh7OOP3003H55Zfj5Zdfxu7du7Fnzx68/PLLuOKKK3DGGWcAAD777DPst99+aStkY2MjrrjiCowfPx4mkwkTJ07E4sWLC6pR5g4lDzMZynYkM/pOCrYZReh4DjajiElVVjh9YazY0DYi1q8Y6jyDofxdqvWudXsAg5blhGk1OHFaTUbmUwy0XlRTTxAVFgMOGO3Atk7foN+bjXOzb2IGm1GEwPOwGUWMLTXBE5TwzEeNmtZN6lteh9mAmfVlMIk6SCrgDUrwhSToOA6+sAqDqMMh48oxucaetutssDrr8obx9OpGdHlD/d7fr9oGu1GEOyDhu7YE54VZDzDA6QtDVlUoKkO5VQ+bUUS51QBJVtHuDsITkCDLKlpcQYQkFVV2I6rtRhhFHsrecDt3QMKWNg82NLvQ4Q2j0mqAXscjLLO92xsQkhS0ukNoqLTE6keW1YycE6rK8NY3rfiuzQO9wKPaboBR1MEkCqiyG6HXcdjS5gUDUGoWM3adp+s4p3I/yPbcvkzLx/mMJDX0XJIfUm4w/elPf8K8efNw/vnno76+HmPHjsX555+PefPm4fHHHwcATJkyBU888UTaCrl582aoqoo//elP2LBhAx566CE8/vjj+N3vfpe278i0Hzz2ZVq3I5lBE2TjRedATBvlQI8/sq5Hj1/C9NGOAXu0Uv27VOs9le21lGWo+6nFvP2rcdNJU7BflQ2eoIw93QF4gjImV9uw6LSpuPXU/TV9bzbOzeEmZugtUXnHV1jwvUkVsJsEKABkNTJvqdyqx/caKjC+wpLW62ywOrMZBTR2+eLSbfd+f1K1FZU2A8aWmfodnxOn16AnIMFmFNDtl2A1irHP+P/s/XmUZNlZ2Iv+znxizLFyqOqqyhq6q6QeJJUG6OpuBEh0S2Bjw5OtBddSC6Qlg2Et2wtrGV0Ml4cNwgY93jLcCxYCTc9g+TIYX6NGhSRbtNQSkihJPairqmsec86MjOnM+/1xIqIiI0+MGRGZVXV+a0V35Yl99v6+b+8zfLH3/j5JktA1hVzZI5tQWSzYLG7YpCvtSJLEeEonqSuMJHRURebScolbOYv7xhLcP5XG8oJN5dOmymrRoWD7NfucvrY2kDFxY73MCzdy+IEgU6dXzW4JDV8IbubK/ODDswO7zruRt5/3g7uNe1Hnu4n4vWR30PWSvHQ6ze///u/zW7/1W1y8eBEhBEeOHCGdTtfKvPa1r+2njLztbW/jbW97W+3vw4cPc/bsWX73d3+X3/zN3+xrW4Ni65bu7ZWLGQx32wbZfmwQPTqV4cDjSU6dmWc+ZzMzYvDk8Rn0iH03jefNfU+qo8AB9XYXQmzZ99Ro9277qZN9HP3IW9WMdvmiOrFTOxuZmsxayebFmzmAlrI3GxcrRQfXDyL3VFXtulp0asEsWtGsjw5NpkjpMl88t4gvJB7el2XfSAJPhDMtUf3dK+3GiSJLuH6AIkf/dpjQFQxV5h+e2EfG0DbZ69xiHsvzyZoanh+gmZsfp7Ik4QcCVZEpVpbhVfezUfm3Iku8ajaDIku8dDOHIku8aW6C9XI4C6Ap6qbyBTvs89GkxsKGxUrR2aJf/dhQJAnL7T5JdNHxKLpepd2tYyjUQ1ByfCYzBj/9vUc6um76fX+tjuMXb+ZYLdnMjkSHeO/lfjBIhr1xPwgEhqrwfcf38MZDY6RNlYyhxQED7hDutveSO5Wed/ml02nGx8fDX77qnKVhkcvl2uZ6sm0bu26JW3WP1U6g0Jkz1PoVNGbQ3E0bZPu1QTQqAMCnv3a9bQCAqPa/fmktsv2q3W+ul5jP2ayWwmVOqiwzntSZGTE22b2Xfupk38sg8xE1yxfVqZ3qbXQrZ7NWcvD8AFWRMTUZxwvIWx6f/vo1/jq50LSvW42LapCKsuOTMbc6EWXHR1PkWkLgVrTqI1NTSegajhewWnS5vmbVdBlL6sw29HevtBsnfiDQFBk/iF5iWB1HGUPbMi6qdftBKLfrCwy1bvmZCKMxepVrBgGuH2BU8m25fji+DVVBkmBP2gQpjIanKzKqLEeW1yv9Y6gKEyl9k36rRZsLi8Xa9SNEGBZ9OW/DTHd2S2lqpd3NelVlAYmkHvZRp9dNP++v9eN4teRwYbFIvuzx6r0jjDeMz17vB4Ng2Bv3W7UXO0t3BnfTe8mdTNdL8oIg4Fd+5VcYGRmpLckbHR3l3/7bf0vQ5KHTby5cuMBv//Zv81M/9VMty33oQx9iZGSk9tm/f/9Q5Ivi0z/9ur6WixkM1Q2yt3IWQmxeD1zdIHt0Kr3rN8hWN4i+eDPHaFLj8GSa0aTGizdzfOzLlzm/mO+onmoAgHOLeTKmyr6xBBlTrQUA+PzLC31pf99ogtGkxtcvr7GwUcbUwhdnU5NZ2Cjz9ctrjCa1mt3vxX7aN5pgNBHaaDFvYWoKY5UXw4tLRS4tF8kkVB6czTato117WVNjbiLFStHZcj8PgoCVosOhyRQn9o+11a1VH6UNBc8XbFguuZJb08XUFBbzFl+/vMZYXX/3Srtxkrc85iZS5C2v63FUrTtveYwlNQqWW6tDCIHj+owkVDbKHlNpg6msQaHSjhCCguUxntJJG0ot+MjD+0YqQRQUxpN6y/JHp9Kc2D9W02+lYPGta+uVsSEzmtDw/DD312deuNXxNV/V7eF9IyiyRL5Or5rdyuHes0f2jXbVR/26bhvH8YOzWaYyBtfXy3zz6hqrdTOgu+l+0K/78m5tL2Yw3C3Puzudrh2mX/iFX+B3fud3+PVf/3W++c1vcvr0aX7t136N3/7t3+YXf/EXu6rrl3/5l2vrs5t9vvGNb2w65+bNm7ztbW/jH/2jf8T73ve+lvV/8IMfJJfL1T7Xrl3rVt2+IUud/ZLTabmYwXA3bJDt1wbRXgMA9Nx+9c/Ga6C6L6Tu0D3bT1V1hADCF+lcZaZJUyT0yjKvqDo6ae8LZxZ5+uTByCAVV9fKZE2Np0/OdZSPqV0fmZpMQlMIO76qo6jodvvIdmgnw0Ra5z2PzTGRNroeR9W6J9IGqhzafaXgkLdcVgo2qhLmHcskNFRVZnbExNBkFjYsFjZsDE1hJmtwfqm4JfjI+aViOKvaovyTD06jqjJPPTTNWFLna5fW2Ci7jFZCoK+XXLIJjTfNjbNWcrvaFC7LEm97eIYHpjM4XsDChk3Z9Sm7HgsbFo4veGAm0/UsRT+u26hxrCoyr96bZU9aZ6lg851bOVzf31X3g2Fv3I8DBdw93A3Pu7sBSTS6q23Yu3cvv/d7v8cP//APbzr+F3/xF/yzf/bPuHHjRsd1LS8vs7y83LLM3NwcphmuS7558ybf933fx3d913fx8Y9/fMum5HZsbGwwMjJCLpfblEdqGBz9+b+kk9WlKnD+139o0OLEtKF+GYPthdPdR6fS20qoOCyurZb4rb8+x2hSi5y+z1su6yWXf/kDD7RckvK1Syv83H/9NhlTbVpP3vL48D9+zaalZr20Xz0HxO3lZtUleSmdmawBSFtkvpf6qd5G1WWLluuxWnRJGQojpgaSxKOHJ2qh3OvrADpu79xCfssyzEOTKZ4+2Xsepvo+2pMxuLBUIGuqNV38INxL1Kq/e6XdONnOOKqe+81ra1xbLVFyfJK6wv7xJCcOjHFsZmsepvq8So3t1MvSSXmAZ19Z4kOfOYPt+UgStevmyJ404ym942s+SrdqHqZcOZy1GU1ofNfhCX78uw70fI1tx96trpv6HFZHp1KMJaPttRP06768W9uLGTx38vNuN9Opb9D1gsfV1VWOHz++5fjx48dZXV3tqq7JyUkmJyc7Knvjxg2+7/u+j9e//vV87GMf69pZ2mk63YoXb9nbHfQa6GA30K8NovUBAIQQm5Ku6qrcNABAL+1Xzzk8mea+seSWgAa+EFxeLm6RuZvN254XdBSAohXtNmu3+r7xu7ztdmWnKBst5i1evLnBVCVHzlLBZiFvAUQGT+g0sMZbXjXNE0cm+zL+o/ooV3b4zVNn0VWFB6bDPbBuINr2d6+0GydR30+nDb51Y51nXrzVcrzUn5u3XQqWR9oIf2SotvF9x6ZqdSc1BUG4Vymlq8xmTW5tWJyZ3yClqxyeTPPTdbJUyxdtj4LtkTZVDFUhCERN/j0Zg4MTCfakTXxx247ViFq9BlPwAsG7Hz3IWx+c4uJSEVNVeMPBMQ5MpLb1a/Z2gi60ur+Mpwy+6/AEL9/a4B+/cT8P7b2dX+jaamkoQRaa3QOGvXG/2l5CM9kou5uudUmS4kABdyDtrpthBxO51+jaYXrNa17D7/zO7/Af/+N/3HT8d37nd3jNa17TN8HquXnzJt/7vd/LgQMH+M3f/E2WlpZq383MdLGTdQdR6cwZirfs7Q56DXSwG+jXBtFqAID1koPtCsquTyAEsiSR0BQMTYoMANBL+43n1Ce7BSjbXlOZO9m8HdWfcxOprvqz3WbtVt8DW76bTOs4XtCxnZrZKKEVydsu6+Uwyel3bmxwUS9GBk9oFjSisWyULleWyz1vTK/vo/OLef77t25yYbHI5eVSuH8pqXO0Lslxq/7ulXbjpP77z7+8wP/+Zy90PF66qbue84t5/tPfXGwbAOD8Yp7/eWapabmUrpLQVFRFYszcGpCj12AKUTNcCxt2XwIU9Bp0od39xXJ9xpI6D+0dYf94cqhBFlq1NeyN+yldxfECvnpxhaLjbwqic2QqhabIcaCAO5BW95JhBhO5F+n6SvkP/+E/8EM/9EN87nOf49FHH0WSJJ577jmuXbvGZz7zmUHIyKlTpzh//jznz5/nvvvu2/RdlysKd4z/+s9O8KP/1+mOysXsLNVAB3nLZSKlk9AVyo5fC3QA7GqnqV+Z3U/sH2MqY/CdWxsYioShqyhSmGyzYDmsFAWv3pvdEgCgl/YHmY2+H/3ZLsv69x+f4gtnFiO/f3k+jM7pB2LTd1dXyyzlbWw34HUHRtvqHGWjjKliqjIXl4thzpyExmRGxwtgMW9xfa3Ek6+ertUxmtD465cX0NVwL5pmqri+2FS27Hp84rkrA8koX7XjSsFhKmOwXnIwVZmlvEXB9njt/lHGktq2+nu7DOv6bzemqnbupNzhyXRfrp/6thKazErRpmR7CCQkCSbTel/GwXbo5l7RqY37Qbu2nn50bmD3uCjKrsdS3mZ+w2Ima5BRdVw/YDFvsWE5jKUMHj08EQcKuAsY5ji/l+l6Xdub3/xmzp07x4/8yI+wvr7O6uoqP/qjP8rZs2d54oknBiEj73nPe2qRgho/dwpBh7J2Wi5mMPQa6GA30a8NorIscXA8iSxJuEH4wi+EwA8EbhAGKJkbT26pp5f2B7WptR/92W7z9ErB4eNfvsxKwd7y/dE9Kc4t5Dk3n+fontSm7x6YDmdUNiyXcwv5tjo3s5HjB7h+gCzBaKL6ItYkeEJD0AiqJSplAwGnBrRRvN6OD0ynefXeLElDpWB7pAyFku3xnVs5zi3kd2wT87Cu/0435Hte0FE5oK/BFI7uSTGfC535qazJdNbAdn3mN2yO7kntaMCATu8VwNCCHnTSn597eYEfeHBqKBv3g0Dw1y8tkjU19qQNirZfmylNGSpLBYd82eWtr4oDBdzpxME9hkdPG4H27t3Lr/7qr/Knf/qn/Nmf/Rn/7t/9O3zf5yd/8if7Ld9dwzt/95t9LRczGE5fW+PySpGJlL5ln5wsh8vPLi0XOX1tbYck7Ix+ZHa/sV4OgwgcGWc8FS4f27A8HC9gIq3z6JFxBFJkdvFe2h9ENvp+9Ge7LOsZU+XySnHTnpEqBdvHD0Q4K2f7W869fyrNnozBgfFURzo32ujlWxvkLY9DkymO7EkDEuslB8sNmB5J8Ma5MdZLLjfWy9xYL7Necnnj3BjT2QSWG2wpezNX5oUbuYFklG+043jK4LX7R5nKmNiewBcBixs2BydSO/aL6LCu/3Zjqmrn09fWOip3Y7287eunXqaC7bNackhXxrQkSaRNldWiQ8H2tzUO+kEnunZq437o0GlbCU3t+z2ulTz3T6d53YEx9mRMLDdgreRgewH3jSWYzBhNE1TH3DkMc5zf6/Rt8erq6iqf+MQn+MM//MN+VXlX0UnS2m7KxQyG+kAHUTQLdLAb2W42++qm4eMzI7xqJsutnEXJ9UlqCrMjJgG03JjfS/vblbmRfvRnu83aiizh+mGEt0YcP5yJkBC1fze2b6gy//B1e8mYWkc619voxZs5Pv31azw4m63kzGkdLKNdYI3nr+cQCJJN9jVsZ6N4lB3HUwZjczp5y6Ps+ixsWPyD1+7dseUjw7r+Ow0AsFJ0ugoU0K9gCtUolZpyexxoikzBDsfMaFLb8YAB7XQdZpCFbto6PpPt6z2unTyKLPHGubFN13tCl7myUooDPtwFDDuYyL1MvNtvSCh05gzFv/fsLNVAB2XHJ2NufQEuO35koIO7kfpNytWoX4amoCsykiQNZGN+v6nvz5QezvhUNz+nDWVLf0ZF0mu0wxZHIxBoiowfkbhbV8IxJJBq/66nutE7Y2qRG3mbRT2q3/j718kFyq7fNFiGrshslF1Kjo/vC4q2SzahR5ZN6goIBrIxvdmmd0mSyCY0JAnGknpku53aZbvUj5e0IW2JDNnt9d9MzkZbNEYtBIGhKkyk9K4DBfQjmIKuyKiyjOsHGGr4VHL98LrRZInFDQvLDdgou5ui9XVKN9EkW/VtK13bXbf1ttvueOo2oEOj3EEg+hrFr1Ge6jVWJW+5u/7e3Sv3WqS4YQcTuZeJLTgkPv3Tr+MdHSy3+/RPv24I0sQ048T+MeYmUpxbzJPSlU3LcoIgYKXocGw6syXQwW5ku1Fzqpurv3pxBS8IWCu5dVHVwr0djx5pvmm4l/b7Hemn2p/P31hHBALLCxAizIVrqjKSLPGa+0Y5sX+saSS9p0/OtbSDIofl8paHEGLTsoi0oaDIEojw3/W02+jdiS3abYB/ZbEAAv74b69ieQHX1kpcWinyprlxJtLGFlke2TeKEIKXbm30fWN6vwJ7DDIaVHW8fOfWBjnVwfJELTKkqUpYnuDBiEAn3cpZH6TB8QIuLBVvRy2UJQLgiaOTnNg/xtcvrQ0lUEB9/xzdk2I8qbOYt9BT4T2wYIUhzc/Mb3B1tUzGVPnjv73K1y+tdWX7bqNJ9tq3tfvXpRU8L2Ct7NZ+LBmrJBN+9PAEZcfnd//XhW21uZ2xPYjxPMggOruZezFS3L3a1ztB7DANiTcc3Au0d5jCcjE7harKvOexOT70zBmurpU3RclaKTpkTY2nT851nb9n2PQjao4sSxyfzfDn37pRixg2ktQoOz4Xl4tkTI1jM5nIX+96aX8QkX5UVea1B0bDl6ZAoMsSqgJ+AHnHR5MlXrN/lC++stQ0Mtqv/9UZ3v7QDLc2rKZ2ePrRg5yZz/PKYriWvHr+rZzFA9OVhKRLxS3fNdvo3aktqhvgb+bKW9p+ZbHAfM5iJmsyltJJ6ioJTebrl9f44rkl3jg3xuxoYpMs1ZfWWxtWpC7b2ZjeStZO6x50NChVlXnywWm+fX2dgu2T1FUMVcL2BMtFF1NV+IFXT7e9/juR86mHpnl5foMvnltCliRGkxq6KrFRcvEFLORtLq8Wt22zTqnvn/NLRWZGDHKWw8KGBUhoqsR6yaXs+owlNU4cGMPUlK5s38ouzaJJ9tq3kfevROW6XSmSNTUypsonvrL98dTr2B7UeO7HtXanca9GirsX+3qn6Nhh+tEf/dGW36+vr29Xlrua5y5e67jcycP7ByxNTCuqIYOrsw2rRQdNkTk2neHpk7s/D1Nj1JzqL04ZUyNtqLyyWODUSwscnky3jZp15lae2RGTPSmdtbLLRtlFkWUOT6ZQFZmz83m+79jUluSt3bbfL5kb8byAb11dJ6Wr+L6P7QtcP5xhSusyiqzwratrnL6yWouMVp1VzJgyKV3h6mqZ//6tm9w31twOecvj6ZMH+euXFrmwVGBhw8JQFR7eN7IpYlfUd40P8W5tUd0AX1+/rsggYCZrbgpZvn88RVJX+NqlNc7MF7BcH1NTt8jSWF8rebshStZO6x7UGGlsY6Pscf9UmsW8Ra7skbcCFFliKmMylTHIW17LZWidyvn+Jw4zlTFIaAqSFC6DVGSZvWNJDk8mWSm6nHppgZ9685GB9Ucjjf0zkTJqARVLro/jBRyeTHF0Ks14Kpyh7NT2reyS0hU++9ICSPDUq6frrsHe+7Z2/8qa7EnrrJVccmUXtXLdKpLEqe8skNJVHpje/njqdmwPejxv51q70xjGvWE3cy/19U7SscM0MjLS9vt3v/vd2xbobuXHP/J8x+Uu/3rsMO00b3nVNG++f8+W/Sy7fWYJuoua02qvQy3S0lQ6cg9AwfYi6+ml/X7J3Eg16tneUTPUwfZqy+kylZDWZ+fzCAn2pI3IyGjZhMqNtTIP7s1wdCrT1A5//zV7+envPdJ0/XynG717sUXjBviNsssf/+1VxlL6ljom0iaPHZ3gZs7iH7/xAEf2pLfI0u/gG/X0WvegxkhUG6/ZP0pKV7YEOik6fts2uomAt15yeezoJMCmMSVJErqqbIqAN+hAAVUa20pqCjdzZX7/by4ykTKYadCrU9u3skvB9vGFABH+O5u4fR322rf1keKi7l+3cmW+enGVRw9P9G08ddNPwxjPwxw3O8kwbLnbuVf6eifp2GH62Mc+Nkg5YmJ2Haoq86ZDEzstRtf0K2pOfT2Nm4Zb1dNL+4OK9FMf9UySJLLmVh0cP0BU/h2FqoTJegNBWzu02oTe6Wb8Xm1RX/+Z+Q1sP2ga7S5pqKiyxMyIuW15e6GXuocRDaq+DVmW2De2WcaETts2uo2At9cII5m102eQ/dFIY1sl18fQFKayW19Io2SNopVdwgiSApCaRpPstm/b3b+q0S2bvVD2Op4GfZ13yzDHzU4RR4oLuRf6eieJ9zDFxNxl9CtqTn09Ub+2N6unl/a7iWjVDZ1EPdQVGSHRtIznByiShCyFgT86tUOv9MMW7eoo2R6eL5jPWU1/iXQcn1Nn5pnP2cyMGDx5fAa9T3lbeolktd1x3UmbKV3FUGQWNyw0Vd4049NJG53IWbI9vEBQsLxa1MKMqfVtzHdCvS0SmoJE6BS1sst27ymt6ggjA0p1/+6+/k7bq0YkXC06SIAf4aD12mY33O3RzYYZre5ut2XM7iAePUPij97/SEfL8v7o/Y8MQZqYu5l+Rc2p1vOFswss5ixylocfCBRZYsRUmRoxecvx6S319NJ+pxGtuo3001HUw5kMgRCcXypGltkoe+zJmNzKlXnheq5jO/RKP2zRKsKhocqsl1zShsKnv36NhLY1ktSnvnKZjz57iaW8VQur/RuZc7zviUO869G5benXaySrYUQiK7seywWHC0sFErqMpiiMJ3WOTKUYS+odXTut5FwpWHzt0hqqIvP5lxe4tlbizHye0aSG7QVdRaHslXpbLBdslgsOIJhMG0ymjUi79OOe0qqOtKGgSBJI3UeT7Ka91aLD+cUCa0WbtZJLgOBb13MYmhIZNXKQ0cXu5uhmw45WdzfbMmb3sPs3ZNwldBrIIQ74ELNdqlFzxlM6rywWyFvhC3fecnllsdBx1BxZlsgmVF5ZKLBYsFFkiYwZhsleLNicXyiQMdUt9fTSfjWi1a2cxcWVIrIEIwkNWYKLK0Xmc1bTiHytqEY9zJgaV9fKm2S5ulYma2q857FD/OTjh5uXSWg8fv8kF5ZKXdmhV/phi1odGxYXlyt1JDVcz+fcQp7los3eykvGaFLjxZs5Pvbly5xfzPOpr1zmNz57lvmNMoamMJYM82/Nb5T5jc+e5VNfudyzbtVIVi/ezDGa1Dg8ubX9Vjr1Mq47bfP8Yp5PPHcFgIypgghnFRc2ynzt0irfvLbe0bXTTM5rq0W+eG6ZsutzfCbN0akM+0YTLBdtzi3kcT2fkWSln5eL3Nrobcy3ot4WIFgpOhRtj5LtsVK0ARHZF/24p7Sq4/xSkQdmMjwwneH8UrHne1ar9q6tFjl9dY2b62Us12cyo/Pa+0axXJ8vnlvi2mpx2212Q7/u07uN7VzjvXK32jJmdxE7TEPib85f6Wu5mJhWVKPmPLR3hPWSy+XlIusll4f3jXQcXtXzAk69tICmyEymdGQpDK8sSxKTKR1Vkfnr7yzgeVuXtHTbfn1Eq8OTKQIBubJLIODwZIqZrMnZ+TxBILq2xVteNc0H336cByoBG26slclbHsemM/z824/zlldNtyzzgSePcXWl1JMdeqEftqiPcHh4olJHySFneSR0hfGkRtHxkaUwktT9U2lWiw6fef4Wv/83F7E9n/GkRlJXUGSZZOUc2/P5gy9dwnE6ScO9Vab6SFYZU6s4n7fbP/XSQku9ehlXnbTpeUGt3OsOjPKmQxNMZc3avrW85SEBTz/a2bXTKOelpSJn5vMkdIU3P7CH/eMpZAmKdmjnhKaQszxyJafWz7MjvY/5KOptcXRPils5G9v1mc4aTGVNbDdgfsPm6J5UZF/0457Sqo5/8db7+RdvvX9b9Tdr78HZLGfmC6wUbEwtjER44sAYr947wpsfmCShKZyZL3BpqbDtNnuRr5867yT9uMZ75W6zZczuI16SNyTe/dEXOy53+dcPDliamHuB7UbNqUaYm84apA0Vxwtqy7N0VaZge1xaLnL62lpkcIxeIkY1i2jVLCJfp3QS9bBZme3aoVv6YYuoCIerJYcXr+fC2RMJVosOecsjm9BqkaS+dH6ZxbxFUlcjIwYmdZXFDYtTZ+b5e4/s60mv7UayGkQkstPX1jaVG0/pvHFurGZ7x/PxfNE0MEg7OS8sFfjjv73K3lGTbEIHqPXJRNpgPBUmhn1w3wjjSb0vY76VLQq2z1rJIW1qNbukTZXVokPB9pv2RT8icbWro9+Rvo5OZfjh18q8cDPHsek0oxX7VvXuJGrkILmbopvtdLS6u8mWMbuP2GGKibmL2U7UnMYIc4a2+WUxoSusFh1Wis622+81Il83dBL1MKpMP+zQDf2wRVQdjh8gSaBVnMSi7W2KSJbQFfKWhy8Ehhr9gmGoEiVHMJ+zt6VXFN30cb8jkVUj1tWXq7e9FwRcXi72HDGt6HgoikTKuN2Xjh/gBQGaEj6GJTnMaVRts9+RveptsVZy8PwAzbz9CqApcm1MjCa1pm33IxJXP6JJdkPJ9VEqUQ+jIhJ2EjVykNwt0c12Q7S6u8WWMbuPeEleTExMJPUR5qIoOz6aIjOR0rfdVn2Uo2Zt7VSUo2HaAfpji6g6dEVGVWRcX+D6AYosb4pIFkYJVFEqSw6jsL1wZm1mxIj8ftB6DarNiZQ+UNma9ocs4/oBrh8G9Wjsj0FFX6wfC1Xqx8TdFlVsN99f7iZiO8fczcQO05D45Pse6mu5mLuPIBBcWy1xZn6Da6ulvqzztiyPTzx3kV/7y+/wiecuYlmd/7JXjTC3UnTwfR/b9Sk5Hrbr4/s+K0WHQ5MpTuwfa1qH4/j8j+dv8NFnL/I/nr/RdO9LNcrRrZyFEJv1rkY5OjqVHniUI88L+NqlFZ558RZfq0Spa7TDRtllpWizUXY7tkM39GqL+vEjhODwZGpTHRlTZSypk7dcNsouSV3BruhTDZf++NFJpjImJccjCIKG+gNKjsdU1uTJ4zNt9Wgcz7NZcyB9XG3nOzdzfO3SCt+5latdP81sKYQgV3I4t5BnT8bgtftGBzr+ouTImCrjSZ182SVveYynwqVijW3OZs2+3Bf2jSY4vCcVRi5zPZK6Qt5yEUIgRBjmfDylkzaUtvpu917V7fndlI8qu1vuL3c7sZ0H8xyP2R3Ebv6Q+J6jB4H2+5jCcjH3GoMIw/rhU2f55HNXKNhhwABZgv/PqfO8++RBfu7JY23Pr0aY+3//P9/h5YXC7VxEAnwhmEwZPH1ybtM+oHq6CU1djXJ0M1fmlcVwDXxCVyg7Prdy1lCiHH3+5QU+/uXLXF4p4voBmiIzN5HiPY/N8Z7H5vg3/+1Fvn0jdEYqOTaRJInJdGs7dEsvtogaP6PJcMN1fR2zIwaXVoqUHA/XD8iVHUBCkSQemMnwg4/MMpbS+Y3PnmW15JLUVQw1nHEqOR6mqvDexw+1zcfUbDwfn830tY+r7Xzz2hpXV0qUXZ+ErnBgPMnr9o/x1EPTW2xZdn3Ozee5lbNQZQlTU/j9L13qu2yd9OnMiMG1tRIgmMka+EJQtr1am8dmMvynv7nYl/vCxeUCqwWHqyslzs7n0RQZ2wsqM6QSaVNlJmtwfqnYUt/t3qu6Pb+b8q3K7vT95V5gN9zHd5Jhh1OPGS6SaPwZ4C5mY2ODkZERcrkc2Wx26O3P/fxfti1z+dd/aAiSxOwmqmFYV4sOsyMmSV2l5Nx+aeolws+HT53l9754AS8Q6LKEIoMfgBMIVFnip958pCOn6fxinn/7P17mxRs5bM8nCASyLGGqCg/uG+EX/96rImWrhqa2PX/LS7ehKnzgqWOR+XzqHzi2Fy7fODqV5skHB/vA+fzLC3zomTPkLZeJlF57yK8UHTKmxtsfmuFP/u46KwU7/EWeMM2mJElMpA3+3T98iLe8arqvMnVqi1bjR5ElptIG62UX2/OxvYBrqyUsN0BVbr+0KLLEA9MZ/sVb7+foVCbS2Z3Kmrz38fZ5mNqN5+8/PsWZW/lt93G1naurJZbyFq4XYGgKdkW3qYzJgYkkP/FYKG/VsTq3kMfzBbOjJsemM5ia0nfZWsnc2KejSQ0EtT6qtnlsJsMXziz25b5Q3ycJTebmusVSwSZXcvACmEjr7BtNMJk2Wuq73XtVt+d3U76TssCO3F/uNXbqPr6TDOI5HjMcOvUN4hmmIfGZ77zScbkffPX9A5YmZrfQGIa1GlkoY2qkDZVXFgucemmBw5Ppjn+VsyyPTz53BS8QJFWpFu1MkUENAkqe4FNfucLPfM8RTLP5LaAqW1JX+LE37mc+b1F2wl/wZzImF5aLkbI5js9Hn71UC01dbT+pg6lKrJZc/uBLl3jn6/dvmanYiShHnhfw8S9fJm+5HBhL1OTNmDIpXeHqaplPfuUKugKP7MtSdIJaItmULnNt3eITz13mzffv6dssE3Rmi07Gz0Ta4OnH5ijaHv/tmzdRZYn7p9IUbL8WfS9tKJxfut2f73p0jne+fj+nzswzn7OZGTF48vhM25mlTuQ5O5/nn37PYW5VNn/30sfVdlYKDp4X4PmCibSBJEmkDcFq0cELAlYKNqdeWuCn3nyEf/o9Kf7DZ89guT5H96Rr0QGBvsrWimZ9Cmw6Nps1+U9/c7Ev94WoPrlvLEne8rA9n+trJY7PZPmHr9tHxtSa6rvde1W353dTHuio7E+9+Qg/HUdRGzj3WrS6QTzHY3YfscM0JP7ZJ891XO7yr8cO073CIMKwfvr0VQq2iy7fdpaqyLKMLocJ/T59+ipPnzzckWyKIrNvdHP7zWQ7dWaepW2Eph52lKNq2PCJlB4pr6nLLBds7htLoCgK2cRmp2Eipfc1rPjm9lvbopPxc2GpgCyFuVCWC2HCWlmWySY269rYn7quDCx0+K0Na1t9XG0na6pcXimSrgsTLUnh8rK1kst9Y4maTgDLBYcHpjNkzM2RB/spWzua9Wn9sWurpb7dF6L65HYEQA1TU1guhDOp2x1rrWTq9vxuygNd1R1HURs891K0up0Opx4zHOKgDzExO8jtMKzRv10kdAXb87sKw3pjzSIQ4YxSFIoc7kO6sWYNRLb5nN02NLUvegtNPQjqw4ZHoUhSxZ7R+iR0BdcP+hZWvBu66aNBjLXtyLMdqu3IslQJzb15sGuKjBcEKLI0VP37RT9l7Vdd262n2/N329iOiWlGPP7uDWKHKSZmBxlEGNZ9YyayFO5ZisIPwgAQ+8bMgcg2M2IMLDT1IGgXNtwXomLPaH36HVa8G7rpo2GE/B1WWOFqO0EgaqG566mG6fYDMVT9+0U/Ze1XXdutp9vzd9vYjolpRjz+7g1ih2lI/F/vfqCv5WLuDgYRhvWdJw6QNjScQESGhnYCQcbUeOeJAwOR7cnjM+zpU2jqYVAfNjxKXssJSJtaU336HVa8G7rpo2GE/B1WWOFqOxuWx1hCo2B5tfaqIbLHkhp5yxuq/v2in7L2q67t1tPt+bttbMfENCMef/cGsbs7JMJADu33McUBH3YPQSAGvmm1PgzruYV8mDhUlvADQd7ymEgbXYdhNU2Vd588yO998QIlT6DLwaYoeZos8a5HD7YM+LAd2XRd4X1PHApDUxdddFWuhSN3vABTax2aulu7b7efquHTP/TMGS6vFEnqt/UsOR6jSYN//NAMz7w4z9W18pYoellT6yiseCs5PS/g9LU1VooOEymdE/vHOgog0UkY37e+arrW7iP7R7ix3lvI33Z2rn5//3Sac4t5zi3k2TuaIKErlGyPi8tFUobKI/eNdNxnzcrV6110PBRZYqVgb4qS5/oBsizxyH0jtfpes3+El27l+Pb1dQ5PpkgaalP9+3H919eR1BQEUHb9tvXJssQPPDjFucU8p6+uMTtisidjYLlBT+GZ2+ldP0aaybbdkNHdjtWUrvIDD041LT+W1HjkvhFevrnBpdUCpibj+QFn5zfYN5bc0XDWw3h23A3cLXbqVzj1u8UedytxWPEh0yq0eBxSfPcw7HwKkTmAJlO85+Rcz+Gqo/IwZUyNdz3aWR6m7cr2C3/+An/yjevYdculDEXmHW+4j1/9kYcjzxlkjpZ2tLNXlB0OTaZ4uoM+aiXnlZVS0/xPnfZ9szC+x2YytTDZtfxMCQ0kWC+5HYf8bWfnxu8dL8B2AwxNxvEClgsOEmEkO12Va9/pqty0zzrp2015mFZLlB0fRQ7zSpmazETaYDJtbNJ5uWCzXLABicm0HhlKux/jqr6OqDY7Gdf1+aWSusL+8SQnDox1HJ65nQzNxkin11wvIaO7GavV3F2Nod7HkhoCePnWBucWCpQdr5LuQCZlaOwdNRlP6TsSzjrOxdMZd6OdtnNt3I32uFPo1DeIHaYhEudhujMYdj6FansrBYesqdZC6m5YHhPp7bVnWR6fPn2VG2sW+8ZM3nniQNuZpX7IVs1rlCs56IqEJEkIIXB8wUhS54NvP77FGRhkjpZ21PIwlV0SuowihYEpyk5AJqHV5O1lJqiVnCXH49JyCdvzI/M/RdmpGY2/TpZdj088dyWy3bGkxg8+PMtkxmj7S2YneZWi8gXdXLdwfB/PF0gSHJ5MY3sBf3dllfWyy1hS48SBsU15kKp91k3fVvXOWy5n5vP89XfmKTk+hyfTpAyVm+slvn55DYA3zo2xdzRJ0fa4uFwgZaj82JsO8NiRyZr+/RhXjXmPzi7kKVoegjCC37HpNGU36GhcJzSFpbzNzVyZiZTBz3zfUR6Y6cwxadSjUe/prNF0jLTSdbu/hHczVsdTOk8/OkdCVyg6Hkt5m2demOfswgbnFwq4fph/SwiQpHCfQSah8ROPzfH9x6eH+it9nIunM+5mO/VybdzN9rgTiPMw7TL+f3/3fMfl/snrHxmwNDHNGHY+hfr2HphObwpJOiPEttszTbVl6PBByFaf12huIrkpVHcQBFxdK2/JWzTIHC3t7LYpD9N4oq283YQObyVnUpP5469fx/Z8XjWT2Zr/KcJOragP4xsEgt/9Xxda2uf56zl+6s1H2i53bGXncwsFPv7ly6QMhQemM5u+v39K4bMvLYAET716GkmSOHN5DT8QHBhLsFZyubxS4g0Hx7h/Kl3rs7nxVFd9W9U7CAT/88wSIPGa+0ZrTvqtnI2uyiAE8xs2940lySY0XnPfKK8sFnjheo7Hjkx2pG8n46q+jqN7UvzdlXVsN2AqGwZZWS06zG/YvP7A6KbcV63G9exogpkRk1cWC3zu5QWOTrUe183qqdf7+Ws5hBA96brdkNHdjtXPvRzmUAL4/HcWWS3YLOYsvEAwmtRqfV12A0xNpuR4fP7lRf63Nx0c6jK8OBdPe+52O3V7bdzt9ribiIM+DIl/839f62u5mMHQbe6PO629YcjWLq9Rfd6iXtvqp916kbdTWsk5v2Fjez6KJOH6myf6B9luN/ZpV0+mkgcpU5cHqUrB9vGFwA8EBdsnb3mslRzSZpjMOG2qrBYd8pa3SabT19Z6kj1K1mqbGVMjk9Bq7TWrqx92q6+jYPuslpxanqhqjqjVokPB9gc2rjup5/kb67xwI7fj955udK6WlRWJnOWR0JVNuaV0VcbyBFlT6/naGYYe9zKxnTYT2+POIXaYYmLqGHY+hd2cv6FX2drlNYrKWzTIHC3t6EXeTmklZ8n1K8uIBH7EyuhBtVutux+5dxQ5DK6gyFsfJY4fAKL2b8cP8PwATQlfCjRFxg+CSrnbMq0UnZ5kj5K1vs3G9qLq6ofd6utw/GBLnqhqjiinMuYGMa47qafk+BRdb8fvPb3kWxJB6IhXx1IVRQqjkumqPPTcaLv5Xr6biO20mdgedw6xwxQTU8ew8yns5vwNvcrWLq9RVN6iQeZoaUcv8nZKKzmTmoIkgRBhkIJhtVutux+5d8KX1tARaURXZECq/VtXZFRFrs2mVR0tveJMVGWaSOk9yR4la32bje1F1dUPu9XXoSvyljxR1RxRemXMDWJcd1JPUldIaeqO33t6ybckyVLFWd/8Q4Mvwl/lHS8Yem603Xwv303EdtpMbI87h9hhGhL/7h/t72u5mMEw7HwKuzl/Q6+ytctrFJW3aJA5WtrRi7yd0krOmayBoSr4Yusv5YNst5+5d/KWx9xEinxdHqQqaUNBkcIX27ShkDFVxpI6BcslCAIKlsd4SidjqptkOrF/rCfZo2Sttpm3XPJlt9Zes7r6Ybf6OtKGwnhSr+WJquaIGk/ppA1lYOO6k3oe2TfKw/tGdvze00u+pcAXjJhhaPT6/FuOF2CqEhuWO/TcaLv5Xr6biO20mdgedw6xwzQkOg3kEAd82Fmq+RTGUzqvLBbIWy5eEJC3XF5ZLPQ9n8ew2xuGbNW8RhlT4+paedN5V9fKkXmLum2rn3brRd5+2PDCcomH9mUZTxlDbbcb+7SrZyKt857H5phIG1u+P79U5IGZDA9MZzi/VKRge8xNJlFkiatrZRRZYm4iScH2NsmkqnJPskfJ6gvB7IiB4wU4vmAma+ALMdBxVV/H+aUiMyMGhiazsGGxsBHmiprJGpxfKg5sXHdSz1MPTfO2h2d2/N7Tjc7VshMZg6kRE1WWWC+5lByfkhP+2GF5ASMJvedrZxh63MvEdtpMbI87hzis+JCJ8zDdGZxfzPPM87f4+uU1Co5LWtd406Ex3vbw7EDCew6qvX4kwju/mOeZF+b5+uVVCrZH2lB549w4b394pqVsn395gY996RIXlgo4foCuyBydSvOexw41DZV9fjHPX377Bl84s8SG5ZE1Vd5yfIoffM3epjlhPvP8Lb50fpm85ZExVR4/OskPPrLVbu1CglflPbeYx/ECdFXm2HSmpbyNNGujVf9G5WHqNL9TPVF9fXG5wF+9MM8LN3KUXI+kFiaOfeqhzX3Xbpy0yy/S6ntgkwxBEIZ/NjUFQw2Xpk1lTV5/cIxXzWZrbXeb06Sqw8vzG3zj0ipLeRvHDzbl7anmntIVmT1ZgzfMjfOqmWzX+lb7eTFvsVKwGU3orJcdRpN66AhOplgrunzr6hov3tio5UAKRBiQYCJlcHhPmre+eoqTdSHN69tv7LeH943wmgOj7OkgFPymel6s1FNZhvfIvtHIXFa95lXaDvXjbilv8+1r61xcKraVoyrzl84v8cpCIVzOJIXLXA/tSfFPv+cob311b/nrtqvLy7c2+MblNZbyVm38NdPjXk5U2um4u1dstN3r8F6x0yCIw4rHxGyDKysl/vbyaviyX3l5DhC8au/IQF4iBtFevxLhXVkp8bcXVzY5PkEgePXebMt6Dk4k+a7DE8iytMnROjjRPOTqX3zrJp987kq4xItwB8zllRKuIDLZ7lcurPCnf3edhbyNLwSKJLGQsxhL6Ztki0y+G5EcNlw2FYYqECJ8CHVKqzaApv37lldN8+b793Sd36meZn19fDYTGrH63JSqYRjan1s/To5OZTj8vemmD+RW359fzG+SIW2qPLR3hNceGKXs+nzj0iqLGxb/7Vs3+KsX5ze13arNVjoYisyejMkb5m47YcDmF9oNi//2zRv8lTrflb7Vfn55foNc2cXzRc2mMqAqkDF17htLkDFUSq7PfM5io+ziiYDlgs2V1RJXV4tcXy/x7Wu56GuyzmYFx+OrF1f41vX1lsl+IxHhR4T/2bLspxs795OocXd4MsWPntjXNj9YVeYffu1eXry5zmeen2chZyEpMJsxOTufZ24yuWPJasPxZ/CGQ9EOeTP976VEpZ2Mu3vJRtu5Du8lO+0k8QzTEIkT194Z1JKYWu62k4nuVHv9SoTXq2y9tP/hU2f5vS9ewAsEuiyhyOAH4AQCVZb4qTcf2eQ0feorl/mNz57FrkQYMlQJ2xOUHA9DVfjAU8d416NzHekAbKsPWrUhVwI6BEIMZDw1s/UrCwVubVjMjpjcP5WO7ANgoAkTW40DpfIi4AdiW213M9a2e11U+3k5b1NyXDwfGsNdyBIoMkhIGJp82/GWqAUp0CpBCybSBvvHkxwYTzZN2mu5PqevrrFWchlNaLz+4DimJreVeTcnw+yXbLtBx15k2A1y73ZiG3VGbKft06lvEO9hGhK/8czn+louZjBsSmI6liBjaqiyTMbUODCWIG+5fOK5y3je1qhgu6W9xkR4GVNDkaVKMtE0q0WHUy8ttJ096VW2Xtq3LI9PPncFLxAk1TCfiiLL6KpMUpXwAsGnvnIFq5JDx3F8PvrsJWzPZzypkdQVFFkmqSuMJzVsz+cPvnSJUsltq8PHvnSJj33pUs990MpO+0dNlgs2KwWb/aNm38dTM1unDbW2Dt7zA9KGuqUPPvviAn/1wvy2x0m3smVMjaN7UpxbyHNuPs/RPame2+5mrG33uqj280bZxQ98hGiSuFaEjr4XCGzHx3J9gsrsp0wY+lqRJRSJcNbJC1gphG17XrBJxrShcnm5hOeHyX79QHB5pUjaUFvK3K97wCDol2y7QcdeZNgNcu92Yht1Rmyn4RI7TEPi//yi3ddyMYNhkElMh9VevxLh9SpbL+1/+vRVCraLLkuRbemyRN5y+fTpqwCcOjPPUt4iqauR5ZO6yuKGxUeeu9BWh7OLec4t5Hvug1Z2KjpBLTpa0dnsFPVjPDWzdZiwNZztWiu5tWStMLzEpa3GQcH28YMw/1TB3hzOvd8JWhuTnvaqb7Wfk5qM7QlkKZxdanSbJEKnSQbc4Pbfri9QFRlFDn8AUFUFASwWbDKmGpm0N295tcS3rZL9dpLEtxf7DoJhJucdtI69yLAb5N7txDbqjNhOwyV2mGJi6hhkEtNhtdevRHi9ytZL+zfWLAIRLmWKQpHDl84baxYA87lwz5KhRv/Kb6gSvhBcX7Xa6+AF2Nvog1Z2coOgsn8EvIhcRdsdT81sXU3YmtCVLclaq+0OOnFpq3FQlUdCbJGtm7Z7SXraq77VfpZlCVHdYNcCSaptHwLCJZmSFJ4mRPX0an4oKTJpb2Pi2/qkt61k3s3JMIeZnHfQOvYiw26Qe7cT26gzYjsNl9hhiompY5BJTIfVXr8S4fUqWy/t7xszkaVwKVMUfhDuDdk3ZgIwM2KgSOGepShsL1wCdd+42V4HVcbYRh+0spMmy1B5SVblrbfb7Y6nZrauJmwtO/6WZK3VdgeduLTVOKjKI5C2yNZN270kPe1V32o/B0Ho+GyJntFA1Smq+lWyJNUCilSdKZAqiX9FZNLexsS39UlvW8m8m5NhDjM576B17EWG3SD3bie2UWfEdhouscM0JH7mzUZfy8UMhkEmMR1We/1KhNerbL20/84TB0gbGk4gIttyAkHG1HjniQMAPHl8hj0Zk5LjRZYvOR5TWZP3nzzSVodjU2GuoF77oJWdUrqMJElIkkRK33y77cd4ambrMGGrxkrRYSyp1ZK1wvASl7YaB2lDqezjCZPa9tp2L0lPe9W32s8lN8BQpdqyu0a/SUBtuZ4m3/5bUyQ8P8CvBDHxPB8JmEob5C0vMmlvxlRriW9bJfvtJIlvL/YdBMNMzjtoHXuRYTfIvduJbdQZsZ2GS+wwDYkPvP2tfS0XMxgGmcR0WO31KxFer7L10r5pqrz75EFUWaLkCRwvCJeSeQElT6DJEu969CBm5cVf1xXe98QhDFVhtZK40g8CSo7PasnFVBXe+/ghkkmtrQ4/8fghfuLxQz33QSs7XVu3mEwbTKQNrq1bfR9PzWxdsL1acAlVkSnY3tATl7YaB+eXijwwneGBmTCp7SATtDYmPe1V32o/ZxMaiqwgSdFTTNUoeaosY+gKCU1BlsIlogHgCyr7tyCb0FBVmYl0dNLeLcl+FZmDEcl+O0niu1uSYQ4zOe+gdexFht0g924ntlFnxHYaLnFY8SETJ669M4jKqdNLMtGdbK9fCSl7la2X9j986iyffO4KBdsNf8GXIGNqvOvRg5F5mD71lct89NlLLOWtWh6mqazJex8/xLsenetKh+32QavzgYGOp2a2PjaT4cytfMs+GHTi0nZJbfvRdjc6bFff+jxMG2UXtz4PkwSqDFlTZ99YgmxCw/MDbuUsVosOfmVPm6rIlVxhaU4cGNvSdqOMthdguwGGJmOocscy72RS2nb0S7bdoGMvMuwGuXc7sY06I7bT9ujUN4gdph3gqZ//S87W/X0M+GzsLO06LMvj06evcmPNYt+YyTtPHKjNcAyCQtHhw184y/VVi/vGTX7u+4+R3uZeKcfxOXVmnvmczcyIwZPHZ9CbBDdoRa+26KX9btvqtLznBW2Tw3ZSphWlkstHnrtQ68P3nzxCMqn1pe52NKu/kwzwg8gSX1+nLkm8OJ9jccNhZsTgrQ9Ms1RyKDoepiozv2HVovo1s0s7/fK2S8EKEyRnTK2lDlH6Ah3boCrLYt5ipWAzmtBZLzuMJnUUWWJuMsWIqTObNbm1Ec4srpcdrq+WKbkeCJhMG0xlzab6NspYrSvq74SmIAEl198ieze6DmIc9Mvm3dbdD7mb1Vt/PKmF0Q6Ljtfx+Bu03DvFoO8jd4ONBkVsp96JHaYIdoPDFM8w3RlEzRbMTaR4z2ODmWGKmllJGxrvPhk9s9IJ/dKh13qGYcPdlOE8arZrT8bkfU9snu0aBLvJDo3yXF0tcmWlhOMFaIqEqoQzJHtHw4AcywUbkJhM60ymjUi5m42lJx+cZqPsbVvvQduvWv83r61xdbVE2fFJaAoHJpK8bv/YtuRdLtgsFxxAMJk2mtqwna7HZ2/PRvbbBrttfHZCJ3YKbd9+/N4L3Il9HBMDscMUyU47TK2cpSqx07TzfP7lBT70zBnyVviLd0JXKDthyN+MqfHBtx/vq9P04VNn+b0vXsALBLosochhVDinsjn8p958pGunqV869FrPMGy4mzKcf+orl/mNz57FroR4NdQwgl/J8TBUhQ88dWxgTtNuskOjPJ4f8PXLq9hegCqHzpLnh2GxNSVMMixLYbS8tKlybDpN2Q02yd1sLC1s2Lh+wP1TaV6zf7RnvQdtv2r9V1dKLOYtPF9gaDK2G0Zo3JMxOTCe7EnehCZzdqFAwfKQEKRMlWPTmS02bKfrK4sFbuUsZrMm90+n+2qD3TY+O6ETO+3J6JxdyFO0vJbj917gTuzjmJgqnfoGcdCHIfEbz3yur+ViBoPnBXz8y5fJWy4HxhLhpvnK5vkDYwnylssnnruM5zWJf90lluXxyeeu4AWCpCqhq3IYBlqVSaphgstPfeUKltV5HoV+6dBrPcOw4W7KcO44Ph999hK25zOe1EjqCoosk9RDh8D2fP7gS5dwmoQt3w67yQ6N8hyZTHF2Po/rC8aSGmlDxXJ93EAwllCxPZ+lgs2ejMF01sB2feY3bI7uSdXkdhw/ciylDRVTDXMXLeZtUrrSk96Dtl+1/pWCjReEEfIm0joZU2MibeD5As8PWCl0L+/RPSlu5Wxs12c6Gy7vs91giw2rdTbTNW2oeF5Q2zCeNtS+2WC3jc9O6MhOfsCtdQvbDZjKmk3H727Sa1DciX0cE9MLscM0JP7PL9p9LRczGE5fW+PySpGJlI4sN0Z/C/PlXFoucvraWl/a+/TpqxRsF12WItvTZYm85fLp01eHrkOv9QzDhrspw/mpM/Ms5S2Suhqpb1JXWdywOHVmvu9t7yY7NMozn7dYL7skdAVJCsNwB0IgBHiBhAx4gaBg+0hS+Av9atGhYPs1uU+dmY8cS44XYHmCpK6SK7vcylk96T1o+1Xrz5gqayWXtKnV2qnqvFZyyZhq1/IWbJ+1klOrs5kNq3U20zVveayVw9m7tZJLvu7Hme3aYLeNz07oxE6LeZuFvE3aVDuy/d3MndjHMTG9EDtMMTF1rBQdXD8g0SQwQUJXcP0wf04/uLFmEYgwDHEUigyBCMt1Sr906LWeYdhwN2U4n8/Z+EJgqNEbbA01DCk9n+v/jyG7yQ6N8pQdHz8QaEpoF0GYtVUCAhFA5W+vkrtKU2S8IFyuV5V7PmdHjiVfCIKKzf1AUHI3z951qveg7VetX5HDpYhVW1QJk9YGKLLUtbyOH2yps1pfvQ2rdTbT1fEDvCAsX7V/v2yw28ZnJ3RiJzcIcINwL12VqPG7m/QaFHdiH8fE9ELsMMXE1DGR0tEUmXKT5VNlx0dTwlmSfrBvzESWwj1LUfhBGABi35jZcZ390qHXeoZhw92U4XxmxECRwj1LUdheGABiZqT/Sal3kx0a5UlUlsm5fmgXCQmkaiJXGSp/q5WZI9cPUGUZvTJ2DFVhZsSIHEuKJCFXbK7IEklts0PVqd6Dtl+1fj8IUBW5Zosqrh+gyDJ+ILqWV1fkLXVW66u3YbXOZrrqiowqh+Wr9u+XDXbb+OyETuykyTKaLOPW3bijxu9u0mtQ3Il9HBPTC7HDNCR+5s2dvSx1Wi5mMJzYP8bcRIqVokMQbPZigiCcFTk0meLE/rG+tPfOEwdIGxpOICLbcwJBxtR454kDQ9eh13qGYcPdlOH8yeMz7MmYlBwvUt+S4zGVNXny+Ezf295NdmiUZyZjMprQKDs+QghkCWRJQpJAlcMkrqoskTYUhBAULI/xlE7aUGpyP3l8JnIs6aqMqUqUHI+RhMbsyO0fFLrRe9D2q9aftzzGkhoFy621U9V5LKmRt7yu5U0bCmNJvVZnMxtW62yma8ZUGUtorBQdxpIambqQ/Nu1wW4bn53QiZ2mMgbTGYOC5XVk+7uZO7GPY2J6IXaYhsQH3v7WvpaLGQyqKvOex+bImBpX18qbMmdfXSuTNTWePjnXt/w5pqny7pMHUWWJkidwvCBcUuMFlDyBJku869GDXeV/6pcOvdYzDBvupgznuq7wvicOYagKqyWXkuPjBwElx2e15GKqCu99/FBP+a/asZvs0CjPheUix2YyaIrEWsmlYHuYmoImS6yVPUxVYTJthPtBNmwMTWEma3B+qViTW9eVyLFUsD0sT2CqClMZg6Lj96T3oO1XrX8ibaDKMoossVJwyFsuKwUbpRI5cCLdvbznl4rMjhgYmsLChs3ChoWhyVtsWK2zma4F20NVZbKVgBoF2+ubDXbb+OyEjuykyMyOmhiazMKG1XT87ia9BsWd2McxMb0QhxUfMnEepjuDqLwvhyZTPH1yeHmYMqbGux7tbx6mXnTotZ5h2HA3ZTiPysM0lTV57+PDzcO003ZolOfqaokrK8XNeZg0hb0j0XmYouRuNpZ+4NW38zBtR+9B268+D9O11RIlxyepK+wfT3LiwNi25K3mYZIQTFTyMLWSvZmux2Zu5xfqtw122/jshE7sFJWHabfrNSjuxD6OiYE4D1Mku8FhgjB0eH00vJ95sxHPLO1CPC/g9LU1VooOEymdE/vH+jazFIVleXz69FVurFnsGzN554kDXc0sRdEvHXqtZxg23E0Zzh3H59SZeeZzNjMjBk8enxnIzFIUu8kOjfKYisx83mKtFEYZe+2+URYKNkXHI6kpCKDs+i3lbjaW+qX3oO1XrT9vuxQsj7ShkjG1vsib0BQkoNTGhlHn1pcfpA122/jshE7s1On4vRe4E/s4JiZ2mCLYLQ5TTExMTExMTExMTMzO0qlvEIct2QF+5c/+kj/82u2/f/JN8Es/em8ux9vNv0gNe7ZgELboV5292qKXGaZuZe60fCeylEouH3nuAtdXLe4bN3n/ySMkk1rPsnXafj/6qRtbN7a3J6nzuXMLm/pXVeVNZabTBt+6sV6rv36WKErmVjptd+Yxqm6gr7Mmw+6TbttuNsMUNeMRBGLg12EvdNNGbYbOCvfDpU2VjNHdDF27/tiuzr3IOKjZvl5suxufw7uVIBBcXytxcbkIwKHJFPvHkrHd7mLumBmmH/7hH+Zb3/oWi4uLjI2N8da3vpV//+//PXv37u24jt0wwxTvYbpN/Zpny/MxVYUje9I89dDOr3mO2o+yJ2PyvicGsx9lELboV5292iJq38ncRIr3PNZ8D1O3MndavhNZfuHPX+BPvnEduy5UsKHIvOMN9/GrP/LwtuzZqv2DE8lt91M3tm7U48ZamcvLJWzPRxD272hS49V7s2RNHcvzWSs63Fy3sL3b4b0NVWHvqMlYSt8icytbXVkpdT0u2vX5aFIDAetld1N7x2dv7zfpxrb9uHZ6Gf+dth21hwkESV2h5PjU76kRCK6ulFjM2wO7Dnuhmzbq94BdXSlRdn0SusKB8SSv2z+27WvwLa+a3rbOvcjYrM1ex+12bLsbn8O7lfOLef7ob6/y1Ysr5EouQoLRhM53Hxrnx7/7QGy3O4y7bkneb/3Wb/Hoo48yOzvLjRs3+Ff/6l8B8Nxzz3Vcx047TK2cpSr3itN0fjHPx758mdWiw+yISVJXKTket3IW4ymdn3hsbsduOp/6ymV+47NnsSvJ+Aw1zPdScjwMVeEDTx3rq9M0CFv0q85ebfH5lxf40DNnyFvhnpWErlB2fFaKDhlT44NvPx75It+NzJ2W70SWL5xZ5I+/djUMuAFIEggBAWEAjh98eJaRhNaTPVu1b6gKhyaTJHW1537qxtaNNju/WOCrF1dwA4Emh4FGPD8gb/vIksQb50aZSBk8+8pyLTnleEpjtehScsJId0/cP8lU1qzJ/P3Hp/jCmcVIW5Ucj0sV56zTcdFujNxcL/H1y2sAvHFujL2jSUqOxysLBW5tWMyOmNw/le7Ytv24dnoZ/522DdTKJDSZswsFCpaHGwSUbI+krqIpMmlTJWuqPH8jRxAI9o6YjKb0vl+HvdBNG9WyV1dLLOUtXC/A0BRsN0BVJKYyJgcmkj1fgxlT4+lHD3JmPt+zzr3I2MwGrywWuJWzmM2a3D/d+bjdjm1343N4t3J+Mc//93Ov8O1r6ygSZJMaEhLrJZdACF6zf5R/8db7Y7vdQXTqG9wxYcX/5b/8l3z3d383Bw8e5OTJk/z8z/88X/3qV3Fdd6dF64hf+bP2zlI35e5kgkDw2RcXWC063D+VJmNqKLJExtS4fyrNatHh1EsLBMHwfXnH8fnos5ewPZ/xpEZSV1BkmaSuMJ7UsD2fP/jSJZwmSVm7ZRC26FedvdrC8wI+/uXL5C2XA2MJMpVwxRlT48BYgrzl8onnLuN5t2dyupW50/KO47eV5Q+evch/rThLqgSqIlXCPUuoEgQCnnnhFgvrxa7t2c4Wq0WbF29scGQy2VM/dWPrRpslNZlvX1vHDwRJVUKWZBwvCO0ghzlUvnMzzzevruEFgvGkhhCCpQ0HgPGkhhcInr+RI6Wr3D+VZqXg8PEvX2alYG+x1ZHJJC/e2GC1aHc8LtqNa1mC+ZyNrkjoqsz8ho0sQdpQa6GNPT8gbagd2bYf104v47/Ttj/74jx/9eI8q0WHo3tS3MrZ2K7PVEZHBlw/zHc1ldGxHJ/v3Nwg8AMMVaklUO7nddgL3bRRLbtScPC8AM8PIwFmTI2JtI4fCLwgYKVg93wN5ssuH332Est5qyede5GxmQ3ShornBbXQ3J2O2+3Ydjc+h3crQSD4qxfnOTefR1fCKKgJTcXUFKazBroqc24hz2dfnI/tdhdyxzhM9ayurvKf//N/5uTJk2ia1rScbdtsbGxs+uwU9XuW+lHuTubGepkLSwVmR0wkafN6X0mSar9831gvD122U2fmWcpbJHUVWd58eciyTFJXWdywOHVmvi/tDcIW/aqzV1ucvrbG5ZUiEyk98ryJlM6l5SKnr631LHOn5U+dmW8ry4s3c7iVmaXG9eeyLCEBvoDlotu1PVvZwvXDF1jb85nfsDd912k/dWPrRptdWCpSdDw0RUKu5AhyfIHrCzRFQVUkCrbHSskhoSvIsoyqyFiejyKF5yR0hfWSy62NMpIkkTFVLq8UyZjqFlvNb9jYlXNdX7SUNYqoPs9bHqslh0wiTLi6WnTIWx55y6tF5FsrueQtryPb9uPa6WX8d9r289dzvHAjx+yIScH2WSs5pE0N1xeU3SCcOXEDXF8gyYQRCnUVQ5Mpuz5OxTnq13XYC920US2bNVXWyi7punElSRJpU2Wt5JIx1Z6uQVmWySZUlvIWiiz1pHMvMjazQd7yWCt3P263Y9vd+BzerdxYL/PCjRy+EGQS2ia7Ve9/fiB4/noutttdyB3lMP3rf/2vSaVSTExMcPXqVf7iL/6iZfkPfehDjIyM1D779+8fkqQxrSg6Xm15TxQJXcH2fIqOF/n9IJnP2fhCYKjRGzcNVcIXgvmcHfl9twzCFv2qs1dbrBQdXD98eWvWvusHrBSdnmXutPx8zm4ri+OFL+9StJpUD5fd6FnFVvZsZQtfiMrSP0Epou5O+qkbWzfaLO94CAFK7eUulCWoyKVKEoEAPxBoSqUMAiFAkkKbaYqEHwjKlVlGRZZw/QBF3vpoKbk+olK3H7ESPGpc1BPV544f4AXhfhRNkfGCAMcPP17FLn7lWCe27ce108v477TtkutRcsJld1UdNSW8DgMR9lMgBL4QCBH2lSKDUunberv34zrshW7aqJaVZanWz/VU+1yRpZ6uQQBVkSv2i5a3nc69yNjMBtXxnNCV2ljuRZZubLsbn8O7laITXn8gtvQzUDtWcr3YbnchO+ow/fIv/zKSJLX8fOMb36iV/8AHPsA3v/lNTp06haIovPvd76bVFqwPfvCD5HK52ufatWvDUCumDSldxVSVyo1nK2UnTHqXanIjHyQzI0blV//ocVVd1jIzYvSlvUHYol919mqLiZSOpsi1l+io9jUl/IW7V5k7LT8zYrSVRa84hM1uJdXDCS36hauVPVvZQpGkivMhkYyou5N+6sbWjTbL6Oom56Uqi1yRyxPh8q7QCaqUQao4VqHNXF+gyFLtZTR0rmT8YOuyuqSmIFXqViK806hxUU9Un+uKjCrLuH6A6weosoyuhB+1YhelcqwT2/bj2ull/HfadlJTa/tMqjpWZyrlysydLEkotWco+EE4QypVjreSYxj35m7aqJYNAlHr53qqfe4HoqdrEMDzg4r9ouVtp3MvMjazQXU8lx2/NpZ7kaUb2+7G5/BuJaWrFQdT2tLPQO1YUlNju92F7KjD9LM/+7O8/PLLLT8PPfRQrfzk5CQPPPAAP/ADP8B/+S//hc985jN89atfbVq/YRhks9lNn53iJ9/U33J3MvtGExzZk+ZWztri8AohuJWzODqVroUKHiZPHp9hT8ak5HgEQeMeg4CS4zGVNXny+Exf2huELfpVZ6+2OLF/jLmJFCtFJ/K8laLDockUJ/aP9Sxzp+WfPD7TVpaH9o6gSWGAh6g9LYLwF/rJlNa1PVvZojozYKgKM9nNTmen/dSNrRttdmRPipSu4vqCIAjwA4GuSGiKhOv7eL4gbahMJMNAAUEQzmiYqhL+Ih8ElB2f0aTGbDaBEIK85TE3kSJveVtsNZM1MCrnVmesmskaRVSfZ0yV8aROvhwuXxpP6WRMlYypMpbUWCk6jCXD5Xqd2LYf104v47/Tth+5b4SH941wK2eRNhTGkjoFy0VTJBJa+KKd0GQ0RUIE4Que5XjYbkBCU9BrYez7cx32QjdtVMtuWB5jCY1C3bgSQlCwPMaSGnnL6+kaDIKAjbLHnoyJH4iedO5FxmY2yJgqY4nux+12bLsbn8O7lX2jCR7eN4IiSeTL7ia7Ve9/iizxyH0jsd3uQnbUYZqcnOT48eMtP6ZpRp5bHai23Z+lUYOm0zxL90I+JlmWeOqhacZTOq8sFmobXPOWyyuLBcZTOk8+OL0j+Qx0XeF9TxzCUBVWSy4lx8cPAkqOz2rJxVQV3vv4ob7lYxqELfpVZ6+2UFWZ9zw2R8bUuLpW3tT+1bUyWVPj6ZNzm/KfdCtzp+V1XWkry3ufOMw/ftMBZAk8AZ4vwo3avsATYZS8tz88y/Roqmt7trPFRMrgoX1ZLiyXeuqnbmzdaLOSG/Ca/aMoskTJC5d06aoc2iEIZyRevTfDaw+MocoSq6VwD9eebDgjsVpyUWWJh/eNUKxE95pI67znsTkm0sYWW11YLvHQvizjKaPjcdFuXPtCMDNi4PgCxwuYyRr4QlCwvdrGflWRKdheR7btx7XTy/jvtO2nHprhbQ/NMJ7SOb9UZHbEwNAUFvNO2H+VJXmLeQdTV3j13iyyImN7fm0JbT+vw17opo1q2Ym0jqqG++xWCjZ5y2Wl4KBUZmQm0kbP12A2ofG+Jw4xmTF70rkXGZvZoGB7qKpMthKYotNxux3b7sbn8G5FliXe9tAMD8xkcHzBwoZF2fUouz4LGzaOF/DAdIanHpqJ7XYXckeEFf/a177G1772NR5//HHGxsa4ePEiv/RLv8StW7d46aWXMIzOlkftdFhxiPMw1VOf/yF8oCvhrMCDO5//ISr30FTW5L2PDz4PU79s0a86e7VFVN6TQ5Mpnj7ZWf6XTmTutHwnskTmYVJl3vH6rXmYurVnq/br8zD12k/d2LpRj+sReZjGkhqvquRhsj2f1Yg8TKamMDtiMp7St8jcylZReZjajYt2fV6fh6m+vWMzt/PZdGPbflw7vYz/TtuOysMkIUhUluvV52ECuLJS3JSHqd/XYS9008amHEerpXB5oq6wfzzJiQNj274GG/Mw9aJzLzI2a7PXcbsd2+7G5/BuZVMepnIYqXkkofPo4XF+7LviPEx3GndVHqYXXniBf/7P/znf/va3KRaLzM7O8ra3vY1/82/+Dfv27eu4nt3gMEEYOrw+Gt5PvunemFmKYjdnGHccn1Nn5pnP2cyMGDx5fKZvM0tRDMIW/aqzV1t4XsDpa2usFB0mUjon9o81nUHoVeZOy3ciS6nk8pHnLnB91eK+cZP3nzxCMnk7Eud27Nmq/X70Uze2bmxvT1Lnc+cWNvWvqsqbykynDb51Y71W/2v3jbJQsJvK3EqnXsZFK/mry1+i2uvVtsPuk27bri+T0BQkwsAaSU1BEAYpqZ4bBGLg12EvdNNGtWzecinYHmlTJWNofbsGu5WnXzI2a7NfsnRj2934HN6tBIHg+lqJi8tFAA5Nptg/loztdgdyVzlM/WK3OEwxMTExMTExMTExMTvLXZe4NiYmJiYmJiYmJiYmZtjEDlNMTExMTExMTExMTEwTYocpJiYmJiYmJiYmJiamCXFmrR3gR37xL/mme/vv12nw5/82Dvqw2zabDlu2QQSZ2OmgD72c1y7wQq9tWJbHp09f5caaxb4xk3eeOIBpbr4FtrPXdoMVNKPbjd9Rcsiy1HEdjUEAHpkd4flbuZb1zWZNbm1YPQXjiApEUD23lc3r+3YyozGVNMk53ibbdxMAohVVmy7lbQSCuckUI6be0bn9DgbSrC+3216rcXZtrcSlygb2w5Mp9o4kOu7vbuVp1LldAJHtshPPmVoACNulYHmkNJWi21uwikHJ1mlQkd0WhCgmZieIgz4MmTis+G3qw5lano+pKhzZk+aph3Y+nOmwZYsK3b0nY/K+J3oPY94vHXqVrZfzIkN7KzLveEMY2rvXNj586iyffO4KBdslqORWShsa7z55kJ978lhH9ooKSzw3keI9j3UWDrsZzdo9Pns7tHD98WxC5dRLC5vkmMoYHBxPgiS1rUMguLpSqoWZ9vwA1wdNlVBl6XZ9E0kgrM/xAmw3wNBkdFVuO5a2hr22qQ91XT0XaGrzr1xYqfWt4wcEAUgSJA2F0YTO3ESKJx+cZqPsbTq/PsR4p+O+2revLOYpWB6BCEN0PzCd5vGje1qeu53rLGpMNevLan29ttdqnH35lWW+emmV9bKDJMDUFUYTGmMpvW1/dytPo84Ahqqwd9RkLKX3/V67E8+ZxhDjG2UX1w8TNmcTGgfGk7xu/9iOPOs6sccgbLabn/cx9zZxlLwIdtphauUsVblXnKbzi3k+9uXLrBYdZkdMkpX8IbdyFuMpnZ94bG7HbqLDlu1TX7nMb3z2LLbnk9RVDFXC9gQlx8NQFT7w1LGunaZ+6dCrbL2c9wt//gJ//LWroUND+HIsBASEDs6PvenAJqep0zY+fOosv/fFC3iBQJclFBn8AJxAoMoSP/XmI/yD1+5taa/jMxk+8ZUr5C2XiZROQlcoOz4rRYeMqfHBtx/vyWlq1k+vLBS4tWExO2Jy/1S6dvzb19Z5ZbGApshMZw0SusJ6KcyRJEsSjx4Z5/jMSNM6zs5v8NzFFYJAsHckTAp+ba2MGwg0GQ6MpxCITfVNZUxOX11jreQymtB4/cFxTE1uOpbqdUpoMmcX8hQtD4FE2lQ5Np2m7AYolV+W/UBssflS3uLMfAHX91FlGcvzCQIQgARMZw1cX+D6AfdPpXnN/lGSusrN9RJfv7wGwBvnxtg7mmw77j//8gIfeuYMa0UHPwhACCRZxvECVEXi6J40x2ezkedu5zqrtls/ppr1ZbW+7z8+xRfOLHbdXqtxdmW1hOMHGIrMaFLDcj1urFv4gWAma/Lokcmm/d2t/o06A9xcL1N2fUxN4fGje5jOGn271+7Ec6baZvijhEXJ8clbLo4XoKthMuWkrjCVMTkwkRzqs64TewB9t9luft7HxMRR8nYZP/KL7Z2lbsrdyQSB4LMvLrBadLh/Kk3G1FBkiYypcf9UmtWiw6mXFgiC4fvyw5bNcXw++uwlbM9nPBk+SBVZJqkrjCc1bM/nD750Ccfx21fWZx16la2X80ollz/5xnUCAaoEqiKhyBKqIqFKEAj4k7+7TqnkdtXGRsHmk89dwQsESVVCV2UUOZwlSaoSXiD45Fcu85ffvtnUXst5m48+e4l82eXAWIKMqaHK4YvPgbEEecvlE89dxvMCuqFZP6UNFS8IyFsunh+QNlQUWSKlKyzmw+SxphqWUyQJ2xUYSuh8nFsoICEi65CAs/N5RCAwVAXL9VncsBFAUpUQQmIxb2O5AUZlmeG5+QIXlwp4vuDAWAI/EFxeKZI21MixVK/T0T0p5nM2thswlTWZzhrYrs/8hs2RySTnFvKcm89zdE9qk80PTyR46eYGZcdj1FTw/AAhQJFAqzyx1ooOhgK257OYt0npCrIE8zkbXQn7eX7DRpZoOe49L+DjX75MvuxiqhKSJJE0wvGUNVU8X7CYt1nOW1vO3c51VmvXuj2mmvVltb6Vgs3Hn7vMSqG79lqNM9f3WSnaOJ7PVEbHUGWKdoAmSxiqTM5yubRciOzvbvVv1DltqGyUPSRJYjyp4fmCF26sk9KVvtxrd+I5U21zpWDjBQFexU6SJDGa1JAkiUAIvEDgBQErBXtoz7pO7PHZFxf4qxfm+2qz3fy8j4nphthhGhL1e5b6Ue5O5sZ6mQtLBWZHTCRp8/plSZKYHTE5v1jgxnr5rpft1Jl5lvIWSV1FljdfjrIsk9RVFjcsTp2ZH7oOvcrWy3kfee4Cth8gw5Y17bIsIQO2F/CR5y501cavPPMdCraLLkuR5XRZIl/2+MKZxab2UmSJpbxFNhHd1kRK59JykdPX1lras5Fm/ZS3PNZK4S/wayWXvOUBcCtnkSt7JHUVyxM4XoDjBZRdH0NXKzMULrdyVmQdtzbKrJddkoaKocnkbR/L81ErtlEVibLjk7c8DE0hoSusVmY80maoe9pUWS065C0vcizV61SwfVZLDmlTRZJCZ6R6/vyGjR8IfCEo2Jsd7ovL4YyHIoHjS7iBqI0LSZKQJXB8wYYdzizmyrd1Xi05ZBIamTo5q/0YNe5PX1vj8kqRbCK0qa7KVLtCliUSukKu7KLI0pZzt3OdVdudSOm1MdWsL6v1ZUyVy8tFshV7dtpeq3G2mHdQJIkgANcXNRl0TcHQFIIAFjfsyP7uVv9GnWttqTKyLG/SuR/32p14zlTbzJgqayUXQ5GxKjNLkhQ68pYbzuatlVwypjq0Z10n9nj+xjov3Mj11Wa7+XkfE9MNscMUM3SKjodVWUYVRUJXsD2fouMNWbLhyzafs/GFwFCjN74aqoQvBPM5u+M6+6VDr7L1ct711eqLYbQs1ePVcp22cX3VIhCgNLnTKXK4zGvD8praKxDhi73apJKEruD6AStFJ7qRJjTrJ6eyryihK/hBgFPZ51Fyffwg1FlUZPKFIKjs3dJkCT8QlFw/so6yE56vKRKKFC6FE5X9XACKJCEQ+MHm+uzK3hoATZHx6mRqHEv1Ojl+gBfcPrf+/JIbOkkSolZXlbzj1dbe+aKyDq8OWQoPVW2xSedKe41yRskKsFJ0cP0AVZFrdqynaoNAsOXc7Vxn1XYTdcFJmvVlFUWWcP2g6Sb5Zu21GmeuHyBLYT80jqfQFgK3SX93q3+jzvVt1du6qvN277U78ZyptqnIMp4fIMls0lGRwmtXksELwmWpw3rWdWKPkuNTdJvfC3ux2W5+3sfEdEPsMMUMnZSuYqoKpSY3yLLjY6gKqSY32EEybNlmRoxwKY4XvRzB9sKH7cyI0XGd/dKhV9l6Oe++8XA/TbMdldXj1XKdtnHfuIkshXuWovCDcE9M1lSb2kuuvDx6TSopOz6aItf2ZHRKs37SFRlVkSk74YuXXnE4kppSecEKl/hUX2plKXQO3UCgyBJJTYmsI6ErlZdugS/CF3CpstwRwhdYiXBGrb4+Q5Frm/NdP0Ctk6lxLNXrpCsyqnz73Przk1r40iyQanVVyehq2CkCFEkO/11HIMJDVVts0rnSXqOcUbICTKT00Lnyg5od66naQJbYcu52rrNqu+W6ZanN+rJK6OzKTZcuNWuv1TjTFJlAhP3QOJ5CW0hoTfq7W/0bda5vq97WVZ23e6/diedMtU0/CJ1wEbBJR1+E164IQJXlitM/nGddJ/ZI6goprfm9sBeb7ebnfUxMN8QO05B4XfOoyD2Vu5PZN5rgyJ40t3IWjTFHhBDcylkcnUrXwgPfzbI9eXyGPRmTkuMRBJtfyIMgoOR4TGVNnjw+M3QdepWtl/Pef/IIhiITQOQejAAwVJn3nzzSVRu/9PZXkzY0nEBElnMCQSah8v3Hp5rayw8EezImG+XotlaKDocmU5zYP9bSno0066eMqTKW1FgpOowlw+VlALMjJiOJ8GXGrOzH0lWZhKZgOx5lx2c0qTE7YkbWMZtNMJrQKNkethuQMRRMVansswjwfEFCV8iYKrbrU3Z8xpM6e0fNMHJcEFCwPMZTOhlTjRxL9TqlDYXxpE7B8hBCIISonT+TNVDk8AU9bWwOAX94MomuyPgCdEWgyVJtXAgRzvboikTWCF/CRhK3dR5P6uTL4RLEqpzVfowa9yf2jzE3kWKjHNrU8YKacx4EgrLjM5LQ8AOx5dztXGfVdleKTm1MNevLan15y2NuMsVGxZ6dttdqnE1ldHwhkGXQKnu/EpqC4/rYro8sw1TWiOzvbvVv1LnWlhcQBMEmnftxr92J50y1zbzlMZbUsP0AU5Ur4ypc8mhqMrYfMJbUyFve0J51ndjjkX2jPLxvpK82283P+5iYbogdpiHRaZ6leyEfkyxLPPXQNOMpnVcWC+HG9MoG9VcWC4yndJ58cHpH8jMMWzZdV3jfE4cwVIXVkkvJ8fGDgJLjs1pyMVWF9z5+qKt8TP3SoVfZejkvmdR4xxvuQ5bAE+D5oaPi+QKvsmzsHa+/r5aPqdM2smmDd588iCpLlCr7fvwg3PtT8sKX8Xc/OscPvWZvU3tNZgze98QhMgmNq2vlTd9fXSuTNTWePjnXdT6mZv1UsL1aUAlVkSnYHl4QUHR8pjJmGLDBExRsL1yWqEnYfvgi8sB0mgAi6wgQHJvJIFWWAZmawlTWQAJKnkCSYE9GD1/oKgEsHphJc3hPGkWWuLpWRlFkDk4kKdhe5Fiq1+n8UpGZEQNDk1nYsFjYsDE0hZmswYXlEg9MZ3hgJsP5peImm15cKfPg3iwJXWXd8lGVcF+RL8Ct+KtjKR3bB1NVmMoYFB0fXwhmRgycyl6cmayBL0TLca+qMu95bI5MQsPyQoesZIfjacPyUCthvicz5pZzt3Od1do1b4+pZn1ZrW8ibfCek3NMpLtrr9U40xSFiZSBrios5h0sLyBpyLiBwPYCRkyNuclUZH93q3+jzgXbI5sIHbHVkouqyDy0b4Si4/flXrsTz5lqmxNpA1WWK/sDw2V46yUXIQSyJKFWZkMn0sbQnnWd2OOph6Z528MzfbXZbn7ex8R0QxxWfMjEeZhuU5+XwfbCafmjU2mefHDn8zIMW7aofEJTWZP3Pt6fPEzb0aFX2Xo5LzIPkyrzjtd3nocpqo2oPEwZU+Ndj0bnYYqyV1TOnEOTKZ4+2b88TPXtHpu5nUOp/njGjMjDlDU4OBbm7mlXB8CVlWLLPEzTWYMD42EeJtvzsevyMBmq3HYstcvDVD0XaGrzZnmYUobKSELj0GSKH3j17TxM1fPr8zB1Ou435WGyPYJAkNRV7p9O88T9e1qeu53rLDIPU5O+rNbXa3utxlk1D1OuHO7DM7XbeZja9Xe38rTKwzSe0vt+r92J50x9HqZrqyVyZRfPF6iKxEhCY/94khMHxnbkWdeJPQZhs938vI+5t4nzMEWwGxwmCEOH10fDe512b8wsRbGbM38PWzbH8Tl1Zp75nM3MiMGTx2e6mlmKol869CpbL+eVSi4fee4C11ct7hs3ef/JI7WZpe20YVkenz59lRtrFvvGTN554gCmuXndfDt7eV7A6WtrrBQdJlI6J/aPdT2zFEWzdpsdj5JDlqWO6wgCsen8R2ZHeP5WrmV9s1mTWxtWx2Opvt2kpiCAsutvObeVzev7djKjMZU0yTneJttHnQ90Pe6rNl3K2wgEc5MpRky9o3O3c51105fbba/VOLu2VuLSchGAw5Mp9o4kOu7vbuVp1Pm1+0ZZKNgDu9fuxHOm2mbedilYHilNpeh6pE2VjKHt6LOuE3sMwma7+Xkfc+8SO0wR7BaHKSYmJiYmJiYmJiZmZ4kT18bExMTExMTExMTExGyT2GGKiYmJiYmJiYmJiYlpQuwwxcTExMTExMTExMTENCF2mGJiYmJiYmJiYmJiYpoQO0wxMTExMTExMTExMTFNiB2mmJiYmJiYmJiYmJiYJsQOU0xMTExMTExMTExMTBPU9kVi+s3cz//llmOXf/3eTFw7iGSt/WJQSUqbUSg6fPgLZ2sJW3/u+4+RTunbqrNfOnSS9LVf7Xd7TqfJEDupt52e7ZLqdpt0t50O3R6PIkonXVe6Tkrb2Ga3iWw70bdVOVOVmd+wWCu5jCc1prImthdsOl7tV6DW16MJFZBYL7tb+r2XpLFR8nWTnLSV7lHJfouOR8HySBsqGVOLTDzc6hqp13EsqTGTNbG8gISmIAGlumTCsDnh73Ta4JvX1zi7kKfsBBycTOB6AllICHlzct/GcweVlLSbsd9p/3Yre5zU9e4gtnlMN8SJa4dMlLNU5V5zmj71lct89NlLLOUtfCFQJIk9GZP3PXGIdz06t6Oyff7lBT7+5ctcXini+gGaIjM3keI9j83xlldN9729n/2j0zzzwi38uqtRkeDtD8/yOz9+oqc6+6XDh0+d5ZPPXaFguwQCZAnShsa7Tx7k55481tf2uz3n/GKez764wIWlApbnY6oKR/akeeqhaY5OZbqqt52ev/DnL/An37iO7Qe1eg1F5h1vuI9f/ZGH237fjGY6HJ/NcOZWvuPjjTo30ympKzy4L8vekSSW5+N4AbYbYGgyuipH1tcoYyfndKtv47n15a6uFrmyUsL2AmQJAgGGqjCSUMiVPWwvQFdkErpCpuLg5i2PvOVRdjxAIqHLZEyt1u/AljExlTE4MJFEQmpr26p837y2xtXVEhtlF9cXaIpENqFxYDzJ6/aPtbRjff1A7bvlgs1ywcb2ArxAEASChKZwYCJJ1lC5slpiMW+3vUbqx33Z8XH8AEOVmcoaCCEBgsm0wWTaYDSpgYD1sovl+awVHa6sFFkvuThegFe5N8mALIMqy6QMlQem07xqJgsSrJfctnbbDp2OnUbdW/Vvo97tZO9GhkHoFdMfYpvHVOnUN4gdpiHSylmqcq84TZ/6ymV+47NnsT2fpK5iqBK2Jyg5Hoaq8IGnju2Y0/T5lxf40DNnyFvhL9IJXaHs+KwUHTKmxgfffryvTtPP/tFp/sfzt5p+//ce6d5p6pcOHz51lt/74gW8QKDLEooMfgBOIFBliZ9685FIp6mX9rs95/xino99+TKrRYfZEZOkrlJyPG7lLMZTOj/x2BxHpzId1futa+st9XxgOs3Lt/Kh0wFIEggBAaETcngyycXlUtPvf+xNByKdpmY6vLJQ4NaGxeyIyf1T6dvHFwvcylnMZk3un0431blZ33m+wAlAAh65b4QH92Y5fXWNtZLLaELj9QfHMTV5U33AJhktN+DvrqyyXnYZS2qcODCGqSmRMnSqb+O59eVc3+fvrqxjuz5I4PsCRZHwfIEXCFQ5dJ4MVUZVZJbyNkgwltAo2D5uxYFVZYmprIHjC2SpMqMjRG1MrBcdbuYsZFni5OEJjs1km9q2Kt/VlRKLeYuS45O3QsdCV0PHLKkrTGVMDkwkI+1Yr7tS+VXbDwQJTebsQp61osuG5SJLEnvS4Uyz5QWsllwQgr2jJqNJvek1Uj/u04ZCruRiewGuHxAgMWKqpHSFlKmydyTBmfk8AG+cG8PxAv7XuSWKjg8iHC+i8qmiyaAqMqosY6gSCV3ljXNj7B1NNrXbduh07DTq3qp/b66X+PrltZre7WTvRoZB6BXTH2Kbx9TTqW8Q72EaEp04S92Uu5NxHJ+PPnsJ2/MZT4YvFoosk9QVxpMatufzB1+6hOP4Q5fN8wI+/uXL5C2XA2MJMqaGKocvQAfGEuQtl088dxnPC9pX1gGFosMzL9x2lmTp9qfKMy/colB0hq6DZXl88rkreIEgqUroqowihzMKSVXCCwSf+soVLMvbdvvdnhMEgs++uMBq0eH+qTQZU0ORJTKmxv1TaVaLDqdeWsBx/Lb1/uGXLvKJL19qqqfrC166GTpLqgSqIqHIEqoioVZmO84vlVp+/yd/d51Syd1kp2Y6pA0VLwjIWy6eH5A21NvHvcrx4PbxRp2DQET2nSzLIEm1l98ztza4sJjH8wUHxhL4geDySpG0odbq++yLC/zVC/M1GdOGyqXlIn4QnuP5gssrpU3nVGVopNM+87ygVu7IZJJz8wUcL2AkoaFIEoEARZIQQhBU3uLThoIfwFrlOpEErJVC+5maTEJTCATkyh77sjrLBZuVgs3+0XBMKJKE7QUYqoIIBGcX8kgQaduqHisFGy+4PQMkSRKjSQ1JkghE6Mx5QcBKwd5ix3rdj+5JcW4hz7n5PEcmU8znbCw3nElT5XAs2Z5gNKGyUnTw/ABdCY8pkhR5jTReT7Yr8AVkTBVVlvD9ANv12ZMxsNyAswt5NCUcJ7fWLb51bR3bDZBEOFYCNjtLQG3G0vJ8io6PKgnmN2xkKdpu26HTsRMEIvJeEtW/CMF8zkav6N1O9m5kGIReMf0htnlMr8QOU8zQOXVmnqW8RVJXw5e4OmRZJqmrLG5YnDozP3TZTl9b4/JKkYmUHinbRErn0nKR09fW+tLeh79wtrYMr3HpdPVvX4TlOqVfOnz69FUKtosuS5H16LJE3nL59Omr226/23NurJe5sFRgdsREkjYbTpIkZkdMzi8WOHVmvm29L93cIG/7TfWUN/0tNXzf/m8ZsL2Ajzx3YdN3zXTIW15tP85aySVfcUjzlsdaeevxRp1vrJcj+06IcEZFrcrkCy6tlEib4XWYNlVWiw55y6vV9/yNdV64kavJGMrmkDa1pudUZWik0z47fW2tVm5+w2a97JLQi00VvgAAU9FJREFUQ4fHCwSqEr78+kH4APMEuD4ggeMLNEVGkSV8ES4dkyUJqeLIWq7PctGrOFuCohv+KON4AWU3dK6Shsp6yeXWRjnStlU9MqbKWsnFUGSsysySJIUv35YbYCgyayWXjKlusWM9BdvHDwS+EMznLVZLDoYqU3YDDE1BV2XKrs96OSwnAZoazpI6lR8QGq+R+uvJ9QVl10dXZfwgvJ+oioTlBRRsH0OVWS+5mFq4nPFGrsxqyQEpnClt9pIgBLi+QKo4h7Ki1MZClN22Q6dj58Z6OfJeEtW/F5YLrJYcMgmNTN04biZ7NzIMQq+Y/hDbPKZXYocpZujM52x8ITDU6M2VhiqFLw85e8iSwUrRwfUDEk0CTyR0BdcPWOlixqcV11etvpaD/ulwY80Kf81vcpdQ5PBX5htrm2Xrpf1uzyk6HlZlOWez8rbnM5+z29breAGC5npul+ozubEPm+ng+AFeRWY/CHAqS8ocP8ALwuNe3fF6XWzPp+h4kX0nEAgB1M1g2l64twNAU+RN9SZ0hZLjU3S9moxV2TRFqp3jN5xTlaGRTvtspejUypXc0EnQZKkmfzi7FM54yJXpskDcngMJ7V35d1391fOqe8yEAK/yb7/iQMkSaIqEHwjKdTPc9XpV9VBkGc8PkOTQEVUqHa1UZpgkGbwgQJGlLXZs7O9Q1rBNLwhqs1SKJKFIIITADYLK8rjQaRIidLLqZaxeI/XXU1U3RbptQ7Vii7CtcCmgJEloiozjBfjVqbsWiIoNxW1zbxoLjXbbDp2OnaLjRd5Lovq3YIe21hR5y9iPkr0bGQahV0x/iG0e0yuxw7SD7N1YZDq/zJ7CKhPFdcZKObJWAXI5KBSgVALbBteFoD9LwHYDMyNGZYlE9AO5utRkZsQYsmQwkdLRFHnTy1I9ZcdHU8Jfc/vBfeNmX8tB/3TYN2YiS+Fenij8IHxh3Te2WbZe2u/2nJSuYqoKpSYPtbLjY6gKMyNG23p1VUaiuZ7bpfpO29iHzXTQlXAvTtkJX8r1ikOjV/aLlB0fte54vS6GqoTRniL6TiKcaQkdjPCYocq1PT6uH2yqt+z4JHWFlKbWZKzK5lamRV0/2CRjvQyNdNpnEym9Vi6pKSiyhBuImvy+EEhS6AwFNQdQpuoehfau/Luu/up5RkXWcNYp/LciSciV5X6uL1BkadMLd71eVT38IEBVZEQQzmJVnRdfhHukRBAGRvADscWOjf0dyhq2qcoyolKHL8KldJIkockySGE5QXhMqfuFvP4aqb+eqrr54rYNvYotwrZAkcMljq4fVJakSmx2N7ciVWwo3Tb3prHQaLft0OnYSelq5L0kqn/TRmhr1w+2jP0o2buRYRB6xfSH2OYxvRI7TDuI4bkkXZu0UyZrFxm1CkyUcrCwADdvwvXrcOUKXLoE58/DuXNw4UL495UrcO0a3LgBt26F5ywtweoqrK/DxgYUi2BZ4Djgebff3HaYJ4/PsCdjUnI8ggZHMAgCSo7HVNbkyeMzQ5ftxP4x5iZSrBSdSNlWig6HJlO10MXb5ee+/xiVH+tpXDJd/VuRwnKd0i8d3nniAGlDwwlEZD1OIMiYGu88cWDb7Xd7zr7RBEf2pLmVs2iMWyOE4FbO4uhUmiePz7St98G9WTKG0lTPYNPfouH79n8HhI7J+08e2fRdMx0ypspYUquFga5GfcuYKmOJrccbdd43mojsO0kKX+y9qkyKxKGJJAUrvA4Llsd4SidjqrX6Htk3ysP7RmoyhrLpFCy36TlVGRrptM9O7B+rlZvJGowmNMqOX9vT4/kCQ5XDGU7CfWOaAgjQFQnXD2dIFCn8nSkQojKbJDA1hcmUilR5gU5poVOkqzIJLVxKV7I9RpMas9lEpG2reuQtj7Gkhu2Hoc0dL0AIgeOFS79sP2AsqZG3vC12rCdthE6hIknMZEzGkzq2F5DQZGw3XHaX0BRGE2E5AbieT0IPl+tVx2n9NVJ/PWmKREILZ1IVObyfeL7AVGXShoLtBYwmNSzXJ2957BtJMJ7UQdwOXBKFVJmtEZKEKksEvl8bC1F22w6djp19o4nIe0lU/x6ZTDOe1MmXw+Wt7WTvRoZB6BXTH2Kbx/RK7DANifrod+944XN87P/+P/g/PvcRPvDFT/Kzz32an/z6f+PHvvVX/M/ZG/Dnfw6nTsGXvgTf/CacPRs6T6urUC6HDpBth/8uFiGfD2el1tZgeRkWF2F+PnSmrl6Fy5fh4kV45ZXwc+FCeOzq1c0O1/Jy2EYuF9ZZKoUOl+uC378ADLqu8L4nDmGoCqsll5Lj4wcBJcdnteRiqgrvffzQjuRjUlWZ9zw2R8bUuLpWrm2wz1suV9fKZE2Np0/O9S0fUzql8/aHZ2t/B+L2p8rbH57tKh9Tv3QwTZV3nzyIKkuUPFFZqhPgeAElL1wm9a5HD27Jx9RL+92eI8sSTz00zXhK55XFwqbyrywWGE/pPPngNLqutK33Jx8/zNOPHWqqp65IPLg3gyyF+2U8X+AHIozSVtn4fnRPsuX373j9fVvyMTXToWB7tcAUqiJTsL3bx1WZbCVwRfV4o86yLEX2XRAEIASVSRmOz2Y5MpVBkSWurpVRFJmDE0kKtler76mHpnnbwzM1GQu2x9xk8vY5ssRcwzlVGRrptM9UVa6Vu7Bc4oGZNLoqs152K7M31dkiiepESMH2UWQYq1wnQoKxZGg/yw0ou6HDNZJQubHhsCdtMJE2uLYejolwibCM7flIssSx6QwBItK2VT0m0gaqLId7wiozNOslFyFCx7QaQW4ibWyxY73u55eKPDCd4YGZDBeWi8yMGJiaXAsc4Qfh8uX1ssd4UkdVZBxf1JYuR10jjdeToYVL+/KWhxcIFEXG0BQW8zamJnNsOoPrh+NkdtTkNftHMTQZUZlBirpTVMO7m6pCSlfwhMRM1qjJ1G48dEOnY0eWpch7SVT/Cilc7eBU9G4nezcyDEKvmP4Q2zymV+Kw4kNm7uf/kg/+zz/kn37tz3qvRNMgmQw/qVT4qf678f/tvq/WI3foAMhy+FGU6H/Xf5odrywjicrDNJU1ee/juzMP06HJFE+fvLPzMPWiQ1Qun4yp8a5Hu8/D1K79bs+pz6Vhe+FSiqNTaZ58sH0epsZ62+kZmWdJlXnH61vkYar7vhnNdDg2czvfUifHG3VuplNKV3h1JQ+T7fnYdTmVDFWOrK9RRtsLKlHHmp/Trb6N5zbLw6RIYeACU1PImh3mYZIkkppM2tRq/Q5b8zBNZw32j4d5etrZtj4P07XVErmyi+eHQSlGEhr7x5OcODDW0o719UN0Hia/4jQldYX940lGTJXLK5vzMDW7RqLyMJmazJ5MmIdJQjARkYfJ9nxWO8jDlDZU7p9O8+rZLIIwD1M7u22HTsdOo+6t+rdR73aydyPDIPSK6Q+xzWOqxHmYItgNDhPAf37d2/nfvvVXO9Z+JK0cql4cMb3FjIgk1ZwnxxP8zeUVFgsee0ZM3vzADLqpNXe46o8NmKgs8f2aWYqiUHT48BfOcn3V4r5xk5/7/mNdzSxF0S8dLMvj06evcmPNYt+YyTtPHNgys9Sv9rs9p9Ns7Z3U207PUsnlI89dqPXR+08e2TRz1O77bnXo9ngUUTrpurLp/Nmsya0Nq2V9jW12ck63+rYqZ6oy8xsWayWX8aTGVNbE9oJNx6v9CtT6ejShAhLrZXdLv0eNCVmWOrZtVb687VKwPFKaStH1SJsqGUPryI71Zeq/S2oKgnCTesHySBsqGTOsMwhEx9dIvY5jSY2ZrIlVWeYnASXXr8kBbJJtOm3wzetrnF3IU3YCDk4mcD2BLCSELJibTDFi6pHndjMeuqGbsd9p/3YrezcyDEKvmP4Q2zwGYocpkt3iMPHss/D88+FepGIxXPpW///qv+uPl0o7J28vaFp/HbBEYquTFDV71ckMV2OZmJiYmJiYmJiYe45OfYM4DMhO8MQT4efcuc7PCYKtDlUzZ6tZmUZHrI/7krbgumHwifX1/tQnSaHT1MkSwyhHLOo7rfLLfytHq5N/D2G2KyYmJiYmJiYmZmeIHaY7BVmGdDr89AMhwuARrRysKAetVTmr81xBPclbdfaWlvpTZ3UWrFcnrP54JhP+W1E2LTnsaeYrJiYmJiYmJiZm1xA7TDvJ/fdXMv81+UDr79t9KlGxmh7TtHDWZmKiPyHHff+2U1MoRC8tjJoNa/X9IPNPDWIWrDEYRy8OWDodOmDpdLgXrDFgRiezYdVyUrweOyYmJiYmJiZmO8QO004iSbvrhTbKyar/u5N/j411dn7173by2Hbz5YbdOmLFYljfIO1Xbadfs2C63r0D1li+3gFLpaKjFnbz79gRi4mJiYmJibmHiB2mmNtI0vCDIFQdp+qn/u9OnK5WzljUvz1vs7O1XSesVBrsLJjjhJ9+zYLJ8uZZsE72erVyxNLpcKaycVarmaMV5aw1nhc7YzExMTExMTG7iNhhitlZqk7aMBy1egeq0TmLctbqv2t2zPfDvVv1DlSh0Nzx6sQRG+QsWBCE8hUK/avTMDbn9Op2Niyd3vx3NSJilCMV5Wg1K9Ps79ghi4mJiYmJiemC2GGKuXeof8nuJ/WzWFEOVtT/WzlrjnPbqWkX+bDTmbBBZg+w7fCzutqf+qqzYI2zWu1mw1rtDWt0yDtxyDpxwKLKxsTExMTExNxVxA5TTMx2GfRSxk5mxNrNgpVKkM9vdcQ6DVXf+G/HGay+/Z4FM83t5QFrLKfrzWeqohyxTo9FLU2slu3kExMTExMTE9N3YocpJma30+9w41EzXN1+bDt0nvL5aKcqal9YOydskFhW+FlZ6U99qho9q9WtI1b9JBL9cbobHah652y7x6IcvXjfWUxMTEzMPUDsMMXE3Gv0e2liO+fL91v/HQRbg3G0SshcLEK5vLVcY1nX7Y9+UXgebGyEn36RSPTugEXtC9O04ToyzZYo9uJ8NXPi4hm1mJiYmJgdIHaYYmJitke/Anc0Ol5RjlXUscbjVRwneoarMTBHqyiJjd8NknI5/PRzFqzbMPTtjrVyshvtPwzaOVTNnK5Wzlg7p63xWExMTEzMXU/sMMXExOwOBuV4dTP7VX+sMVBGELSeBes0IXN9Oc/bnq6t8DzI5cJPv+hkGWKz2bCoMrq+PXnqk3zvFJ3sLetkhq3ZbFw7By8mJiYmZuDEDlNMTMzdxSAdr3azXo3/bvcyX42I2Ilz1Ww/WP2xcnl7OrejKsPycn/q07T20Q67XY44bCdip522TpcvdvPpZZ9bTExMzF1M7DDFxMTERNEPx6vdMsNOlhh2s8zN92/v72oXdKOVQ1Z/3Pd7178drhsmZe5XYmZJCveCdRL1sJOZsFQqdOp2M0IMto86pZclj4P4PiYmJmYAxA5TTExMzKDot9NVdaSiZrWq/0+nYXy881mudm07TutZraiAG61mwiyrd3k6kbcqz9JSf+qszoJ1kvurk9mwROLufLGvn2nbSQeuW4et2yWQcTCSmJh7kthh2gF+/Nf+kufqgmudzMIf/e8/tHMC7SBBILixXqboeKR0lX2jCWR5dzxwhi2b5wWcvrbGStFhIqVzYv8Yqrq9SHbreYsP/sUL3Fiz2Ddm8qF/8DCjGbPrenq1heP4nDozz3zOZmbE4MnjM+h6a+dho2DzK898h+urFveNm/zS219NNm00LV8quXzkuQu18u8/eYRkcuusQCe2KBQdPvyFs7W6fu77j5FO3d5n066tVnZqdW6z8yLtZyoN5Q32jTfvD8/1OX1lhdW8xURC4XWzWQgCvn11hbWCxbihcHw8yZcvLrK8XmYqrfHEoQmE5/GZF26wsGEznTV48vg0FyiyJrmM7dE4PJ7iT759jfl1h5nDOv/wkX38z3NLm8uvFFkru2RMFQmJDctlTJc5nlFZW1nH3sijOxaFlRxWLk/Ws5nVApYWVnHyRZKuRdK1EcUiqlVGLpUQxSJKuYxcLkGpiFwqIQ0y2ESfZ8GEJCESSaRUEimVQiSTOGYCz0yEfyeSuIkkUiLBolDZkHUSo1nuPzhFTtaY91WCRIKpmXGmZiaQ0ykCReVWrsz1tTKBEJiaguX6yJLE/rEEkymDMwsbrBYdBLBvLEHG0JjOhuN/YcOi5PqYqowElL2ApKZs+r5geVxfLyFJMJrUmUzp2L4gqSlMJHXOLGywVnYZS2i8enZky70rCEStnU7PaaSxjkb5q8fkhh8J6s8zVRkhBDfWQ8f9vrEEsyP9ubfX2vECEpqCkCQsPyCha8yMJJCV5gFFAgG3NixKbkDSUJkdTdbKB0jczFmUPJ+krrF37PZ3UfVcXy9zcaUEksShyRT7x5Lb0m83P6f7wd2uX0x/kITY6R2zw2NjY4ORkRFyuRzZbHZHZJj7+b9s+t3lX7+3nKbzi3k+++ICF5YKWJ6PqSoc2ZPmqYemOTqVuadk+/zLC3z8y5e5vFLE9QM0RWZuIsV7HpvjLa+a7qnOd/zul/nGlfUtx99wcJQ/+enHOq6nV1t86iuX+eizl1jKW/hCoEgSezIm73viEO96dC7ynKf/8G/5m3PL1N+UJOB7HpjkEz/5XVvK/8Kfv8CffOM6tn/7hdlQZN7xhvv41R95uHasE1v87B+d5pkXbuHXNa5I8PaHZ/mdHz/Rtq1WdvrYly83PfcnHpuLPM/yfP77t25usd8Pv3Yvpqp01B9R4ypjhr+T5S0P1w+w3ICy4yMQ4YSYJKEqEo4vcL0AEQQoQYCKIK1BWlMolB0cx0MSAbIQKEGALPzw35VjmvBJaAqyJGG74YyDockYmoKuyExlDTw/4Oa6jeP7aLIMEni+oPre7AUCTZEZT+uEg0LC1CQsVwACJFjN20iOTdpzGBUOo5KHaVtQKqJZZVKezbjkMSX7aI6FKBSQSkXUchnNtjCcMgnXJunZpD2bhGej2Hbk+NyteKpGWTMpaQYl1aCsGZR1E1dPYBsmZc2gqJkUZZ2iZuCbSdITI4zvGcU1EqxLGkuByqKvYhsGqWyasZQRjhUJLiwVuLxcwnLDICWyJGFqCntHTVRFZnHDxqmMbU2W2Dea5Edev4+TRyYBuLJS4NlzK1xbLWH7Prmy2/acRhrrMBSlJl++7NWO7R9P8sQDExycSG85b63ksJAPnT9JAkWWyZoar7lvhL//2tnaOb3Q2M5ayQEkxpIaY0l9i1ztdKuWB5p+11jXlZUC/8+3b/Hta+vkLQ8BZBIar9k/xt9/3T7m9mS6njW7uFzgC2dXuLhSwvIDDFXh0J40b3lwmiNT2dbn3wE52nbze0jMcOjUN4gdpiHSylmqcq84TecX83zsy5dZLTrMjpgkdZWS43ErZzGe0vmJx+Z27GY1bNk+//ICH3rmDHnLZSKlk9AVyo7PStEhY2p88O3Hu3aamjkIVTp1mnq1xae+cpnf+OxZbM8nqasYqoTtCUqOh6EqfOCpY1ucpqf/8G/54rnmwQTe3OA0/cKfv8Aff+0qgQCZ8LksBASALMGPvekAv/ojD3dki5mRBP/j+VtNyxwYM7m+bjVt6wcfnmUkoUXa6ZXFAhcWCwi2nisBR6bS3D+V3nTeVy+t8MpCARCkDa1mv4IdvrDeP53muw9NtOyPqHG1uGFxM2eBgL2j4a/z19esUDYJMqaK7XpYleB9igSKDE7dCquECuVOg/sJgU6ALALkitNlKIDnoSKhEi4r1CSBLAIcx0MEAboECUUCEeD5Aj8QjCQ0FEXGcn1MTcEPAnIlF0UOHTxdVVAkWC2F+bemMwbjaZ28Fb6cS5LEsZkMBdtjtWCTK/sIIKVXX+gkFFlGU2XkwEd3LMaFg58vIIolNMcm6Vqhc+VamO7tv1OVvxPV773b5RKV48od9KgNJAlHNylqobNV0gzKqoGlJyiqoVNm6yaWblDWzJoTpo+ksTWTRaEipVK843uOMTU9xp+eWWPdDtiTMVgp2PzdlTVsL8BQ5dos0VrZJWWo/NPvObzFabqyUuBPT98gV3LZkzFIaOFYfuFGDoCH940wlTUpuz5LeZuRpMb/68Q+gNp5pipzZiHPSsHGDwSGKjOeMrC9ACEEx2ezPH3yYE9OU718pipzcaVI2fYQSCQNlcMTSSwvqMlV30aUblU9lMoshx+ILd811nVlpcAnnrvCmVsbyBKkExoSsFH2etavlWxRurSk12WO29nT1iYFwG5+D4kZHp36BvGSvCHx47/W3lmqlrvbl+cFgeCzLy6wWnS4fyqNVLmRZUyNtKHyymKBUy8tcHgyPfRp8WHL5nkBH//yZfKWy4GxBHIlz03GlEnpClfXynziucu8+f49HS/PW89bLR0EgG9cWWc9b7VcnterLRzH56PPXsL2fMaTWk2npA6mKrFacvmDL13ina/fX1uet1Gw+ZsWzhLA35xbZqNgk00blEouf/KN6wQCVIlN7QeBwBPwJ393nZ9581xHtpC4Xaa+W4PKO+7VtXD5TrO2nnnhFm85PsXx2ewmOxmyxF+9OI8AFEBRbp/r+wKf8Nf7Hzi2B10Pb8dJTeH6SgkvEKR1mYQmI0kSCQ1cz6foBtxYLZN8QEaRpcj+CAKxZVwFQUCu5CEjIRCsl1xsz6/pFQAly8Ote6/3BYiG1W4dO0sAkoSDQlJTkWWZgutTkmAio7JQDCuaSuv4ssRi3iYwwzFieQJZgsmkimV7WLbLmiaT1SXyJZcxU6FYsrFNj5Qmk9ZkCo6L7XgIVUcOfHJOwCQSjhvOUnmB4MJigayp4nhB+D6FIEAmpatYro+uSqwWHQCOTY2yUHQpKhnyifZ7cqTKJ4j6WwjSeGR9m6TnMIaLVCpi2BaHkxKGY+HnC4wIh+LqBrpjkfbCWS/DsUg6FqZnk3Qskp5F0nXQ/MElZpaFwLTLmPY2oy5+NPzfvwQ8Tcc1E+RlnYJq4OgmJc3ENUxIpbA0gxU0ct/I4L/pCEo63PMVJJKcuVLALAbsnxnDs5M4mCzmbTRVBiFYKjpMj5ikDJWkrnBlpcSzlftJruRycDzBCzc3yJVdZEkilVDDmVXXZ09aJ2d5XFou8uy5ZfZ/V6qre3sQCJ49t1Jr58WbeRwvYKKyjHi97LJUdHhoNsOV1TJfemWF/WNhG5vOnUjW7h0pQyWpyTx7PszJ9sTRCaTKfbRex2pdAM+eW+bSchFNkRhN6rW6JtMy62W3a/1aytbQfkf2GnaOtigali4+97dXYbHAickU0kYegURWlplWBBdvLPPsswUOnzy0eSllv5y5mDuO2GEaEvV7lvpR7k7mxnqZC0sFZkfM2k24iiRJzI6YnF8scGO9zP7x5F0t2+lra1xeKTKR0muORRVZlplI6VxaLnL62hpvOjTRUZ0f/IsXOi73u//kjU2/79UWp87Ms5S3SOpqpE5JXWVxw+LUmXn+3iPhr8C/8sx3aPf7u6iU+81/9Do+8twFbD9Ahi0Pa1mWkH2B7QW86w+/3tYO1bphs7NU/TuoEyyqLckX+AIWCzavarDT6evrt+tu8HdlGfxKuqfT19f57sPhr+oXlguUXB9dlvCC8NdlVZHwg7AdXZYoOh4Xloo8MBP+GtbYH7dy5S3jqmD7WJ6PqoSv8iXHxxfhLJJcUdSN6IRAVF7+G2zRDonbdvUEaJVjgYCyezs+gBeEB6vtCMIpuECA7UvYyKAb5AKBIxT0jMm8F1DWVBRDpiiBZWo4XsB62cVQJSQptJedSZKTLDQZPNejWHaYTWmsCBtNEuED0PfxdQVJCyg5LpYsUAjIOQLLCwi6mBlqLFl7RZQkHEVnVdMp6yoLvkCMCCTgvKmiyjJpQ6Ho+FxbLdfsrSkSjicICPtJENpt/3iCjCJYXlhHKpcYDRwSvo1eLpP0HZKuhW5b6HaZZMXRSng2Kc8m7TskHAvNtki4FinfxrTDGTK57VXYO6rroLoOCWCqXeHP3f6nDDwVUeSfSDK2bmLrBmU9gZJKESSTuKZJWTPZkHRsw+SBbBrHSCAVAvYJDS+RwNETFDWdomKS9jKoeoJVNM4u5FnYsJgdTXSs18KGxbXVEnsyBkUnIFd2SenKbQdDV8iVXIpOOMN2daVUa6P+3MZ7bNG5PfaKTkDavH0DkSRpU10AZxfyBEKQMtRNdUmSREoPx1Y3+rWSrbH9buy1o9QFJllYL3NjcYPZhIrqbf3xYb/qMX91kYX9ycHo16nTtV3HrF2ZmI6JHaaYoVN0PCzPJ6lH34QSusLChkXRGWBSzyYMW7aVooPrBySaBEJI6AqrRYeVyq/enXBjrbMoZO3K9WqL+ZyNLwSGGn0zNlSJkiOYz93eJ3J9tTOZq+Wq/292v5cqb+vLxcH9Cl9rK2wKy9k6C7FRNx0jKmXr/44qV7B9hAgD6wXidjmBCI/LYU7afIPd6/sjalx5QYAQoRMoIW11Eus9nD4TCIGoVi7Ar3NCwu+oGai6SlwQlqvpHIRL8zRZohzcPu4HVOoWNTUUWcLzBY4f4EkymqoQIGO5EnndoKAr6BXHyvMFXiJ0WnJll7LuI8sQjCbIWx6e41C2/XBvVhAuL1REgFTZr6UEAZIIUEVl6aEQyIHPlqEpbo8BUderri+AAFXRcCuzRlKdc1TfJTLgA64f4GoaBTOJpZisK6EuQSBQFAmJcC+Y7YvaTBdSuD8tmwgf+xtlFyEkJjM6ubLLvtEEY5KH7lgEhSIbK+vskTycXJ6k55AVDmq5TMq3///t3Xl8VfWd8PHPWe5+b/YNkiDIpoBVwUoBrUstWrtA61brWBxpFadqfTGDVttHW+s82odOtdNpqX09VK0vbW2L0PowtjozLlTErYBVCyKgEQKEkO0uucs55/f8cZJLQnKzkXCD+b5fr7zCPfd3fud7f/cmnG9+G4G0m5D5M0mCmSQRO03ASuFPJwlZKfyZFL5UOx575H6HG8ohmEoQTCUophkO9V3+rAHUmfZ4MUIhiIQHvPKhZunUfBClqLSIZt1DcXMGbyRCxhcgY3owDZ14JkPGcSjwmxyK2SQ65vQlMjYp26bC03NRm0y2R0Z1+fdhfo/era5kxgYUptFzJIJ7zCaZOVy+P33F1tv1jzd5f32dyVu+e95GcghkX2V0vedfEUc5SZjEMRfymvhNg0TaIuLvuZpZe9rGZxqEvMf+43msYysNefEYOu1pm4i/5y+P9rSNx3B7mgaqutjPm3v776qsLu57tbyhtkVVoQ9Dc+fcBHsJO2W5CxhUFR7+j6qmxA+7+w3ZLdfle64//nceLwt5aB3UGLLB6wzB30vS23lzCvS4gdZylAv7DDTNTQQ61kHoKK9lj2saRI5o967vR2+fK1PXu/QSqWy9Tkcv0wh2LqBrGlrnFTtu3Ls+13kc6PhrthufoXV5zWgYukbGURh697bQDqcFbqLluAtYeA0dXdOwlds7p2nu8MPOduicU6bhlumsF8Cju+dimFiGRn+fos5X1NmMmnLnZXUmVEFDYSpFyqujMjY4bhJm+g0MIKnpGKaJIoVSXe4xutTZeWvlMXSM7OvuaKeOIV6d5x4Zl9vWXY+4leu4CaYC0l4/aa+fmCfMAaOQFr/JgaI0Ou5QrPaMlX1/LBsyjkIHCgMedEPDthXjCn14TYN4yiIWa2da2GBSCAqdNG2H2tixez9hO03ESuFJJ/GlkpTrFsFMEj3Zjqc9wcxCkwKVgUQCqy1Ke2sUX0eP2UjyZtLQkoaW5gGfUwVcneM5W9dJefwkvX4IBsn4A7R7/VT9sRSKIlSZPi5qttwVE8MhN8nqWDGxUPfS2pQm6Q1QVKjwaBEsnx+lu79nkhkHr2EQ9LiP/R4D0LBsB6/Z/XeR1bG4ht9zuHx/gh4Dn+HOWQr5ev5/d+T1jzcf9dc3YPnaeLu4GMrLj/11j8JxlzClUinmzp3L1q1b2bx5M6eddlq+QxqQ+QUDG243Pz+L9x1T1UUBJpeHeau+lfARwweUUuxrTXJKdSHVeejmP9axza4tZmJpiHcbooS8RrchbI7jcCieZnplhNm1xQOu895Fp/D0W/89oHJ9GWpbLDypipWRd9nf1o7f1Hq8pkTaYlxhgIUnVWWP3/mZGax5o77Pe3atoxzAdfMns+q53aRsB8dRPeYVOYDP1Hn02o8z//+82G9bdN6UOqr3OUxd6z7yWgo34agI+1BKdWun2TVFvLq72a3b6b4dU+cfFjXNLddpclmYlzyNRNM2YVPLTvw2dA1Dg6SjKPCZTC4PZc858v0YV+Dv8bkK+wz8pnuDoJQi6DVIWTYZG7SONvNo9BiW1zkscbD/p3Ytbna58dc1CHgg1tFpauodwyi1zuF/7tg8XQOfCZbjDh8MeQ3CPoPWdouigIlyHHcJZq+Brrm9Nl7DHcaolEPIZ1Ic9JLMOMRSGTK2IuQ18RgaflOn3XLQcPB5TAxdoz1jE/a57QNQFDBIWQ72IP4C3C3v1DSUZpDuuMHF1PAaOhldIxQxSaQsMo6ifHwhGrArlqK43MNerYW0rQhoDl5dkUnb4KiO3iuHgK4wS8KklSKV0EhpGTymRtCApJNBKccd+uiobkmcBpiG+3lSykF1tr0GEZ9JxrJRHUl/xrKJ+EwM3U3MbNVxrq2RsTqSUVPDSrvvlaFDumMpco/hzpdrbs8wqbyAKbVFvNcQ44TSIIxT7DIqaGnPEPYZHX9UMaiIuD879W0pTiwN8fEvnkLnUom6o/jDK3XsaIhyQrEfTyaNmUyw64ODJFvbCKTaKTcVU4LgSbVjJtuJN0epMizMZJL2ljaKVIZUaxSViBPoGJ7oT7sLcoxoL5hzuBeMaNPhJ3a430LAJ/o4/0u9HMt4fVj+AAmPHy0UpPixYggG+VoS6pIa7V4fBEOkfAFSXh9Jr59mPKR8AWaZVVTu90C0S4+Z19trV31lgZ/akiA7GqIEuwwxBPf3zcFoimmVkeyiHcebj/rrE8PvuEuYbr31VsaPH8/WrVvzHcqgPH7HZwe0St5HfcEHcG+OLpxVSX1rOzsa3DkynSvDda5Os3BmZV72QTjWsZmmzjULJnLv09uoa27vsUpegd/DkvkTB7UfU1HEzxknFPW7Mlx/+zENtS28XoOvnT2JlX/eTlMi02OVPL9psPSsSd32YyoI+/jktLI+V8n75LSy7H5MwaCHS8+o4dev1mEp0G33Jq7rynWXzqlhfElkQG3RdZW83ubpdK6Sl+tan+lYJa+3dppSEea9hhg2oI44VwMml4d5v7n98HkZm5rSIDsOxEhaDmbGybZfylaYukZ1SYBExiGgab2+H7qu9fq5KgyaxFvdG8SioAfwsKe543VpEBzuVfI66kjZCmwbQwOPqdOSdJfv1TVoTdqYOgQ8Ou0Zh3bLfY0Bj0E87ZC2HQzt8F/QvaaOQiPgM0laadK2Qyxl4fMYFAd1DnYMXy0KmDgofB6NQ3EHXdOYMb6AtmSGeNomkXFw0NBRJFIZ6OgVLQ/7UMCe1hRhn0Eyo+E1urfBkTy6OxerM7Xq/JHoNv/LAaUpdENDKYXPY1BguglGecRLWypDQzRFOOChJZ4hiYGlaRh+L7bjkOmoPFLo42DQT2siQ6o0iA40K2jVIJ6yiKctlKPwaAqfrkinbVAOPuUQMDTaDA07Y+EJKXRDETd1ppQFaGxtpyGRQVMOIa9BTYmP3QfjBH0mKcsmmszg6eiJcjqGQfo97uO2pIXfYxAOmCTSNs3tGcI+ky/OqaG6yM/BWIoPDrnzYaZXRXjjg2Za290VM8O+7ucsnl3d7fedrmucPa2UhliSD5qTlEd8+AuK0U8IsrPLKnlagY9kxsmu4DalY5W89UesktcYS+E4Cp9pUBzyYqfS+FPtzCwyuWxGCeM9KvdGzDm+Z6IxUq1RPMl2fOkR3JgZ8KRTeNIpAuAOQ6xzj5/Q8TVoptnrBsx6KMRiw8vOhCKmezELIqigm6gdckxOK4gwL1iD/k60+7DFYPC4GGrV7XPV8dn0e/Run6GzppbKfkwi67haVvzpp59m+fLlrFmzhpkzZw66hynfy4qD7MPUVdf9D1KWO5xoSkWYhTPzv//BsY6tt/1yJpWFWDJ/dO3DNJi26G0fpooCP0vPGuF9mEydS+cco32Yulyrr3bqdR+mjnO77sPU9bz2TM99mCoK/Hz+1MP7MPX3fvT2uSoImCh1xD5MHb1OWsdwOY+hkerYh6kzgdQ1CHoNQj6TtvYM7Rmn1x7BztsLt3xH703aAq1jGIzHwGe6e/hkbIcPDrWTttyhp2iQsRWejvutjK3weXTKI/6OuU0aQa9OIu109ERpNLQlSVsOHkMj4DV7vD6PoVNZ4GNCSRDQaIylaIyliLZbRFMWactG1zXCPpNplRGWzJ8IkG239rTtzoXqaKuu/U2G5r6Puq6R7mgrjcO9jIau4esYHmXZ7sp8Aa9BedjH3BNLWTCljG37ouw8GMvGBRppy6a+NUnGsrNDGL2GTtBnZnscCwNe5p1YwvwpZby0o5FNu5tojCWJp2ws28E0NEI+E7+hYylF2lYkMzaOowh6TaZWhjl5XAEodyU39/ppNBSlIS8VQZNivwnKYUd9C7sOREmmMu68LRQhj0ZtoR+vBg2t7diZDJpS+DRFbVGAxbN734cpbdu09LIPU01xsNs5RzqyDq9huO817j5MnccmlAY5a+rA9mEydZ2I38NptYV87tRh2oepMUa8NUaytRV/KkW5YVGq2VR7HWYVm5Trdo9ELNbcRlNDM3YsjieZwJdKEuzoBdMTcTT7OJsnFAj0Ot9roPPCun0Ph91esBHS2+fqyM+QGAGjaEjeR24fpgMHDjBnzhzWrVtHWVkZkyZN6jdhSqVSpLpsQNjW1kZtbW1eEyZwlw7vOjxvfsHY6FnqzWjeYftYx2ZZDn/9sJlD8TSlIS+za4sH1bPUm5Zoktv/8Df2NiepLvZz76JT+u1Z6s1Q2yKdtnlm2372t6aoKvSx8KSqbj1LvWmLpbj76XfY05SkpsTPnZ+Zke1Z6k0ikeEXG3dmy183fzLBYM85VwNpi1g8zb/9z/ZsXf98/nTCXeaP9Xetvtqpr3NznZer/QbzfvT2uQK6HZtVWcD/vNfQ7TqOo3jir3XZ9rrk1BreaYhmzzmpPMwvN+3Ovp6vnnkCT721r9fyhQETDY2WdndPqNOqizgQSxFPW/hMnYa2JE0J97mPjSvkzX2tHIqnKQ56qIr4SdrucC8FtGfcDXE13InbfkNnfzRJc8f5vb2+2bXF6LqWbbPOuqKpDO83xtFwV/3q+jPXtd2Kgx6qCtxenefePUA8aVNTEsi+xoOxFEopaguDfNiayA6BO6E4RLtlE/QZxJIW7WkbTdM4sSxETXEwu7T0kXG1Z2y8msZb+1tpaEtTVejjgmmVNMRT7GqMAzCpLERtlzo+bE6wuzGOo1R2vxy941pVET9b9rZwMJpCoZhYFqLQ780Op+28ftd27fxcdT7flsiwuymGpmmUhrzZ9yXkNakM+9iyt+Vwe9cUuSPqbNvtjrJtHMumvilGIpkmZGiUBzy8vbeJlliKYr/BrIqwe04fQyAdR3GgLUkiYxP0GNnhUkceO/Jnoet5flNHKcXeFrcnqKY4wLjC4fnd3vU6AdNdczDZMVSxt7j6e22d5Z1kioYDTaRaowTTSUo1Cz3Z3r23q+NLxRMkWlpJtsYwEgkClrtAh9ZZtvPreOLxuMnTkT1ZRyZfRyZiuZKwYLDbMMS+2l6MEEmYRoZSiosvvpgFCxbwne98h/fff39ACdN3v/tdvve97/U4nu+ESQghhBC96Fw5rEuyNajvon+O0+8wQxIJiMX6L9f5b+vYr2o7ZJp2uBdsIL1cXXu7cj3v6flHOtGH4zBhyuscplwJTVevvfYaGzdupK2tjdtvv31Q9d9+++0sX748+7izh0kIIYQQo5CmuaujGENcnayvhEqSLZeuuzf/4WEacqYUZDIDT7C6Jlq5yrWP4IqISh2+9sGDw1OnxzP4BKyv8oGA7JM0yuS1h6mxsZHGxtyTvAEmTpzIl7/8ZZ566qluq5jYto1hGFx11VU88sgjA7reaJjDJIQQQohRaLC9WV3/PfoH6xxfbNtNmuLx7olYrkQr1wIdXf99PCXFmtZzGOLRzgsbTb1gx2EP03ExJK+uro62tsOTfurr67nwwgv5/e9/z9y5c6mpqRlQPZIwCSGEEGLYHZlADTbhEiNLKUilhtbblSsZ6zJH/rjg9fafWA0mGfP7h94LdhwmTMfFsuITJkzo9jjc0Y08efLkASdLQgghhBAjQtfdL3OIt1X9DSXMdXz0/817dNA09wbf74fS0uGp07K6J1pHJlaD7Q1LJEY2eU6n3a+WluGpT9e794INpjesqgpqa2HWLHf44XHguEiYhBBCCCE+sjrnbQ122JRSfSdUfc3fEkfHNKGgwP0aDkpBMtk90RrIvLC+ErGR7AVzHDe+WGzodWzbBtOnD19MI+i4TJgmTpzIcTCSUAghhBBi5Giae+M+lJ6t/oYN9vWcGH6dq/cNZ49LJnN4LtggN2TOOWRxOO+/h2vhkWPguEyYhBBCCCHEUegcRjgUfSVVfR2T+VrHlsfjfo1UL1hfQxH7+t5ZRyTS/zVHCUmYhBBCCCHEwHUmW0MZQjiYBKvrdxlZlH/D1Qs2ihZ9GChJmIQQQgghxMg7mn22Bjpfq7djQhwlSZiEEEIIIcToNpzztQaz55YQSMIkhBBCCCE+yoZjvpYsjjGmScIkhBBCCCFEb44m2RrK8EGZrzUqScIkhBBCCCHEcDva/bUGuqeW9GqNOEmYhBBCCCGEGC0652sNxUA3MJZerUGRhEkIIYQQQoiPgqEOITyyV2swy76PgWRLEiYhhBBCCCHGspHq1ertuaEsK59nkjAJIYQQQgghhuZoFsY4Tny0X50QQgghhBBCHAVJmIQQQgghhBAiB0mYhBBCCCGEECIHSZiEEEIIIYQQIgdJmIQQQgghhBAiB0mYhBBCCCGEECIHSZiEEEIIIYQQIgdJmIQQQgghhBAiB0mYhBBCCCGEECIHSZiEEEIIIYQQIgdJmIQQQgghhBAiB0mYhBBCCCGEECIHSZiEEEIIIYQQIgdJmIQQQgghhBAiB0mYhBBCCCGEECIHSZiEEEIIIYQQIgdJmIQQQgghhBAiBzPfAYxFE7+1vsex9+/7bB4iyb+7n1zPL189/PjaM+HOL42Otrj1V+v57TuHH18+A/7PV0cutu+vXc/qVw4/XjoX/tcXj+56//Lwen6/7fDjS0+CH14z+Dqv/8l6/rz38OMLq+HBm/qvZ8Uj6/nd3w8/vuxkWLmk7/O+9sB6/mv/4ccXVMH/vSX3Obc/tp5f/+3w4ytPgXuv6ll+IJ+1/ur6wfpnWLUhk318w9kebvvswuzjVRs28YP1h7KPb/tsKTec/QkAfv6XV7jv/zVmn/vW58pYdtbcPs/7/dZ3+Jdf784e/+GVk7j01Bk8+ebfWf74ruzxH33lRBylei37zLadXPfw4Q/BL645iZJAgCtWbcYGDOCuS2u4d90ekhb4TVjzT2eSyGS6lfn2l8Zz37p60g54dfjfV0zie2s+IJFxCHp0Vl45lW//bidtKYsCn8mKz1dzxxMf4HRc14NbUYHP5KdXz+S+9bvY35amyKtojGeIWxrFAZMHvjKDu9btoCGapsiv4TF0WpKK0pBJRcjkULuiKuKhNOKjMWYR8SteereJlqSNqWvMm1JMVaGPp99sIJZ2CBgKx4J2B2wFBV4YV+ClJWnRlHBwFJQGDaqK/AAcjGaIp22KvYoUJlWFPmqLg6Bs9ramsRzFjHEFNLdnKA4YvLMvhq4cWlMOlRGTPS1pAiYEfF4WTC0lkXYoDJi8tquJHQfiKBRVER8zqwvYF00TMmFPSxLLgaDXZHpVhMpCH3WN7SQsi6BpUFnow+81eXtPC7GUTdjvIejVeGN3M2lH45TxEa4/50TWbq3nUDTDieVBigMe9kXTOI5DVaGPuqYkQQM+bEnSlsyQSNuUhXzUloU4/6RyKoJ+nty6l/caopSGvHz2Y+OpLgjyxp5mtu+PYlkZmtstbAVFAS8zqiNEAgZ/2nqAQ7EMAZ/OhadUkExBWyJNa9LCa2j4vAZB08Dr1dhS10pLIkNNcYBPz6xE2RqN8RSaBqVhH1PKw9QUB9F1DcdR7GlOsKsxDsCkshDVhQH2tSWJJjO0JTPEUxZN8TRKQVHIQzLjYGgaJSEvCkVzIoNSiomlIQoDXqqLAui6hmU5vPL+If5nWwNpy+aE0hC1pQHaEjalQQ9+n0F7xuZQLI1SCg2N8oiPE8vD1HaJ74OmOK+/30wyYzOtMsycCSWYpo5lOfz1w2YOxlIopZhUEibkN9jfluRQLI2tFCGfgaHpTCgKcCCW5L2GOH6PwRkTizmhJJS9xt6WduJpi5DXpLooAMCe5gQ7D8ZojKUpDXuZVBbC0DRiKYtYyiLsN4n4PNnXC/Tanp2vZah6i28w9R3t+SNhNMYkRgdNKaXyHcSx0tbWRmFhIa2trRQUFOQlht6SpU5jLWkazW1xrGMbiesNV51DrWco5w32nIGWH0i5/soczfNCiN4ZGmga+EyDqgI/50wvZ8GUMl56r5FNuw7RmsigNAh4DIoCHrymTn1LkkPxFKmMg6MUnXcxmgaGrqEATYGug65pBLwm0yrDnDWlnIKAycMv7eb9Qwls1TOWzntjB1DK/dI18Jk644oCnDO1nAVTy1i/tZ4N7x0ilsqgFHhNnakVYeZPKWNLXQs7GqLEUhaOozB0DV3TsJXCshW246BpGl5Dx1YK23EDMXSNsM/D2VNK+eyp49m2L8rOgzGSlo3fdF9/c3uaN/e00tCWxHIUugZe0yDsNTEMDdtRBLwGE0qCnF5bzIWzKgF4/JW6bu1ZFPDyiUklfOUTE5hSERn0+/ZeQ5Q/v3WgW3yTy8NcOKtyQPUd7fkjYTTGJEbeQHMDSZiOoYHcUOU7UThWRnNbHOvYRuJ6w1XnUOsZynmDPWeg5SWREWJ0MzsmB3gMnZDPxGPoKKXwmzoFQQ+pjMPelnYytsLQQAFp28F2+qwWHQh6dRQaHkOjNOxlb3OSpNXPiUfQAEMHr6ET9LkDc+JpGxSEvAaapkhmHFKW22Pp9+gdrwEs2yaedlAd8SjcBEwBjjpcv9fUCHhMUpYDGhQFPEwpDzO1MkzQa1LfkmDjziZa2zOAwqNr6LpGPG3jdFTkJnV+UBqmoVER8VMY9BBNWuw6GMPQoCDoQUOjJZHBUYpTa4u45YKpg0oI3muI8tBL79MUTzOu0E/Qa5JIW+xrTVIS8vKPCyb2Wd/Rnj8SRmNM4tgYaG4gc5iOkYHetI2Fm7u7nxzYaxxoueF0668Gds2BluvP99cOrJ6BlgN3GN5wlLv+JwOr58hyKx4Z2Hldy33tgYGd01nu9scGVn7WGPh5EuJ45zgdPUMKou0ZGmMpUpZDecSH3zSIp9zhlhpuYpLOOCg3r+iT0iBtKyI+g4yt+LApMehkSce9jlJgO4q2RJqmWBrLdigKGPg8Ol7TIOL3YNkKy1GkLQfHcfCbGmlbZQN1OJx8HfmnassB23Eo9OtYtkNjLEXasgj7THQN9rUmSVs2GdtGKUXYb2I7h2/iFO75yYxDSciD7Sgs22Hbvjbe2tuKx9CoKPAT8Jj4PQaVBT68ps67B6L8+a392aSrP46j+PNbB2iKp5laESbi92DoGhG/h6kVYZriaZ55+0DO+o72/JEwGmMSo48kTOKY6zqPZDjKDaeuc5aGo1x/us5ZGo5yQLc5S0dTruucpcGU6zpnqS9dy3Wds9SXznJd5xn1JTawYkKIPHJwh84ppbCVwnHcYWoZ200+2jM2pq7jqI7EAHf4XX83MDpgOQrLAVPXSNuDj03hDu3rjNNy3O8ohaMOp2xp+3AGl7EVuq5jOe71u8apaW4dXW+99Y6MLG0rLEfrSNAU9a0pokmLaNKioS2F7SgMTQM00pbCcpxu82sUGvGUTcZ2E6qGaIpE2iJl2fg9BpqmdYlDI+I3sR3Fm3ta2dvSPqD22NvSzs6DMcYV+rvV11nnuEI/7zXEctZ3tOePhNEYkxh9JGESQgghRF5puElE57whwJ3foxSOUmiam0R0Up0n9UeBoxy0gZTt/XT3u3IfqG7PHX7kOO5cqs7X4SZUR2RG2ed6uY5yX5+jnGyBtO1kvzK2O1+r8zXbqsv1Dh/G6Wgzj6GTcRxs5cZ2ZCIA7hBIgETGIp62BtQe8bRF0rIJentfMyzgNUhZds76jvb8kTAaYxKjjyRMQgghhMgrhXvTr3UsAgFgaBqGpnX0PtG9h6TzpP5ooGt6jyFwA9V5xY6OnW45mtblka5rblLXeY6moWt6j6RO61pp1+Oa+/p0Tc8W8Bp69stj6OidF8Btm+z1Dh9G72izjO3g0XV3IQtdo7fp6pmOSWBBj0koR7JwpJDXxG8aJHIkD+1pG59p5KzvaM8fCaMxJjH6SMIkjrlrzxzecsPp8hnDW64/S+cObzlwlw4fjnIXVg+sniPLXXbywM7rWu6CqoGd01nuylMGVj48sGJCiDzSoaMXqSNB0jUM3V2owWvqBDyGO/ysI2ExcHtV+puN5OAOxTN1d2ic1xh8bBruHKvOOE2948ZJ09C1w0mI19CzWYvH0HAcB1N3r981TqXcOrrmTE5H1uM1NExddSRBGuMLfUT8JhG/SUWBD0N3V9oDhdfU3GGKXebVaLjLlXsMjVjSoiLiI+g18ZkGyYzdvYdOKaJJC0PX+FhNYXbJ8v5UFwWYXB5mX2uyRxKmlGJfa5IpFeGc9R3t+SNhNMYkRh9JmI6Rga5yNhZWyRvoPkv52I9poPssDdd+TAPdZ2kw+zENdJ+l/soNZJ+l3sr1t89Sb+X62mepq85yve2z1Ju3xsDPkxDHO113F1TQNIgEPJSFffhMnYZoyh0q5TOwHIVCw+/R8Xr0br0quWgKvIZGNGVjGhq1JUH85uBuezoHyHUuWV4Q9FIS9mIaOi3ttrsIhWUTTWYwDQ1Td5M8XddJWgqvfjjQzlXybIceQwQNHXRdpzXpYBo65WEfXtMklrKwlWJcoR+vaeAx3LlIsaSFrh9OGt3FJHT8Hp2meAbD0DENnZPGFTCrupCMrTjQlqQ9Y9GesTnQliJtOUyrjHDhrKoB7zWk6xoXzqqkJORlR0OMaDKD5ThEkxl2NMQoCXlZOLMyZ31He/5IGI0xidFHlhU/xkbz3kPH2mhuC9mH6ejrkX2YhBD96boP07hCP5+cdsQ+TO3uRtF+j0FR0IPX0KlvTXIoNvB9mIJek6mVYc6eWk7EP7B9mDqX/T5yH6Zzp5Uzf0rPfZh8ps6UyjDzJ/fch8nUNbQB7sMU8bv7MF38scP7MKUsd0hYcdBDU6LnPkw+03BX09PdfZiCXoPakiCzJxSzcOYR+zB1tGdhwMu8E0u4cu7R78PUGd+UijALZw5+H6ahnD8SRmNMYuTJPky9GA0JE/R+Y5bvBCFf7n5yfbfV8K49Mz89S7259Vfru62Gd/mM4etZ6s33167vthre0rmD61nqzb88vL7baniXnjTwHqiurv/J+m6r4V1YPbAeqBWPrO+2Gt5lJ/ffA/W1B9Z3WzXvgqq+e6Buf2x9t1Xzrjyl9x6ogXzW+qvrB+ufYdWGTPbxDWd7uO2zC7OPV23YxA/WH8o+vu2zpdxw9icA+PlfXuG+/9eYfe5bnytj2Vlz+zzv91vf4V9+vTt7/IdXTuLSU2fw5Jt/Z/nju7LHf/SVE3GU6rXsM9t2ct3Dhz8Ev7jmJEoCAa5YtRkbd3jTXZfWcO+6PSQt8Juw5p/OJJHJdCvz7S+N57519aQd8Orwv6+YxPfWfEAi4xD06Ky8cirf/t1O2lIWBT6TFZ+v5o4nPsj+BdyDW1GBz+SnV8/kvvW72N+WpsiraIxniFsaxQGTB74yg7vW7aAhmqbIr+ExdFqSitKQSUXI5FC7oirioTTiozFmEfErXnq3iZaku/T0vCnFVBX6ePrNBmJph4ChcCxod8BWUOCFcQVeWpIWTQl335zSoEFVkR+Ag9EM8bRNsVeRwqSq0EdtcRCUzd7WNJajmDGugOb2DMUBg3f2xdCVQ2vKoTJisqclTcCEgM/LgqmlJNIOhQGT13Y1seNAHIWiKuJjZnUB+6JpQibsaUliORD0mkyvilBZ6KOusZ2EZRE0DSoLffi9Jm/vaSGWsgn7PQS9Gm/sbibtaJwyPsL155zI2q31HIpmOLE8SHHAw75oGsdxqCr0UdeUJGjAhy1J2pIZEmmbspCP2rIQ559UTkXQz5Nb9/JeQ5TSkJfPfmw81QVB3tjTzPb9USwrQ3O7ha3cTU9nVEeIBAz+tPUAh2IZAj6dC0+pIJmCtkSa1qSF19DweQ2CpoHXq7GlrpWWRIaa4gCfnlmJsjUa4yk0DUrDPqaUh6kpDqLrGo6j2NOcYFdjHIBJZSGqCwPsa0sSTWZoS2aIpyya4mmUgqKQh2TGwdA0SkJeFIrmRAalFBNLQxQGvFQXBdB1DctyeOX9Q/zPtgbSls0JpSFqSwO0JWxKgx78PoP2jM2hWBqlFBoa5REfJ5aHqe0S3wdNcV5/v5lkxmZaZZg5E0owTR3Lcvjrh80cjKVQSjGpJEzIb7C/LcmhWBpbuUPnDE1nQlGAA7Ek7zXE8XsMzphYzAkloew19ra0E09bhLxmdkjYnuYEOw/GaIylKQ17mVQWwtA0YimLWMoi7DeJ+DzZ1wv02p6dr2WoeotvMPUd7fkjYTTGJEaWJEy9GC0JkxBCCCGEECK/ZONaIYQQQgghhDhKkjAJIYQQQgghRA6SMAkhhBBCCCFEDpIwCSGEEEIIIUQOkjAJIYQQQgghRA6SMAkhhBBCCCFEDpIwCSGEEEIIIUQOkjAJIYQQQgghRA6SMAkhhBBCCCFEDpIwCSGEEEIIIUQOkjAJIYQQQgghRA6SMAkhhBBCCCFEDpIwCSGEEEIIIUQOZr4DOJaUUgC0tbXlORIhhBBCCCFEPnXmBJ05Qi5jKmGKRqMA1NbW5jkSIYQQQgghxGgQjUYpLCzM+bym+kupPkIcx6G+vp5IJIKmafkOZ0xoa2ujtraWDz/8kIKCgnyHMybJe5Bf0v75Je2ff/Ie5Je0f35J++dfX++BUopoNMr48ePR9dwzlcZUD5Ou69TU1OQ7jDGpoKBAflHkmbwH+SXtn1/S/vkn70F+Sfvnl7R//uV6D/rqWeokiz4IIYQQQgghRA6SMAkhhBBCCCFEDpIwiRHl8/m466678Pl8+Q5lzJL3IL+k/fNL2j//5D3IL2n//JL2z7/heA/G1KIPQgghhBBCCDEY0sMkhBBCCCGEEDlIwiSEEEIIIYQQOUjCJIQQQgghhBA5SMIkhBBCCCGEEDlIwiTyIpVKcdppp6FpGlu2bMl3OGPGF77wBSZMmIDf72fcuHFcffXV1NfX5zusMeH9999n6dKlTJo0iUAgwOTJk7nrrrtIp9P5Dm1M+dd//Vfmz59PMBikqKgo3+F85P3sZz9j0qRJ+P1+5syZw4YNG/Id0pjx4osv8vnPf57x48ejaRrr1q3Ld0hjyr333svHP/5xIpEIFRUVLF68mO3bt+c7rDFj1apVfOxjH8tuVjtv3jyefvrpIdcnCZPIi1tvvZXx48fnO4wx57zzzuO3v/0t27dvZ82aNezcuZNLL70032GNCdu2bcNxHB588EHefvtt7r//fn7+859zxx135Du0MSWdTnPZZZdxww035DuUj7wnnniCW265hW9/+9ts3ryZs88+m8985jPU1dXlO7QxIR6Pc+qpp/If//Ef+Q5lTHrhhRf4xje+waZNm3j22WexLIuFCxcSj8fzHdqYUFNTw3333cfrr7/O66+/zvnnn8+iRYt4++23h1SfLCsujrmnn36a5cuXs2bNGmbOnMnmzZs57bTT8h3WmPTHP/6RxYsXk0ql8Hg8+Q5nzFm5ciWrVq1i165d+Q5lzHn44Ye55ZZbaGlpyXcoH1lz585l9uzZrFq1Knvs5JNPZvHixdx77715jGzs0TSNtWvXsnjx4nyHMmYdPHiQiooKXnjhBT75yU/mO5wxqaSkhJUrV7J06dJBnys9TOKYOnDgAF//+td59NFHCQaD+Q5nTGtqauKxxx5j/vz5kizlSWtrKyUlJfkOQ4hhl06neeONN1i4cGG34wsXLmTjxo15ikqI/GltbQWQ3/l5YNs2v/nNb4jH48ybN29IdUjCJI4ZpRTXXHMNy5Yt44wzzsh3OGPWbbfdRigUorS0lLq6Ov7whz/kO6QxaefOnfzkJz9h2bJl+Q5FiGHX2NiIbdtUVlZ2O15ZWcn+/fvzFJUQ+aGUYvny5Zx11lnMmjUr3+GMGX/7298Ih8P4fD6WLVvG2rVrmTFjxpDqkoRJHLXvfve7aJrW59frr7/OT37yE9ra2rj99tvzHfJHykDbv9OKFSvYvHkzzzzzDIZh8NWvfhUZmTt0g21/gPr6ei666CIuu+wyvva1r+Up8o+OobwH4tjQNK3bY6VUj2NCfNTdeOONvPnmm/z617/OdyhjyvTp09myZQubNm3ihhtuYMmSJbzzzjtDqkvmMImj1tjYSGNjY59lJk6cyJe//GWeeuqpbv9Z2raNYRhcddVVPPLIIyMd6kfSQNvf7/f3OL5nzx5qa2vZuHHjkLupx7rBtn99fT3nnXcec+fO5eGHH0bX5e9WR2soPwMyh2lkpdNpgsEgv/vd7/jiF7+YPf7Nb36TLVu28MILL+QxurFH5jDlz0033cS6det48cUXmTRpUr7DGdMuuOACJk+ezIMPPjjoc80RiEeMMWVlZZSVlfVb7t///d+55557so/r6+u58MILeeKJJ5g7d+5IhviRNtD2703n30tSqdRwhjSmDKb99+7dy3nnncecOXN46KGHJFkaJkfzMyBGhtfrZc6cOTz77LPdEqZnn32WRYsW5TEyIY4NpRQ33XQTa9eu5fnnn5dkaRRQSg35fkcSJnHMTJgwodvjcDgMwOTJk6mpqclHSGPKq6++yquvvspZZ51FcXExu3bt4s4772Ty5MnSu3QM1NfXc+655zJhwgR++MMfcvDgwexzVVVVeYxsbKmrq6OpqYm6ujps287uAzdlypTs7yQxPJYvX87VV1/NGWecwbx58/jFL35BXV2dzNs7RmKxGO+991728e7du9myZQslJSU9/j8Ww+8b3/gGjz/+OH/4wx+IRCLZuXuFhYUEAoE8R/fRd8cdd/CZz3yG2tpaotEov/nNb3j++ef505/+NLQKlRB5snv3bgWozZs35zuUMeHNN99U5513niopKVE+n09NnDhRLVu2TO3ZsyffoY0JDz30kAJ6/RLHzpIlS3p9D5577rl8h/aR9NOf/lSdcMIJyuv1qtmzZ6sXXngh3yGNGc8991yvn/UlS5bkO7QxIdfv+4ceeijfoY0J1157bfZ3T3l5ufrUpz6lnnnmmSHXJ3OYhBBCCCGEECIHGUAvhBBCCCGEEDlIwiSEEEIIIYQQOUjCJIQQQgghhBA5SMIkhBBCCCGEEDlIwiSEEEIIIYQQOUjCJIQQQgghhBA5SMIkhBBCCCGEEDlIwiSEEEIIIYQQOUjCJIQQ4ri0f/9+Pv3pTxMKhSgqKsp3OEdF0zTWrVuX7zCEEEL0QhImIYQQfbrmmmtYvHhxvsPo4f7772ffvn1s2bKFd999t9cy3/3ud9E0jWXLlnU7vmXLFjRN4/333+9xzsKFCzEMg02bNg0ojgcffJBTTz01m7idfvrp/OAHPxj06xFCCDE6ScIkhBDiuLRz507mzJnD1KlTqaioyFnO7/ezevXqnElVV3V1dbz88svceOONrF69ut/yq1evZvny5dx8881s3bqVl156iVtvvZVYLDao1yKEEGL0koRJCCHEUXnhhRc488wz8fl8jBs3jm9961tYlpV9PhqNctVVVxEKhRg3bhz3338/5557Lrfcckuf9a5atYrJkyfj9XqZPn06jz76aPa5iRMnsmbNGn71q1+haRrXXHNNznqmT5/Oeeedx3e+851+X8tDDz3E5z73OW644QaeeOIJ4vF4n+WfeuopLr/8cpYuXcqUKVOYOXMmV155Jd///vezZV577TU+/elPU1ZWRmFhIeeccw5//etf+6x37969XHHFFRQXF1NaWsqiRYu69YY9//zznHnmmdlerQULFvDBBx/0+/qEEEIMniRMQgghhmzv3r1cfPHFfPzjH2fr1q2sWrWK1atXc88992TLLF++nJdeeok//vGPPPvss2zYsKHfhGHt2rV885vf5J//+Z956623uP766/nHf/xHnnvuOcBNQi666CIuv/xy9u3bx49//OM+67vvvvtYs2YNr732Ws4ySikeeugh/uEf/oGTTjqJadOm8dvf/rbPequqqti0aVOfyUo0GmXJkiVs2LCBTZs2MXXqVC6++GKi0Wiv5ROJBOeddx7hcJgXX3yRv/zlL4TDYS666CLS6TSWZbF48WLOOecc3nzzTV5++WWuu+46NE3rM1YhhBBDpIQQQog+LFmyRC1atKjX5+644w41ffp05ThO9thPf/pTFQ6HlW3bqq2tTXk8HvW73/0u+3xLS4sKBoPqm9/8Zs5rzp8/X33961/vduyyyy5TF198cfbxokWL1JIlS/qM/a677lKnnnqqUkqpL3/5y+r8889XSim1efNmBajdu3dnyz7zzDOqvLxcZTIZpZRS999/v1qwYEGf9dfX16tPfOITClDTpk1TS5YsUU888YSybTvnOZZlqUgkop566qnsMUCtXbtWKaXU6tWre7RpKpVSgUBA/fnPf1aHDh1SgHr++ef7jE0IIcTwkB4mIYQQQ/b3v/+defPmdevdWLBgAbFYjD179rBr1y4ymQxnnnlm9vnCwkKmT5/eb70LFizodmzBggX8/e9/H3Ks99xzDxs2bOCZZ57p9fnVq1dzxRVXYJomAFdeeSWvvPIK27dvz1nnuHHjePnll/nb3/7GzTffTCaTYcmSJVx00UU4jgNAQ0MDy5YtY9q0aRQWFlJYWEgsFqOurq7XOt944w3ee+89IpEI4XCYcDhMSUkJyWSSnTt3UlJSwjXXXMOFF17I5z//eX784x+zb9++IbeLEEKIvknCJIQQYsiUUj2GgimlAHep7K7/7q1MX3o752iGnU2ePJmvf/3rfOtb3+px/aamJtatW8fPfvYzTNPENE2qq6uxLItf/vKX/dY9a9YsvvGNb/DYY4/x7LPP8uyzz/LCCy8A7iqDb7zxBg888AAbN25ky5YtlJaWkk6ne63LcRzmzJnDli1bun29++67fOUrXwHcuVYvv/wy8+fP54knnmDatGkDXtVPCCHE4EjCJIQQYshmzJjBxo0buyUgGzduJBKJUF1dzeTJk/F4PLz66qvZ59va2tixY0ef9Z588sn85S9/6XZs48aNnHzyyUcV75133sm7777Lb37zm27HH3vsMWpqati6dWu3JOWBBx7gkUce6baIRX9mzJgBkF0wYsOGDdx8881cfPHFzJw5E5/PR2NjY87zZ8+ezY4dO6ioqGDKlCndvgoLC7PlTj/9dG6//XY2btzIrFmzePzxxwfTFEIIIQbIzHcAQgghRr/W1la2bNnS7VhJSQn/9E//xAMPPMBNN93EjTfeyPbt27nrrrtYvnw5uq4TiURYsmQJK1asoKSkhIqKCu666y50Xe+zt2jFihVcfvnlzJ49m0996lM89dRTPPnkk/zXf/3XUb2OyspKli9fzsqVK7sdX716NZdeeimzZs3qdvyEE07gtttuY/369SxatKhHfTfccAPjx4/n/PPPp6amhn379nHPPfdQXl7OvHnzAJgyZQqPPvooZ5xxBm1tbaxYsYJAIJAzxquuuoqVK1eyaNEi7r77bmpqaqirq+PJJ59kxYoVZDIZfvGLX/CFL3yB8ePHs337dt59912++tWvHlXbCCGE6J30MAkhhOjX888/z+mnn97t684776S6upr//M//5NVXX+XUU09l2bJlLF26tNsS3j/60Y+YN28en/vc57jgggtYsGABJ598Mn6/P+f1Fi9ezI9//GNWrlzJzJkzefDBB3nooYc499xzj/q1rFixgnA4nH38xhtvsHXrVi655JIeZSORCAsXLsy5J9MFF1zApk2buOyyy5g2bRqXXHIJfr+f//7v/6a0tBSAX/7ylzQ3N3P66adz9dVXc/PNN/e5b1QwGOTFF19kwoQJfOlLX+Lkk0/m2muvpb29nYKCAoLBINu2beOSSy5h2rRpXHfdddx4441cf/31R9kyQggheqOpgQwkF0IIIYZJPB6nurqaf/u3f2Pp0qX5DkcIIYTokwzJE0IIMaI2b97Mtm3bOPPMM2ltbeXuu+8G6HWImxBCCDHaSMIkhBBixP3whz9k+/bteL1e5syZw4YNGygrK8t3WEIIIUS/ZEieEEIIIYQQQuQgiz4IIYQQQgghRA6SMAkhhBBCCCFEDpIwCSGEEEIIIUQOkjAJIYQQQgghRA6SMAkhhBBCCCFEDpIwCSGEEEIIIUQOkjAJIYQQQgghRA6SMAkhhBBCCCFEDv8fYhFmoGnmLT0AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "# Adding a small constant to avoid log(0)\n", "df_filtered['Log_NA_Sales'] = np.log(df_filtered['NA_Sales'] + 0.01)\n", "df_filtered['Log_JP_Sales'] = np.log(df_filtered['JP_Sales'] + 0.01)\n", "sns.regplot(x='Log_NA_Sales', y='Log_JP_Sales', data=df_filtered,\n", " scatter_kws={'alpha':0.5}, line_kws={'color':'red'})\n", "plt.title('Log-Transformed Relationship Between NA Sales and JP Sales (2010-2014)')\n", "plt.xlabel('Log of NA Sales')\n", "plt.ylabel('Log of JP Sales')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 36, "id": "90463fb3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.regplot(x='NA_Sales', y='JP_Sales', data=df_filtered,\n", " scatter_kws={'alpha':0.2, 's': 20}, line_kws={'color':'red'})\n", "plt.title('Relationship Between NA Sales and JP Sales (2010-2014) with Adjusted Point Opacity and Size')\n", "plt.xlabel('NA Sales (in millions)')\n", "plt.ylabel('JP Sales (in millions)')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 37, "id": "80a3e807", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.regplot(x='NA_Sales', y='JP_Sales', data=df_filtered,\n", " scatter_kws={'alpha':0.5}, line_kws={'color':'red'})\n", "plt.xlim(0, 5) # Adjust limits based on your data\n", "plt.ylim(0, 2.5)\n", "plt.title('Zoomed Relationship Between NA Sales and JP Sales (2010-2014)')\n", "plt.xlabel('NA Sales (in millions)')\n", "plt.ylabel('JP Sales (in millions)')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 38, "id": "8363761f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": "code", "execution_count": 39, "id": "53efb9a8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_22852\\1098487685.py:3: SettingWithCopyWarning: \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", " df_filtered['Log_NA_Sales'] = np.log(df_filtered['NA_Sales'] + 0.01)\n", "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_22852\\1098487685.py:4: SettingWithCopyWarning: \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", " df_filtered['Log_JP_Sales'] = np.log(df_filtered['JP_Sales'] + 0.01)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 8))\n", "# Apply log transformation and add a small constant to avoid log(0)\n", "df_filtered['Log_NA_Sales'] = np.log(df_filtered['NA_Sales'] + 0.01)\n", "df_filtered['Log_JP_Sales'] = np.log(df_filtered['JP_Sales'] + 0.01)\n", "\n", "# Use scatterplot from seaborn to plot the data with color by 'Genre'\n", "sns.scatterplot(x='Log_NA_Sales', y='Log_JP_Sales', data=df_filtered, hue='Genre', alpha=0.5, palette='Set2')\n", "\n", "plt.title('Log-Transformed Relationship Between NA Sales and JP Sales by Genre (2010-2014)')\n", "plt.xlabel('Log of NA Sales')\n", "plt.ylabel('Log of JP Sales')\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": 44, "id": "974b3fed", "metadata": {}, "outputs": [], "source": [ "genre_sales = df.groupby('Genre')['Global_Sales'].sum().sort_values(ascending=False)\n" ] }, { "cell_type": "code", "execution_count": 45, "id": "cbeec534", "metadata": {}, "outputs": [], "source": [ "top_4_genres = genre_sales.head(4).index\n" ] }, { "cell_type": "code", "execution_count": 46, "id": "63263820", "metadata": {}, "outputs": [], "source": [ "top_genres_df = df[df['Genre'].isin(top_4_genres)]\n" ] }, { "cell_type": "code", "execution_count": 47, "id": "eb7bd99a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.boxplot(x='Genre', y='Global_Sales', data=top_genres_df)\n", "plt.title('Distribution of Global Sales for Top 4 Game Genres')\n", "plt.xlabel('Genre')\n", "plt.ylabel('Global Sales (in millions)')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 48, "id": "1f207cb1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "sns.violinplot(x='Genre', y='Global_Sales', data=top_genres_df)\n", "plt.title('Distribution of Global Sales for Top 4 Game Genres')\n", "plt.xlabel('Genre')\n", "plt.ylabel('Global Sales (in millions)')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 54, "id": "df85a208", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_22852\\689221707.py:1: SettingWithCopyWarning: \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", " top_genres_df['Log_Global_Sales'] = np.log1p(top_genres_df['Global_Sales'])\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": 56, "id": "f907b136", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_22852\\86292373.py:2: FutureWarning: Passing `palette` without assigning `hue` is deprecated.\n", " sns.swarmplot(x='Genre', y='Log_Global_Sales', data=top_genres_df, palette='Set2')\n", "C:\\Users\\Luke Holmes\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 74.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", " warnings.warn(msg, UserWarning)\n", "C:\\Users\\Luke Holmes\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 65.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", " warnings.warn(msg, UserWarning)\n", "C:\\Users\\Luke Holmes\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 57.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", " warnings.warn(msg, UserWarning)\n", "C:\\Users\\Luke Holmes\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 80.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", " warnings.warn(msg, UserWarning)\n", "C:\\Users\\Luke Holmes\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 77.9% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", " warnings.warn(msg, UserWarning)\n", "C:\\Users\\Luke Holmes\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 69.4% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", " warnings.warn(msg, UserWarning)\n", "C:\\Users\\Luke Holmes\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 61.8% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", " warnings.warn(msg, UserWarning)\n", "C:\\Users\\Luke Holmes\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 82.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", " warnings.warn(msg, UserWarning)\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.swarmplot(x='Genre', y='Log_Global_Sales', data=top_genres_df, palette='Set2')\n", "plt.title('Swarm 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": 57, "id": "be9e4560", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Luke Holmes\\AppData\\Local\\Temp\\ipykernel_22852\\1324788717.py:2: FutureWarning: Passing `palette` without assigning `hue` is deprecated.\n", " sns.stripplot(x='Genre', y='Log_Global_Sales', data=top_genres_df, palette='Set2', jitter=True, alpha=0.5)\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": 58, "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": 59, "id": "cad3f86b", "metadata": {}, "outputs": [ { "data": { "image/png": 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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": 61, "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": 64, "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": 66, "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": 69, "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": 71, "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": 75, "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": 76, "id": "ff842b2a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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": 77, "id": "880c525e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "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": 79, "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": 80, "id": "86f8b5a9", "metadata": {}, "outputs": [ { "data": { "image/png": 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Oli9fTnBwMN9++22yrf/69u3L0KFDad68OcuXL2f79u3s3LmTsmXLpuq67iU1r1da34OU2NnZUaNGDYYNG8ayZcs4d+4cbdq0Yffu3dY1Dy5cuIC9vf09X8NLly4BKX/G/f39rcdvu9vvwr59+5K9x56enpimed/fhfbt2+Ps7Gxdt+LgwYPs3LmTTp06WesULFiQtWvXkjNnTnr16kXBggUpWLAgU6dOvWfbqRUaGoq/vz8DBw68a52ZM2fi4uJCgwYNuHr1KlevXqVMmTLkz5+fsLAwkpKS0txv8eLFCQ0N5euvv+bMmTNMmjSJS5cuMXToUODW+hD16tVj8eLFDBw4kHXr1rFjxw5+//13IPn/q/4rtb9/AN999x0dO3bkq6++omrVqmTLlo0OHToQERGR5msSERG5TbsYiEi6sLe3p1atWqxevZrw8HCbm5ISJUoAJFvI7fa3sYMHD6ZFixYptlu0aNEHiiel/e59fHwoU6ZMsm+nb7tz8cSU2gwKCmLlypXs2LGDq1ev2iQIgoKCGDFiBNu2bSM2NtYmQfAwfWfPnt1mwb7bMuJG4PZ7Mm3atLvupnB7ETrDMFKMIS1x2dnZWRclBKhbty4VK1Zk5MiRtG/fnoCAAAC+/vprOnTowJgxY2zOv3jxIlmyZEl1fw8qI94Dd3d3Bg8ezHfffcf+/fsByJEjB0lJSURERNx1UcPbCY3w8PBkuzKcO3fOZpQD3P13wdXVNcXFGG8fv5esWbPSrFkz5s6dy+jRo5k9ezYuLi60a9fOpt4LL7zACy+8QFJSErt27WLatGmEhobi6+tL27Zt79nH/bi6ujJixAjeeOMNfvrpp2THjx49yubNmwFsRoj816pVq2jUqNEDx2AYBn369GHUqFHW93D//v38+eefhIWF0bFjR2vdY8eO3be91P7+3a47ZcoUpkyZwpkzZ1i2bBnvvPMOkZGRrFy58oGvSUREnm1KEIhIuhk8eDC//PIL3bt354cffsDR0fGe9YsWLUrhwoX5888/k934ZYQmTZrw888/U7BgQbJmzfpAbdSsWZNFixYxYcIEcubMaZ1CALcSBJcuXWLatGnWuunRd1BQED///DMXL1603kBYLBYWLlz4QNcAdx95Ub16dbJkycLBgwd5880373q+k5MTzz33HIsXL2bChAnWaQbXrl1j+fLlDxXXJ598QnBwMKNHj+bzzz8Hbt2I3Y75tp9++ol///2XQoUK3fe6HtbDvgd3Js1uuz3c/HaCqGHDhowdO5YZM2YwatSoFNu6PV3g66+/tu7aALBz504OHTrEkCFD7htPkyZNGDNmDNmzZ3/grSQ7derE999/z88//8zXX3/NSy+9dNdkjb29PVWqVKFYsWLMnz+fP/7446ETBHBrusDkyZN55513km0XOXPmTAC+/PJLm88I3Pp8NGvWjFmzZqU6QXC39/DcuXNER0dTsWJF4P8SMnd+Xm9/lu8ltb9/d8qbNy9vvvkm69atY8uWLak+T0RE5E5KEIhIuqlevTqffPIJvXv3pkKFCrzxxhuULFkSOzs7wsPDrVuLeXl5Wc/5/PPPadiwIfXr1yckJITcuXNz+fJlDh06xB9//PFQN8F3GjVqFGvWrKFatWq89dZbFC1alNjYWE6dOsXPP//MZ599luwb2TvdvulfsmQJL7/8ss2xUqVKkT17dpYsWULu3LkpXLhwuvQ9ZMgQli9fTu3atRkyZAiurq589tln1rnId26Tlxq354l/8cUXeHp64uLiQmBgINmzZ2fatGl07NiRy5cv8/LLL5MzZ04uXLjAn3/+yYULF5gxYwYA77//Pg0aNKBu3br069ePpKQkxo0bh7u7u3UY9IMICgqiUaNGzJ49m3feeYfAwECaNGlCWFgYxYoVo0yZMuzevZsJEyYke80KFiyIq6sr8+fPp3jx4nh4eODv73/f0SH387DvQcmSJalduzYNGzakYMGCxMbGsn37diZOnIivry9dunQBbn3j/tprrzF69GjOnz9PkyZNcHZ2Zs+ePbi5udG7d2+KFi3KG2+8wbRp07Czs6Nhw4acOnWKoUOHEhAQQJ8+fe57PaGhoSxatIgaNWrQp08fypQpg8Vi4cyZM6xevZp+/fpRpUqVe7ZRr1498uTJQ8+ePYmIiLCZXgDw2Wef8euvv9K4cWPy5s1LbGysdcRCnTp1rPVu37yn5hv2O9nb2zNmzBheeukl4P/WJElMTGTu3LkUL16crl27pnhu06ZNWbZsGRcuXCBHjhz37euNN97g6tWrtGzZklKlSmFvb8/hw4eZPHkydnZ2DBo0CIBixYpRsGBB3nnnHUzTJFu2bCxfvpw1a9bctw8PD49U/f5FRUVRs2ZNXnnlFYoVK4anpyc7d+5k5cqVdx2NJSIikiqZukSiiDyV9u7da3bq1MkMDAw0nZ2dTRcXF7NQoUJmhw4dkq2mbpq3tk1r3bq1mTNnTtPR0dH08/Mza9WqZX722WfWOrdX+75z1fX169cnW43/btudmaZpXrhwwXzrrbfMwMBA09HR0cyWLZtZsWJFc8iQIeb169dTdX1+fn4mYE6fPj3ZsdurnLdv3/6B++aOXQxM0zQ3bdpkVqlSxXR2djb9/PzMAQMGmOPGjTMB8+rVq/e99qCgIDMoKMimbMqUKWZgYKBpb2+fbOX/jRs3mo0bNzazZctmOjo6mrlz5zYbN25sLly40KaNZcuWmWXKlDGdnJzMvHnzmh9++GGKuwWk5G7bHJqmaf7111+mnZ2d2alTJ9M0b22h16VLFzNnzpymm5ub+fzzz5ubNm1K8bq+/fZbs1ixYqajo6PNa3m3XQxS+3ql9j1Iyeeff262aNHCLFCggOnm5mY6OTmZBQsWNLt3727dhvG2pKQkc/LkyWapUqVMJycn09vb26xataq5fPlymzrjxo0zixQpYjo6Opo+Pj7mq6++mqytoKAgs2TJkinGdP36dfO9994zixYtau2ndOnSZp8+fcyIiIh7Xs9t7777rgmYAQEB1h1Hbtu2bZv50ksvmfny5TOdnZ3N7Nmzm0FBQeayZcts6uXLl8/Mly/fffv67y4Gd6pWrZoJWN/LpUuXmoA5ZcqUu7a3cuVKEzAnTpyYiis1zVWrVpmdO3c2S5QoYXp7e5sODg5mrly5zBYtWpjbtm2zqXvw4EGzbt26pqenp5k1a1azVatW5pkzZ5L9bqe0zaFp3v/3LzY21uzevbtZpkwZ08vLy3R1dTWLFi1qDh8+3IyJiUnV9YiIiKTEME3TfNRJCREReXj16tXj1KlTHD16NLNDeWbpPRAREZGniaYYiIg8Afr27Uv58uUJCAjg8uXLzJ8/nzVr1ljnWUvG03sgIiIiTzslCEREngBJSUkMGzaMiIgIDMOgRIkSzJs3j1dffTWzQ3tm6D14Opmmed/tDu3t7VPcDUJERORpoykGIiIi8swKCwtLtsDindavX09wcPCjCUhERCQTKUEgIiIiz6xLly5x8uTJe9YpWrQonp6ejygiERGRzKMEgYiIiIiIiIiQ9s2zRUREREREROSpo0UKAYvFwrlz5/D09NQiRCIiIiIizzDTNLl27Rr+/v7Y2en7VHm2KEEAnDt3joCAgMwOQ0REREREHhP//PMPefLkyewwRB4pJQjAuvDQP//8g5eXVyZHIyIiIiIimSU6OpqAgAAtTirPJCUIwDqtwMvLSwkCERERERHR1GN5JmlSjYiIiIiIiIgoQSAiIiIiIiIiShCIiIiIiIiICI/BGgTXrl1j6NChLFmyhMjISMqXL8/UqVOpXLkycGubkZEjR/LFF19w5coVqlSpwieffELJkiWtbcTFxdG/f3++/fZbbt68Se3atfn000+16qiIiIiIiDxTTNMkMTGRpKSkzA5FHhOOjo7Y29unqm6mJwi6du3K/v37mTdvHv7+/nz99dfUqVOHgwcPkjt3bsaPH8+kSZMICwujSJEijB49mrp163LkyBHryqKhoaEsX76cBQsWkD17dvr160eTJk3YvXt3ql8IERERERGRJ1l8fDzh4eHcuHEjs0ORx4hhGOTJkwcPD4/71zVN03wEMaXo5s2beHp68uOPP9K4cWNrebly5WjSpAnvv/8+/v7+hIaGMmjQIODWaAFfX1/GjRtHt27diIqKIkeOHMybN482bdoAcO7cOQICAvj555+pX7/+feOIjo7G29ubqKgo7WIgIiIiIvIMe1LvDSwWC3///Tf29vbkyJEDJycn7cQgmKbJhQsXuHHjBoULF77vF+iZOoLg9tAXFxcXm3JXV1c2b97MyZMniYiIoF69etZjzs7OBAUFsXXrVrp168bu3btJSEiwqePv70+pUqXYunVrigmCuLg44uLirM+jo6Mz4OpEREREREQejfj4eCwWCwEBAbi5uWV2OPIYyZEjB6dOnSIhIeG+CYJMXaTQ09OTqlWr8v7773Pu3DmSkpL4+uuv2b59O+Hh4URERADg6+trc56vr6/1WEREBE5OTmTNmvWude40duxYvL29rY+AgIAMuDoREREREZFHy85O69CLrbSMJMn0T8+8efMwTZPcuXPj7OzMxx9/zCuvvGKT2bjzgkzTvO9F3qvO4MGDiYqKsj7++eefh78QERERERERkSdYpicIChYsyMaNG7l+/Tr//PMPO3bsICEhgcDAQPz8/ACSjQSIjIy0jirw8/MjPj6eK1eu3LXOnZydnfHy8rJ5iIiIiIiIiDzLMj1BcJu7uzu5cuXiypUrrFq1imbNmlmTBGvWrLHWi4+PZ+PGjVSrVg2AihUr4ujoaFMnPDyc/fv3W+uIiIiIPAgzIREzLv7WI1FbhomIyNMt07c5XLVqFaZpUrRoUY4dO8aAAQMoWrQonTp1wjAMQkNDGTNmDIULF6Zw4cKMGTMGNzc3XnnlFQC8vb3p0qUL/fr1I3v27GTLlo3+/ftTunRp6tSpk8lXJyIiIk8a0zQhMQli40jcugfz4lUMOzuMfP7YVy4Fponh5JjZYYqIPJUiIiIYO3YsP/30E2fPnsXb25vChQvz6quv0qFDBy3AmMEyPUEQFRXF4MGDOXv2LNmyZaNly5Z88MEHODre+sM7cOBAbt68Sc+ePbly5QpVqlRh9erVeHp6WtuYPHkyDg4OtG7dmps3b1K7dm3CwsLuu0KjiIiIyH+ZFgskJJLwzU9Y9h+D/+4GvXM/icvWY/9CBRwaPI+hf2eIiKSrEydOUL16dbJkycKYMWMoXbo0iYmJHD16lFmzZuHv78+LL76YIX3Hx8fj5OSUIW0/SQzT/O9fvmfTk7rXqYiIiKQvMz6B+KnzMMMv3rOeXcUSOLZpiOGgJIHI0+ZJvTeIjY3l5MmTBAYGJttG/knRoEEDDhw4wOHDh3F3d092/PZC9FFRUQwYMIClS5cSGxtLpUqVmDx5MmXLlgVgxIgRLF26lH79+jF06FCuXLlCw4YN+fLLL61fNAcHB1OqVCmcnJyYO3cuJUuWZOPGjRw8eJD+/fvz22+/4e7uTr169Zg8eTI+Pj6P9LVIT2n5bDw2axCIiIiIZCYzPoHEpb/eNzkAYNl9EMuBvzGTLI8gMhGRp9+lS5dYvXo1vXr1SjE5ALd2tzNNk8aNGxMREcHPP//M7t27qVChArVr1+by5cvWusePH2fp0qWsWLGCFStWsHHjRj788EOb9ubMmYODgwNbtmzh888/Jzw8nKCgIMqVK8euXbtYuXIl58+fp3Xr1hl67Y+TTJ9iICIiIvK4SPrjYKrrJm7chVPJwhkYjYjIs+PYsWPWten+y8fHh9jYWAB69epF/fr1+euvv4iMjMTZ2RmAjz76iKVLl/LDDz/wxhtvAGCxWAgLC7OOGHjttddYt24dH3zwgbXtQoUKMX78eOvzYcOGUaFCBcaMGWMtmzVrFgEBARw9epQiRYpkzMU/RpQgEBEREQGS/jwC8Qmprm+eOgcxN8Db8/6VRUQkVQzDsHm+Y8cOLBYL7du3Jy4ujt27d3P9+nWyZ89uU+/mzZscP37c+jx//vw269blypWLyMhIm3MqVapk83z37t2sX78eDw+PZHEdP35cCQIRERGRZ4GZlARXotN+3rUbGEoQiIg8tEKFCmEYBocPH7YpL1CgAACurq7ArZEBuXLlYsOGDcnayJIli/Xn24ve32YYBhaL7bSwO6cyWCwWmjZtyrhx45K1nStXrlRfy5NMCQIRERERww4cH+CfRVqkUEQkXWTPnp26desyffp0evfufdd1CCpUqEBERAQODg7kz58/XWOoUKECixYtIn/+/Dg4PJu3ylqkUERERJ55hp2BXfECaTvJzQUjR9aMCUhE5Bn06aefkpiYSKVKlfjuu+84dOgQR44c4euvv+bw4cPY29tTp04dqlatSvPmzVm1ahWnTp1i69atvPfee+zateuh+u/VqxeXL1+mXbt27NixgxMnTrB69Wo6d+5MUlJSOl3l4+3ZTIuIiIiI3MHIkRUjwA/zn4hU1bevUgaSLGCvUQQiIumhYMGC7NmzhzFjxjB48GDOnj2Ls7MzJUqUoH///vTs2RPDMPj5558ZMmQInTt35sKFC/j5+VGjRg18fX0fqn9/f3+2bNnCoEGDqF+/PnFxceTLl48GDRpgZ/dsfLdumKZpZnYQme1J3etURERE0o+ZlITl5L8kfPYdWO7zzyNPd5wHdsZwd300wYnII/Ok3hukZa97ebak5bPxbKRBRERERO7DsLfHLl8uHF97Eezv8U8kLw+cerUDZ6dHF5yIiMgjoCkGIiIiIv+f4eiIXYkCOL/XjcQNO0nauR9u3Np/2/DJgn31Ctj/rwzY22NogUIREXnKKEEgIiIi8h+GoyN4O+LQ8AUcmtaE+Hiws7u1Y0GSBeNBdjsQERF5AugvnIiIiEgKDKf/v4e2i/P/FT4ji1SJiMizSX/lREREREREREQJAhERERERERFRgkBEREREREREUIJARERERERERFCCQERERERERERQgkBERERERESeImFhYWTJkiWzw3giKUEgIiIiIiIimWrr1q3Y29vToEGDNJ2XP39+pkyZYlPWpk0bjh49mo7RPTuUIBAREREREREATIuFpGNnSPrjIEnHzmBaLI+k31mzZtG7d282b97MmTNnHqotV1dXcubMmU6RPVuUIBARERERERGS9h0l7v3PSfh0AQlfryDh0wXEvf85Sfsy9tv4mJgYvv/+e3r06EGTJk0ICwuzOb5s2TIqVaqEi4sLPj4+tGjRAoDg4GBOnz5Nnz59MAwDwzCAlKcYzJgxg4IFC+Lk5ETRokWZN2+ezXHDMPjqq6946aWXcHNzo3DhwixbtizDrvlxpQSBiIiIiIjIMy5p31ESwpZC1DXbA1HXSAhbmqFJgu+++46iRYtStGhRXn31VWbPno1pmgD89NNPtGjRgsaNG7Nnzx7WrVtHpUqVAFi8eDF58uRh1KhRhIeHEx4enmL7S5Ys4e2336Zfv37s37+fbt260alTJ9avX29Tb+TIkbRu3Zp9+/bRqFEj2rdvz+XLlzPsuh9HShCIiIiIiIg8w0yLhYQl6+5ZJ2HpugybbjBz5kxeffVVABo0aMD169dZt+5WPB988AFt27Zl5MiRFC9enLJly/Luu+8CkC1bNuzt7fH09MTPzw8/P78U2//oo48ICQmhZ8+eFClShL59+9KiRQs++ugjm3ohISG0a9eOQoUKMWbMGGJiYtixY0eGXPPjSgkCERERERGRZ5jlxNnkIwfudPXarXrp7MiRI+zYsYO2bdsC4ODgQJs2bZg1axYAe/fupXbt2g/Vx6FDh6hevbpNWfXq1Tl06JBNWZkyZaw/u7u74+npSWRk5EP1/aRxyOwAREREREREJBNFX0/femkwc+ZMEhMTyZ07t7XMNE0cHR25cuUKrq6u6dLP7fUJ/tvHnWWOjo7JzrE8okUaHxcaQSAiIiIiIvIs8/JI33qplJiYyNy5c5k4cSJ79+61Pv7880/y5cvH/PnzKVOmjHW6QUqcnJxISkq6Zz/Fixdn8+bNNmVbt26lePHi6XIdTxONIBAREREREXmG2RXIA96e955mkMXzVr10tGLFCq5cuUKXLl3w9va2Ofbyyy8zc+ZMJk+eTO3atSlYsCBt27YlMTGRX375hYEDBwKQP39+fvvtN9q2bYuzszM+Pj7J+hkwYACtW7emQoUK1K5dm+XLl7N48WLWrl2brtfzNNAIAhERERERkWeYYWeH40v3nufv2Lw2hl363j7OnDmTOnXqJEsOALRs2ZK9e/fi5eXFwoULWbZsGeXKlaNWrVps377dWm/UqFGcOnWKggULkiNHjhT7ad68OVOnTmXChAmULFmSzz//nNmzZxMcHJyu1/M0MMzb+0c8w6Kjo/H29iYqKgovL6/MDkdERERERDLJk3pvEBsby8mTJwkMDMTFxeWB2kjad/TWbgb/HUmQxRPH5rWxL1MknSKVRy0tnw1NMRARERERERHsyxTBrlShW7sVRF8HLw/sCuRJ95ED8vhSgkBERERERESAW9MN7AvlzewwJJMoFSQiIiIiIiIiShCIiIiIiIiIiBIEIiIiIiIiIoISBCIiIiIiIiKCEgQiIiIiIiIighIEIiIiIiIiIoISBCIiIiIiIiKCEgQiIiIiIiLyBBkxYgTlypXL7DCeSkoQiIiIiIiICACmJYm4U7u4uX8lcad2YVqSHkm/W7duxd7engYNGjyS/tLq1KlTGIbB3r17MzuUDOWQ2QGIiIiIiIhI5rt5+FeiV03Aci3SWmbnmROv+gNwLVYrQ/ueNWsWvXv35quvvuLMmTPkzZs3Q/vLTPHx8Tg5OWV2GCnK1BEEiYmJvPfeewQGBuLq6kqBAgUYNWoUFovFWsc0TUaMGIG/vz+urq4EBwdz4MABm3bi4uLo3bs3Pj4+uLu78+KLL3L27NlHfTkiIiIiIiJPpJuHf+XqDwNskgMAlmuRXP1hADcP/5phfcfExPD999/To0cPmjRpQlhYmM3xDz/8EF9fXzw9PenSpQuxsbHWY6tWrcLFxYWrV6/anPPWW28RFBRkfb5161Zq1KiBq6srAQEBvPXWW8TExFiP58+fnzFjxtC5c2c8PT3JmzcvX3zxhfV4YGAgAOXLl8cwDIKDgwEIDg4mNDTUpu/mzZsTEhJi0/bo0aMJCQnB29ub119/PVUxZYZMTRCMGzeOzz77jOnTp3Po0CHGjx/PhAkTmDZtmrXO+PHjmTRpEtOnT2fnzp34+flRt25drl27Zq0TGhrKkiVLWLBgAZs3b+b69es0adKEpKRHMxxGRERERETkSWVakoheNeGedaJXf5Rh0w2+++47ihYtStGiRXn11VeZPXs2pmkC8P333zN8+HA++OADdu3aRa5cufj000+t59apU4csWbKwaNEia1lSUhLff/897du3B+Cvv/6ifv36tGjRgn379vHdd9+xefNm3nzzTZs4Jk6cSKVKldizZw89e/akR48eHD58GIAdO3YAsHbtWsLDw1m8eHGarnHChAmUKlWK3bt3M3To0FTH9KgZ5u1XPhM0adIEX19fZs6caS1r2bIlbm5uzJs3D9M08ff3JzQ0lEGDBgG3Rgv4+voybtw4unXrRlRUFDly5GDevHm0adMGgHPnzhEQEMDPP/9M/fr17xtHdHQ03t7eREVF4eXllTEXKyIiIiIij70n9d4gNjaWkydPEhgYiIuLS5rOjTu1i8tfd7tvvWyvfo5z/koPGuJdVa9endatW/P222+TmJhIrly5+Pbbb6lTpw7VqlWjbNmyzJgxw1r/f//7H7Gxsdb1AN5++23279/PunXrAFi9ejVNmzYlIiKCrFmz0qFDB1xdXfn888+tbWzevJmgoCBiYmJwcXEhf/78vPDCC8ybNw+4NZLdz8+PkSNH0r17d06dOkVgYCB79uyxWSAxODiYcuXKMWXKFGtZ8+bNyZIli3UkRP78+SlfvjxLliyx1klNTOklLZ+NTB1B8Pzzz7Nu3TqOHj0KwJ9//snmzZtp1KgRACdPniQiIoJ69epZz3F2diYoKIitW7cCsHv3bhISEmzq+Pv7U6pUKWudO8XFxREdHW3zEBEREREReRZZrl9M13ppceTIEXbs2EHbtm0BcHBwoE2bNsyaNQuAQ4cOUbVqVZtz7nzevn17NmzYwLlz5wCYP38+jRo1ImvWrMCte8awsDA8PDysj/r162OxWDh58qS1nTJlylh/NgwDPz8/IiNtp1w8qEqVbBMrqY3pUcvURQoHDRpEVFQUxYoVw97enqSkJD744APatWsHQEREBAC+vr425/n6+nL69GlrHScnJ+ub/986t8+/09ixYxk5cmR6X46IiIiIiMgTx87DJ13rpcXMmTNJTEwkd+7c1jLTNHF0dOTKlSupauO5556jYMGCLFiwgB49erBkyRJmz55tPW6xWOjWrRtvvfVWsnP/uxiio6OjzTHDMGzWx0uJnZ0ddw7KT0hISFbP3d3d5nlqY3rUMjVB8N133/H111/zzTffULJkSfbu3UtoaCj+/v507NjRWs8wDJvzTNNMVnane9UZPHgwffv2tT6Pjo4mICDgIa5ERERERETkyeSUtzx2njmTLVD4X3ZevjjlLZ+u/SYmJjJ37lwmTpxoMyIcbk09nz9/PsWLF+f333+nQ4cO1mO///57srZeeeUV5s+fT548ebCzs6Nx48bWYxUqVODAgQMUKlTogWO9vevAnevc5ciRg/DwcOvzpKQk9u/fT82aNe/ZXnrElBEydYrBgAEDeOedd2jbti2lS5fmtddeo0+fPowdOxYAPz8/gGQjASIjI62jCvz8/IiPj0+WXfpvnTs5Ozvj5eVl8xAREREREXkWGXb2eNUfcK8aeNXrj2Fnn679rlixgitXrtClSxdKlSpl83j55ZeZOXMmb7/9NrNmzWLWrFkcPXqU4cOHJ9vVDm5NM/jjjz/44IMPePnll23m2g8aNIht27bRq1cv9u7dy99//82yZcvo3bt3qmPNmTMnrq6urFy5kvPnzxMVFQVArVq1+Omnn/jpp584fPgwPXv2TLajQkrSI6aMkKkJghs3bmBnZxuCvb29dRhHYGAgfn5+rFmzxno8Pj6ejRs3Uq1aNQAqVqyIo6OjTZ3w8HD2799vrSMiIiIiIiJ351qsFllenoCdZ06bcjsvX7K8PB7XYrXSvc+ZM2dSp04dvL29kx1r2bIle/fupXDhwgwbNoxBgwZRsWJFTp8+TY8ePZLVL1y4MJUrV2bfvn3W3QtuK1OmDBs3buTvv//mhRdeoHz58gwdOpRcuXKlOlYHBwc+/vhjPv/8c/z9/WnWrBkAnTt3pmPHjnTo0IGgoCACAwPvO3ogvWLKCJm6i0FISAhr167l888/p2TJkuzZs4c33niDzp07M27cOODWVohjx45l9uzZFC5cmDFjxrBhwwaOHDmCp6cnAD169GDFihWEhYWRLVs2+vfvz6VLl9i9ezf29vfPcj2pK5WKiIiIiEj6elLvDR5mF4P/Mi1JxJ/Zg+X6Rew8fHDKWz7dRw7Io5WWz0amrkEwbdo0hg4dSs+ePYmMjMTf359u3boxbNgwa52BAwdy8+ZNevbsyZUrV6hSpQqrV6+2JgcAJk+ejIODA61bt+bmzZvUrl2bsLCwVCUHRERERERE5BbDzj5DtjKUJ0OmjiB4XDypWUIREREREUlfT+q9QXqNIJCnT1o+G5m6BoGIiIiIiIiIPB6UIBARERERERERJQhERERERERERAkCEREREREREUEJAhERERERERFBCQIRERERERERQQkCEREREREREUEJAhEREREREXkMBQcHExoamqZzDMNg6dKlj6Svp5FDZgcgIiIiIiIijwfTksSViD3E37iIk5sPWf3KY9jZZ2ifISEhzJkzJ1n59u3bKV68eLr2tWHDBmrWrMmVK1fIkiWLtXzx4sU4Ojqma19PIiUIREREREREhMgTv3Jk6wTiYiKtZc7uOSlabQA5C9TK0L4bNGjA7Nmzbcpy5MiBvX3GJiduy5Yt2yPp53GnKQYiIiIiIiLPuMgTv7JvzQCb5ABAXEwk+9YMIPLErxnav7OzM35+fjaP2rVr2wz7Dw8Pp3Hjxri6uhIYGMg333xD/vz5mTJlik1bFy9e5KWXXsLNzY3ChQuzbNkyAE6dOkXNmjUByJo1K4ZhEBISAiSfYpA/f37GjBlD586d8fT0JG/evHzxxRc2/WzdupVy5crh4uJCpUqVWLp0KYZhsHfv3vR+eR4ZJQhERERERESeYaYliSNbJ9yzzpGtH2Fakh5RRCnr0KED586dY8OGDSxatIgvvviCyMjIZPVGjhxJ69at2bdvH40aNaJ9+/ZcvnyZgIAAFi1aBMCRI0cIDw9n6tSpd+1v4sSJVKpUiT179tCzZ0969OjB4cOHAbh27RpNmzaldOnS/PHHH7z//vsMGjQoYy78EVKCQERERERE5Bl2JWJPspEDd4qLOc+ViD0ZFsOKFSvw8PCwPlq1amVz/PDhw6xdu5Yvv/ySKlWqUKFCBb766itu3ryZrK2QkBDatWtHoUKFGDNmDDExMezYsQN7e3vrVIKcOXPi5+eHt7f3XWNq1KgRPXv2pFChQgwaNAgfHx82bNgAwPz58zEMgy+//JISJUrQsGFDBgwYkH4vSCbRGgQiIiIiIiLPsPgbF9O13oOoWbMmM2bMsD53d3enXbt21udHjhzBwcGBChUqWMsKFSpE1qxZk7VVpkwZm3Y8PT1THGlwP/9txzAM/Pz8rO0cOXKEMmXK4OLiYq3z3HPPpbmPx40SBCIiIiIiIs8wJzefdK33INzd3SlUqNBdj5ummeryO3cjMAwDi8WS5pju1Y5pmhiGkaoYnySaYiAiIiIiIvIMy+pXHmf3nPes4+zuS1a/8o8oouSKFStGYmIie/b83zSHY8eOcfXq1TS14+TkBEBS0sOtp1CsWDH27dtHXFyctWzXrl0P1ebjQAkCERERERGRZ5hhZ0/RaveaP29QtFp/DLtHs+VgSooVK0adOnV444032LFjB3v27OGNN97A1dU12Tf595IvXz4Mw2DFihVcuHCB69evP1A8r7zyChaLhTfeeINDhw6xatUqPvroI4A0xfO4UYJARERERETkGZezQC3K1J2QbCSBs7svZeqOJ2eBWpkU2f+ZO3cuvr6+1KhRg5deeonXX38dT09Pm3UA7id37tyMHDmSd955B19fX958880HisXLy4vly5ezd+9eypUrx5AhQxg2bBhAmuJ53Bjm0zBR4iFFR0fj7e1NVFQUXl5emR2OiIiIiIhkkif13iA2NpaTJ08SGBj4UDeopiWJKxF7iL9xESc3H7L6lc/UkQP3cvbsWQICAli7di21a9fO7HCYP38+nTp1IioqCldX18wOxyotnw0tUigiIiIiIiLArekG2fwrZXYYKfr111+5fv06pUuXJjw8nIEDB5I/f35q1KiRKfHMnTuXAgUKkDt3bv78808GDRpE69atH6vkQFopQSAiIiIiIiKPvYSEBN59911OnDiBp6cn1apVY/78+cl2G3hUIiIiGDZsGBEREeTKlYtWrVrxwQcfZEos6UVTDHhyhxGJiIiIiEj6elLvDdJrioE8fdLy2dAihSIiIiIiIiKiBIGIiIiIiIiIKEEgIiIiIiIiIihBICIiIiIiIiIoQSAiIiIiIiIiKEEgIiIiIiIiIihBICIiIiIiIk+I4OBgQkNDMzuMp5YSBCIiIiIiIgKAxZLEv+d38feplfx7fhcWS1KG9xkSEoJhGHTv3j3ZsZ49e2IYBiEhIQAsXryY999/P8NjelY5ZHYAIiIiIiIikvlOnFnHlt0TiLkRaS1zd8tJ9YoDKJC3dob2HRAQwIIFC5g8eTKurq4AxMbG8u2335I3b15rvWzZsmVoHM86jSAQERERERF5xp04s47VmwbaJAcAYm5cYPWmgZw4sy5D+69QoQJ58+Zl8eLF1rLFixcTEBBA+fLlrWV3TjH49NNPKVy4MC4uLvj6+vLyyy9bj1ksFsaNG0ehQoVwdnYmb968fPDBBxl6HU86JQhERERERESeYRZLElt2TwDMFI7eKtuy+6MMn27QqVMnZs+ebX0+a9YsOnfufNf6u3bt4q233mLUqFEcOXKElStXUqNGDevxwYMHM27cOIYOHcrBgwf55ptv8PX1zdBreNJpioGIiIiIiMgzLPzCnmQjB2yZxNw4T/iFPeT2rZRhcbz22msMHjyYU6dOYRgGW7ZsYcGCBWzYsCHF+mfOnMHd3Z0mTZrg6elJvnz5rKMNrl27xtSpU5k+fTodO3YEoGDBgjz//PMZFv/TQAkCERERERGRZ9iNmxfTtd6D8vHxoXHjxsyZMwfTNGncuDE+Pj53rV+3bl3y5ctHgQIFaNCgAQ0aNOCll17Czc2NQ4cOERcXR+3aGbt2wtNGUwxERERERESeYW6ud78Jf5B6D6Nz586EhYUxZ86ce04vAPD09OSPP/7g22+/JVeuXAwbNoyyZcty9epV60KHkjZKEIiIiIiIiDzDcuUoj7tbTsC4Sw0DdzdfcuUof5fj6adBgwbEx8cTHx9P/fr171vfwcGBOnXqMH78ePbt28epU6f49ddfKVy4MK6urqxbl7GLKz5tNMVARERERETkGWZnZ0/1igNYvWkgt5IE/12s8FbSoHrF/tjZ2Wd4LPb29hw6dMj6872sWLGCEydOUKNGDbJmzcrPP/+MxWKhaNGiuLi4MGjQIAYOHIiTkxPVq1fnwoULHDhwgC5dumT4dTyplCAQERERERF5xhXIW5t6L4xny+4JNgsWurvlpHrF/hTI++jm8nt5eaWqXpYsWVi8eDEjRowgNjaWwoUL8+2331KyZEkAhg4dioODA8OGDePcuXPkypWL7t27Z2ToTzzDNM2U9rJ4pkRHR+Pt7U1UVFSqP4wiIiIiIvL0eVLvDWJjYzl58iSBgYG4uLg8cDsWSxLhF/Zw4+ZF3Fx9yJWj/CMZOSAZJy2fDY0gEBEREREREeDWdIOM3MpQHm+Zukhh/vz5MQwj2aNXr14AmKbJiBEj8Pf3x9XVleDgYA4cOGDTRlxcHL1798bHxwd3d3defPFFzp49mxmXIyIiIiIiIvLESvMIglOnTrFp0yZOnTrFjRs3yJEjB+XLl6dq1appHsqyc+dOkpKSrM/3799P3bp1adWqFQDjx49n0qRJhIWFUaRIEUaPHk3dunU5cuQInp6eAISGhrJ8+XIWLFhA9uzZ6devH02aNGH37t33XdRCRERERERERG5JdYLgm2++4eOPP2bHjh3kzJmT3Llz4+rqyuXLlzl+/DguLi60b9+eQYMGkS9fvlS1mSNHDpvnH374IQULFiQoKAjTNJkyZQpDhgyhRYsWAMyZMwdfX1+++eYbunXrRlRUFDNnzmTevHnUqVMHgK+//pqAgADWrl17120x4uLiiIuLsz6Pjo5O7csgIiIiIiIi8lRK1RSDChUqMGnSJF599VVOnTpFREQEu3fvZvPmzRw8eJDo6Gh+/PFHLBYLlSpVYuHChWkOJD4+nq+//prOnTtjGAYnT54kIiKCevXqWes4OzsTFBTE1q1bAdi9ezcJCQk2dfz9/SlVqpS1TkrGjh2Lt7e39REQEJDmeEVERERERESeJqlKELz//vvs2rWLN998k7x58yY77uzsTHBwMJ999hmHDh0if/78aQ5k6dKlXL16lZCQEAAiIiIA8PX1tann6+trPRYREYGTkxNZs2a9a52UDB48mKioKOvjn3/+SXO8IiIi8mBM08QSZ2ImmJjxt34WERGRzJeqKQaNGzdOdYM+Pj74+PikOZCZM2fSsGFD/P39bcoNw7B5bppmsrI73a+Os7Mzzs7OaY5RREREHpyZdCsRkHDKwo1fE0iKNMEOHAPscKvriH12A8Ph3n/jRUREJOOkeReDP/74g7/++sv6/Mcff6R58+a8++67xMfHP1AQp0+fZu3atXTt2tVa5ufnB5BsJEBkZKR1VIGfnx/x8fFcuXLlrnVEREQk85mJJpZrJpfHxHJlfCxxu5JIPGMh8ZSFm5sSuTTsJlc/jcOMMzEtGlEgIiKSGdKcIOjWrRtHjx4F4MSJE7Rt2xY3NzcWLlzIwIEDHyiI2bNnkzNnTpuRCoGBgfj5+bFmzRprWXx8PBs3bqRatWoAVKxYEUdHR5s64eHh7N+/31pHREREMp8ZC5c/jCXxrOWudeIPJHF5Uiwk3bWKiIiIZKA0JwiOHj1KuXLlAFi4cCE1atTgm2++ISwsjEWLFqU5AIvFwuzZs+nYsSMODv8348EwDEJDQxkzZgxLlixh//79hISE4ObmxiuvvAKAt7c3Xbp0oV+/fqxbt449e/bw6quvUrp0aeuuBiIiIpK5zHiTa9/HY7ly/5EBif9/+oGZoFEEIiICGzZswDAMrl69+tBtbdmyhdKlS+Po6Ejz5s0fur2nUZoTBKZpYrHcyv6vXbuWRo0aARAQEMDFixfTHMDatWs5c+YMnTt3TnZs4MCBhIaG0rNnTypVqsS///7L6tWr8fT0tNaZPHkyzZs3p3Xr1lSvXh03NzeWL1+Ovb19mmMRERGR9GdaIHZ3Yqrr39iYCPozLiKSKZLMJPZf3MWmsyvZf3EXSWbGD+sKCQnBMAwMw8DR0ZECBQrQv39/YmJiHqi94OBgQkNDk5X37duXcuXKcfLkScLCwh4u6KdUqhYp/K9KlSoxevRo6tSpw8aNG5kxYwYAJ0+efKB5//Xq1cM0U/6WwDAMRowYwYgRI+56vouLC9OmTWPatGlp7ltEREQyXtzeREh9fgDLJZOkCBMHfy1YKCLyKG07t46Z+ydwKTbSWpbdJSddSg2gqn/tDO27QYMGzJ49m4SEBDZt2kTXrl2JiYmhTZs26dbH8ePH6d69O3ny5HngNuLj43Fyckq3mB43aR5BMGXKFP744w/efPNNhgwZQqFChQD44YcfNO9fREREbJimieVa2s+zxGiKgYjIo7Tt3DrG7xpokxwAuBR7gfG7BrLt3LoM7d/Z2Rk/Pz8CAgJ45ZVXaN++PUuXLk1W79KlS7Rr1448efLg5uZG6dKl+fbbb63HQ0JC2LhxI1OnTrWOSjh16hSGYXDp0iU6d+6MYRjWEQQbN27kueeew9nZmVy5cvHOO++QmPh/We3g4GDefPNN+vbti4+PD3Xr1rVOe1i1ahXly5fH1dWVWrVqERkZyS+//ELx4sXx8vKiXbt23LhxI0Nft/SW5hEEZcqUsdnF4LYJEyZoWL+IiIjYMAwDw+0BznNJ/1hERCRlSWYSM/dPAFJKzpqAwaz9H/FcrmDsjUdzz+fq6kpCQkKy8tjYWCpWrMigQYPw8vLip59+4rXXXqNAgQJUqVKFqVOncvToUUqVKsWoUaMAyJEjB+Hh4RQtWpRRo0bRpk0bvL29+ffff2nUqBEhISHMnTuXw4cP8/rrr+Pi4mIzin3OnDn06NGDLVu2YJqmdae9ESNGMH36dNzc3GjdujWtW7fG2dmZb775huvXr/PSSy8xbdo0Bg0a9Ehes/SQ5gTBbfHx8URGRlrXI7gtb968Dx2UiIiIPD1cyjpwzS4e7r6BgQ07LwMH/zQPchQRkQd06NKeZCMHbJlcjD3PoUt7KOVTKcPj2bFjB9988w21ayef1pA7d2769+9vfd67d29WrlzJwoULqVKlCt7e3jg5OeHm5oafn5+1np+fH4Zh4O3tbS3/9NNPCQgIYPr06RiGQbFixTh37hyDBg1i2LBh2Nnd+ltUqFAhxo8fb23rdoJg9OjRVK9eHYAuXbowePBgjh8/ToECBQB4+eWXWb9+/dOdIDh69ChdunRh69atNuWmaWIYBklJ2ptIRERE/o/hBM6l7Yn7M3X/RnB93uHWVocamCgi8khciU3dYvOprfcgVqxYgYeHB4mJiSQkJNCsWTOmTZvGwYMHbeolJSXx4Ycf8t133/Hvv/8SFxdHXFwc7u7uae7z0KFDVK1aFcP4vzVvqlevzvXr1zl79qz1y+9KlVJOipQpU8b6s6+vL25ubtbkwO2yHTt2pDmuzJTmBEGnTp1wcHBgxYoV5MqVy+bFFBEREUnGATxaOxH/903M+0zFtM9p4FbfEcNJ/74QEXlUsrr4pGu9B1GzZk1mzJiBo6Mj/v7+ODo6AiRLEEycOJHJkyczZcoUSpcujbu7O6GhocTHx6e5z9tfct9ZBtiU3y35cDvG2/X/+/x22Z0j7h93aU4Q7N27l927d1OsWLGMiEdERESeMoadgb03ZBvgypUpsViiUl6A0CG3QdY+LhiOKR4WEZEMUjx7ebK75ORS7AVSXofAwMclJ8Wzl8+wGNzd3a0L4N/Lpk2baNasGa+++ioAFouFv//+m+LFi1vrODk5pWpke4kSJVi0aJFNomDr1q14enqSO3fuB7ySJ1uaJ/iVKFGCixczbmiJiIiIPH0MRwP7nAY+Y1zx6uKEY0E7DM9b6w04lbQny9vOZHvPFcPdwLDX6AERkUfJ3rCnS6kB///Znf8PvvW8c6n+j2yBwnspVKgQa9asYevWrRw6dIhu3bpZ1wS4LX/+/Gzfvp1Tp05x8eLFu36L37NnT/755x969+7N4cOH+fHHHxk+fDh9+/a1rj/wrEnzVY8bN46BAweyYcMGLl26RHR0tM1DREREJCWGg4HhYOBS0YGsfV3I+ZE7OSa4kaWHM07F7DHsDAw7JQdERDJDVf/aDKw0nuwuOWzKfVxyMrDSeKr6J18wMDMMHTqUChUqUL9+fYKDg/Hz86N58+Y2dfr374+9vT0lSpQgR44cnDlzJsW2cufOzc8//8yOHTsoW7Ys3bt3p0uXLrz33nuP4EoeT4Z5e5JFKt3OpKQ0V+NJXaQwOjoab29voqKi8PLyyuxwREREREQkkzyp9waxsbGcPHmSwMBAXFwefK/YJDOJQ5f2cCX2IlldfCievfxjMXJAHlxaPhtpXoNg/fr1DxyYiIiIiIiIPL7sDftHspWhPJ7SnCAICgrKiDhEREREREREJBOlOUEAcPXqVWbOnMmhQ4cwDIMSJUrQuXNnvL290zs+EREREREREXkE0rxI4a5duyhYsCCTJ0/m8uXLXLx4kUmTJlGwYEH++OOPjIhRRERERERERDJYmkcQ9OnThxdffJEvv/wSB4dbpycmJtK1a1dCQ0P57bff0j1IEREREREREclYaU4Q7Nq1yyY5AODg4MDAgQOpVEmLWYiIiIiIiIg8idI8xcDLyyvFfST/+ecfPD090yUoEREREREREXm00pwgaNOmDV26dOG7777jn3/+4ezZsyxYsICuXbvSrl27jIhRRERERERERDJYmqcYfPTRRxiGQYcOHUhMTATA0dGRHj168OGHH6Z7gCIiIiIiIiIZwTAMlixZQvPmzTM7lMdCmkcQODk5MXXqVK5cucLevXvZs2cPly9fZvLkyTg7O2dEjCIiIiIiIvKUCgkJwTAMDMPA0dGRAgUK0L9/f2JiYjI7tGdOmkcQ3Obm5kbp0qXTMxYRERERERHJREmmhb0X/+Fi3HV8nD0o5xOAvZHm75XTrEGDBsyePZuEhAQ2bdpE165diYmJYcaMGRnet/yfVCUIWrRoQVhYGF5eXrRo0eKedRcvXpwugYmIiIiIiMij8+u5w0zct5rI2GvWspwunvQrU49a/sUytG9nZ2f8/PwAeOWVV1i/fj1Lly7l5s2bXL16laVLl1rrhoaGsnfvXjZs2MCpU6cIDAxM1l5QUBAbNmwgODiYjRs3Jjt+8uRJ8ufPn6z833//pW/fvqxevRo7Ozuef/55pk6dmmLdp1GqUkHe3t4YhmH9+V4PERERERERebL8eu4wg3YsskkOAETGXmPQjkX8eu7wI43H1dWVhISE+9YLCAggPDzc+tizZw/Zs2enRo0awK0vsP97vEWLFhQtWhRfX99kbd24cYOaNWvi4eHBb7/9xubNm/Hw8KBBgwbEx8en+zU+jlI1gmD27Nkp/iwiIiIiIiJPtiTTwsR9q+9ZZ9JfawjKVeSRTDfYsWMH33zzDbVr175vXXt7e+vIg9jYWJo3b07VqlUZMWIEANmyZbPWnTx5Mr/++ivbt2/H1dU1WVsLFizAzs6Or776yvoF+ezZs8mSJQsbNmygXr166XB1j7eMf3dFRERERETksbX34j/JRg7c6fzNaPZe/CfDYlixYgUeHh64uLhQtWpVatSowbRp09LURpcuXbh27RrffPMNdna2t7q//PIL77zzDt999x1FihRJ8fzdu3dz7NgxPD098fDwwMPDg2zZshEbG8vx48cf+NqeJKkaQVC+fHlrBuV+/vjjj4cKSERERERERB6di3HX07Xeg6hZsyYzZszA0dERf39/HB0dAbCzs8M0TZu6KU09GD16NCtXrmTHjh14enraHDt48CBt27blww8/vOcoAIvFQsWKFZk/f36yYzly5HiQy3ripCpBoD0hRUREREREnk4+zh7pWu9BuLu7U6hQoWTlOXLkYP/+/TZle/futSYQABYtWsSoUaP45ZdfKFiwoE3dS5cu0bRpU1q0aEGfPn3uGUOFChX47rvvyJkzJ15eXg9xNU+uVCUIhg8fntFxiIiIiIiISCYo5xNAThfPe04z8HX1opxPwCOM6pZatWoxYcIE5s6dS9WqVfn666/Zv38/5cuXB2D//v106NCBQYMGUbJkSSIiIgBwcnIiW7ZstGjRAldXV0aMGGE9BrcSD/b29jZ9tW/fngkTJtCsWTNGjRpFnjx5OHPmDIsXL2bAgAHkyZPn0V14JtEaBCIiIiIiIs8we8OOfmXuvQBf39J1H8kChXeqX78+Q4cOZeDAgVSuXJlr167RoUMH6/Fdu3Zx48YNRo8eTa5cuayPFi1aAPDbb79x4MAB8ufPb3P8n3+Sr6fg5ubGb7/9Rt68eWnRogXFixenc+fO3Lx585kZUWCYd07oSEHWrFlTvQbB5cuXHzqoRy06Ohpvb2+ioqKemTdeRERERESSe1LvDWJjYzl58iSBgYG4uLg8UBu/njvMxH2rbUYS+Lp60bd0XWr5F0uvUOURS8tnI1VTDKZMmZIecYmIiIiIiMhjqpZ/MYJyFWHvxX+4GHcdH2cPyvkEZMrIAckcqUoQdOzYMaPjEBERERERkUxmb9hRMUe+zA5DMkmqEgTR0dHW4TXR0dH3rPskDcMRERERERERkVtSlSDImjUr4eHh5MyZkyxZsqS4HoFpmhiGQVJSUroHKSIiIiIiIiIZK1UJgl9//ZVs2bIBsH79+gwNSEREREREREQevVQlCIKCglL8WURERERERESeDqlKENwpNjaWffv2ERkZicVisTn24osvpktgIiIiIiIiIvLopDlBsHLlSjp06MDFixeTHdMaBCIiIiIiIiJPpjRvaPnmm2/SqlUrwsPDsVgsNg8lB0RERERERESeTGlOEERGRtK3b198fX0zIh4RERERERGRdGUYBkuXLs3sMB57aU4QvPzyy2zYsCEDQhEREREREZFnTUhICIZhYBgGDg4O5M2blx49enDlypV06yM8PJyGDRumW3tPqzQnCKZPn87ixYsJCQlh4sSJfPzxxzaPtPr333959dVXyZ49O25ubpQrV47du3dbj5umyYgRI/D398fV1ZXg4GAOHDhg00ZcXBy9e/fGx8cHd3d3XnzxRc6ePZvmWERERERERJ5lSaaF3RfOs+qfU+y+cJ4k03L/k9JBgwYNCA8P59SpU3z11VcsX76cnj17plv7fn5+ODs7p1t7T6s0Jwi++eYbVq1axaJFi5g2bRqTJ0+2PqZMmZKmtq5cuUL16tVxdHTkl19+4eDBg0ycOJEsWbJY64wfP55JkyYxffp0du7ciZ+fH3Xr1uXatWvWOqGhoSxZsoQFCxawefNmrl+/TpMmTbQmgoiIiIjIYyw20QQg0WJiMU0SLCaJFjOTo3p2rf/3DM1X/kjPTWsZtnMLPTetpfnKH1n/75kM79vZ2Rk/Pz/y5MlDvXr1aNOmDatXrwYgKSmJLl26EBgYiKurK0WLFmXq1KnJ2pg1axYlS5bE2dmZXLly8eabb1qP/XeKwalTpzAMg8WLF1OzZk3c3NwoW7Ys27Zts2nvyy+/JCAgADc3N1566SUmTZpkc6/6NErzLgbvvfceo0aN4p133sHOLs35BRvjxo0jICCA2bNnW8vy589v/dk0TaZMmcKQIUNo0aIFAHPmzMHX15dvvvmGbt26ERUVxcyZM5k3bx516tQB4OuvvyYgIIC1a9dSv379h4pRRERERETSV1yiSUyCycLDN1lxPI4rsSYGUCy7A62LuVAznxMGYG9nZHaoz4z1/57hne2bkpVH3rzBO9s38WGVF6iZO+8jieXEiROsXLkSR0dHACwWC3ny5OH777/Hx8eHrVu38sYbb5ArVy5at24NwIwZM+jbty8ffvghDRs2JCoqii1bttyznyFDhvDRRx9RuHBhhgwZQrt27Th27BgODg5s2bKF7t27M27cOF588UXWrl3L0KFDM/zaM1uaEwTx8fG0adPmoZMDAMuWLaN+/fq0atWKjRs3kjt3bnr27Mnrr78OwMmTJ4mIiKBevXrWc5ydnQkKCmLr1q1069aN3bt3k5CQYFPH39+fUqVKsXXr1hQTBHFxccTFxVmfR0dHP/S1iIiIiIjI/cUlmmz5N55RW66T+J/R6yZw6FIiI7dcJ+wve6bV9cLbWUmCRyHJtDBp3+571pm8bzc1/PNgbzz8fWBKVqxYgYeHB0lJScTGxgIwadIkABwdHRk5cqS1bmBgIFu3buX777+3JghGjx5Nv379ePvtt631KleufM8++/fvT+PGjQEYOXIkJUuW5NixYxQrVoxp06bRsGFD+vfvD0CRIkXYunUrK1asSL+Lfgyl+d3t2LEj3333Xbp0fuLECWbMmEHhwoVZtWoV3bt356233mLu3LkAREREACTbMcHX19d6LCIiAicnJ7JmzXrXOncaO3Ys3t7e1kdAQEC6XI+IiIiIiNxdQpLJvgsJjNhsmxy40+noJHqtjiLh0Ux/f+btvXiByJs37lnn/M0b7L14IcNiqFmzJnv37mX79u307t2b+vXr07t3b+vxzz77jEqVKpEjRw48PDz48ssvOXPm1tSHyMhIzp07R+3atdPUZ5kyZaw/58qVy9oWwJEjR3juueds6t/5/GmU5hEESUlJjB8/nlWrVlGmTBnrsI/bbmd5UsNisVCpUiXGjBkDQPny5Tlw4AAzZsygQ4cO1nqGYZs1NE0zWdmd7lVn8ODB9O3b1/o8OjpaSQIRERERkQxmGPDxrhukZpmBf65ZWHo0lhZFXXCy1yiCjHQx9ma61nsQ7u7uFCpUCICPP/6YmjVrMnLkSN5//32+//57+vTpw8SJE6latSqenp5MmDCB7du3A+Dq6vpAff73Xvb2vaPFcisrldL9pGk+/etjpDlB8Ndff1G+fHkA9u/fb3Psfjftd8qVKxclSpSwKStevDiLFi0Cbq00CbdGCdzO6MCtrM7tUQV+fn7Ex8dz5coVm1EEkZGRVKtWLcV+nZ2dtYKliIiIiMgj9vflJE5GpX4h8cVHY2lVzCUDIxIAH5fU3WCntl56GD58OA0bNqRHjx5s2rSJatWq2exqcPz4cevPnp6e5M+fn3Xr1lGzZs106b9YsWLs2LHDpmzXrl3p0vbjLM0JgvXr16db59WrV+fIkSM2ZUePHiVfvnzArbklfn5+rFmzxpqUiI+PZ+PGjYwbNw6AihUr4ujoyJo1a6zzT8LDw9m/fz/jx49Pt1hFREREROTBxSeZbP43Pk3nnLtu4UqsBR83+wyKSgDK+eQgp6vbPacZ+Lq6Uc4nxyOLKTg4mJIlSzJmzBgKFy7M3LlzWbVqFYGBgcybN4+dO3cSGBhorT9ixAi6d+9Ozpw5adiwIdeuXWPLli020xTSonfv3tSoUYNJkybRtGlTfv31V3755Zc0fyn+pMmYFSZSqU+fPvz++++MGTOGY8eO8c033/DFF1/Qq1cv4NaIhNDQUMaMGcOSJUvYv38/ISEhuLm58corrwDg7e1Nly5d6NevH+vWrWPPnj28+uqrlC5d2rqrgYiIiIiIZC6LeWuBwrSK187lGc7esKNvmYr3rNOnTMUMW6Dwbvr27cuXX35J8+bNadGiBW3atKFKlSpcunTJZjQB3Forb8qUKXz66aeULFmSJk2a8Pfffz9w39WrV+ezzz5j0qRJlC1blpUrV9KnTx9cXJ7uES2GmckTKVasWMHgwYP5+++/CQwMpG/fvtZdDODWPI+RI0fy+eefc+XKFapUqcInn3xCqVKlrHViY2MZMGAA33zzDTdv3qR27dp8+umnqV5XIDo6Gm9vb6KiovDy8kr3axQRERERedYlWky+PxzLp3/cezG8O/3SKiuezo/uxvRJvTeIjY3l5MmTBAYGPvBN7Pp/zzBp326bkQS+rm70KVPxkW1x+Dh7/fXXOXz4MJs2Jd8O8nGWls9GpicIHgdP6v8ERERERESeJFdiLTRfdIWkVN6BVPJzZHxNz0e6SOGTem+QHgkCuLXl4d6LF7gYexMfF1fK+eR45CMHHhcfffQRdevWxd3dnV9++YV+/frx6aef0rVr18wOLU3S8tlI8xoEIiIiIiIiD8LNwaBabkc2nU1IVf22xV1weDbvTTONvWFHxRy+96/4DNixYwfjx4/n2rVrFChQgI8//viJSw6klRIEIiIiIiLySDjaw6D/eXDk5ygib1juWbdBAWcq+jli95QvCiePr++//z6zQ3jkHihBcPToUTZs2EBkZKR1n8jbhg0bli6BiYiIiIjI08XOMHB3hK8aevPeb9fYdyExWR0ne2hVzIXXy7rhYKfkgMijlOYEwZdffkmPHj3w8fHBz8/PZpsHwzCUIBARERERkbtytDfwdoapdbwIv57E4qNxhMck4WhnUCaHA00LuWAYKDkgkgnSnCAYPXo0H3zwAYMGDcqIeERERERE5Clnb2dgD+T1dqBbOXturVlo4mBnPNIFCUXEVpoTBFeuXKFVq1YZEYuIiIiIiDxjXB1vJwSUGBDJbGleE7RVq1asXr06I2IRERERERERkUyS5hEEhQoVYujQofz++++ULl0aR0dHm+NvvfVWugUnIiIiIiIiIo+GYZqmmZYTAgMD796YYXDixImHDupRi46Oxtvbm6ioKLy8vDI7HBERERERySRP6r1BbGwsJ0+eJDAwEBcXl8wO55E6deoUgYGB7Nmzh3LlymVYP2FhYYSGhnL16tV0azMkJISrV6+ydOnSdGvzTmn5bKR5BMHJkycfODARERERERGR/woJCWHOnDkA2Nvb4+/vT+PGjRkzZgxZs2Z9ZHEEBwezceNGAJycnMiXLx8hISEMGjQIe3v7DOlz6tSppPE7+wyV5gSBiIiIiIiIPJ2STJM/L1zlYmw8Pi5OlM2RBXsj4xeQbNCgAbNnzyYxMZGDBw/SuXNnrl69yrfffpvhff/X66+/zqhRo4iNjWXFihW89dZb2NvbZ9guft7e3hnS7oNK1SKFffv2JSYmxvrzvR4iIiIiIiLy5Nlw9gItfvqdXhv/ZPj2Q/Ta+CctfvqdDWcvZHjfzs7O+Pn5kSdPHurVq0ebNm2si+NbLBZGjRpFnjx5cHZ2ply5cqxcufKe7R08eJBGjRrh4eGBr68vr732GhcvXrxvHG5ubvj5+ZE/f37efPNNateufdfh/8ePH6dZs2b4+vri4eFB5cqVWbt2rfX4qFGjKF26dLLzKlasyLBhw4BboyeaN29uPRYcHMxbb73FwIEDyZYtG35+fowYMcLm/MOHD/P888/j4uJCiRIlWLt2LYZhpMs0hVQlCPbs2UNCQoL157s99u7d+9ABiYiIiIiIyKO14ewFBm87QOTNOJvyyJtxDN524JEkCW47ceIEK1eutC6IP3XqVCZOnMhHH33Evn37qF+/Pi+++CJ///13iueHh4cTFBREuXLl2LVrFytXruT8+fO0bt06zbG4urpa74XvdP36dRo1asTatWvZs2cP9evXp2nTppw5cwaAzp07c/DgQXbu3Gk9Z9++fezZs4eQkJC79jlnzhzc3d3Zvn0748ePZ9SoUaxZswa4lSxp3rw5bm5ubN++nS+++IIhQ4ak+bruJlVTDNavX5/izyIiIiIiIvJkSzJNJu89ds86k/ce44XcPhk23WDFihV4eHiQlJREbGwsAJMmTQLgo48+YtCgQbRt2xaAcePGsX79eqZMmcInn3ySrK0ZM2ZQoUIFxowZYy2bNWsWAQEBHD16lCJFitw3HovFwurVq1m1ahWhoaEp1ilbtixly5a1Ph89ejRLlixh2bJlvPnmm+TJk4f69esze/ZsKleuDMDs2bMJCgqiQIECd+27TJkyDB8+HIDChQszffp01q1bR926dVm9ejXHjx9nw4YN+Pn5AfDBBx9Qt27d+15TaqRqBIGIiIiIiIg8nf68cDXZyIE7Rd6M488LVzMshpo1a7J37162b99O7969qV+/Pr179yY6Oppz585RvXp1m/rVq1fn0KFDKba1e/du1q9fj4eHh/VRrFgx4Na0gPnz59sc27Rpk/XcTz/9FA8PD1xcXHjxxRd59dVXrTfrd4qJiWHgwIGUKFGCLFmy4OHhweHDh60jCODWmgbffvstsbGxJCQkMH/+fDp37nzP16JMmTI2z3PlykVkZCQAR44cISAgwJocAHjuuefu2V5apGoEQffu3RkyZAgBAQH3rfvdd9+RmJhI+/btHzo4ERERERERyVgXY+PTtd6DcHd3p1ChQgB8/PHH1KxZk5EjRzJgwAAAjDtGLpimmazsNovFQtOmTRk3blyyY7ly5cJisVClShVrWe7cua0/t2/fniFDhuDs7Iy/v/89dy8YMGAAq1at4qOPPqJQoUK4urry8ssvEx//f69T06ZNcXZ2ZsmSJTg7OxMXF0fLli3v+Vrcnlpxm2EYWCyW+153ekhVgiBHjhyUKlWKatWq8eKLL1KpUiX8/f1xcXHhypUrHDx4kM2bN7NgwQJy587NF198kWEBi4iIiIiISPrxcXFK13rpYfjw4TRs2JAePXrg7+/P5s2bqVGjhvX41q1b7/rNeYUKFVi0aBH58+fHwSHlW15PT88Uy729va2JivvZtGkTISEhvPTSS8CtNQlOnTplU8fBwYGOHTsye/ZsnJ2dadu2LW5ubqlqPyXFihXjzJkznD9/Hl9fXwCbNQ4eVqoSBO+//z69e/dm5syZfPbZZ+zfv9/muKenJ3Xq1OGrr76iXr166RaciIiIiIiIZKyyObKQ09X5ntMMcro6UzZHlkcWU3BwMCVLlmTMmDEMGDCA4cOHU7BgQcqVK8fs2bPZu3cv8+fPT/HcXr168eWXX9KuXTsGDBiAj48Px44dY8GCBXz55Zf3HBWQFoUKFWLx4sU0bdoUwzAYOnSo9Zv+/+ratSvFixcHYMuWLQ/VZ926dSlYsCAdO3Zk/PjxXLt2zbpIYXqMLEhVggAgZ86cDB48mMGDB3P16lVOnz7NzZs38fHxoWDBghk6zEFEREREREQyhr1h0KdcIQZvO3DXOn3KFcqwBQrvpm/fvnTq1ImjR48SHR1Nv379iIyMpESJEixbtozChQuneJ6/vz9btmxh0KBB1K9fn7i4OPLly0eDBg2ws0u/ZfgmT55M586dqVatGj4+PgwaNIjo6Ohk9QoXLky1atW4dOmSzdSGB2Fvb8/SpUvp2rUrlStXpkCBAkyYMIGmTZvi4uLyUG0DGKZpmg/dyhMuOjoab29voqKi8PLyyuxwREREREQkkzyp9waxsbGcPHmSwMDAB75R3HD2ApP3HrMZSZDT1Zk+5QoRnCdHeoX6zDFNk2LFitGtWzf69u2b7u1v2bKF559/nmPHjlGwYMFkx9Py2Uj1CAIRERERERF5egXnycELuX3488JVLsbG4+PiRNkcWR75yIGnSWRkJPPmzePff/+lU6dO6dLmkiVL8PDwoHDhwhw7doy3336b6tWrp5gcSCslCERERERERAS4Nd2gQs6smR3GU8PX1xcfHx+++OILsmZNn9f12rVrDBw4kH/++QcfHx/q1KnDxIkT06VtJQhEREREREREMkBGzOjv0KEDHTp0SPd2AdJvhQYREREREREReWKlOUFw8+ZNbty4YX1++vRppkyZwurVq9M1MBERERERERF5dNKcIGjWrBlz584F4OrVq1SpUoWJEyfSrFkzZsyYke4BioiIiIiIiEjGS3OC4I8//uCFF14A4IcffsDX15fTp08zd+5cPv7443QPUEREREREREQyXpoTBDdu3MDT0xOA1atX06JFC+zs7Pjf//7H6dOn0z1AEREREREREcl4aU4QFCpUiKVLl/LPP/+watUq6tWrB9za39HLyyvdAxQRERERERGRjJfmBMGwYcPo378/+fPn57nnnqNq1arArdEE5cuXT/cARURERERE5NllGAZLly7N7DCeCWlOELz88sucOXOGXbt2sWrVKmt57dq1mTx5croGJyIiIiIiIk+3yMhIunXrRt68eXF2dsbPz4/69euzbdu2RxbDhg0bMAyDq1evPrI+H0cOD3KSn58f169fZ82aNdSoUQNXV1cqV66MYRjpHZ+IiIiIiIg8IkkWkz8jE7l000J2VzvK5nTA3i5j7/NatmxJQkICc+bMoUCBApw/f55169Zx+fLlDO03I5imSVJSEg4OD3SrnenSPILg0qVL1K5dmyJFitCoUSPCw8MB6Nq1K/369Uv3AEVERERERCTjbTwTx8tLr/LW2mhGbrnOW2ujeXnpVTaeicuwPq9evcrmzZsZN24cNWvWJF++fDz33HMMHjyYxo0bW+tdvHiRl156CTc3NwoXLsyyZctsY9+4keeeew5nZ2dy5crFO++8Q2JiovV4XFwcb731Fjlz5sTFxYXnn3+enTt3AnDq1Clq1qwJQNasWTEMg5CQEODWDf/48eMpUKAArq6ulC1blh9++MHa7u2RB6tWraJSpUo4OzuzadOmjHq5MlyaEwR9+vTB0dGRM2fO4ObmZi1v06YNK1euTNfgREREREREJONtPBPHkN+uc+GGxab8wg0LQ367nmFJAg8PDzw8PFi6dClxcXfvY+TIkbRu3Zp9+/bRqFEj2rdvbx1h8O+//9KoUSMqV67Mn3/+yYwZM5g5cyajR4+2nj9w4EAWLVrEnDlz+OOPPyhUqBD169fn8uXLBAQEsGjRIgCOHDlCeHg4U6dOBeC9995j9uzZzJgxgwMHDtCnTx9effVVNm7caBPfwIEDGTt2LIcOHaJMmTLp/TI9MmlOEKxevZpx48aRJ08em/LChQtrm0MREREREZEnTJLFZMquG/esM3XXDZIsZrr37eDgQFhYGHPmzCFLlixUr16dd999l3379tnUCwkJoV27dhQqVIgxY8YQExPDjh07APj0008JCAhg+vTpFCtWjObNmzNy5EgmTpyIxWIhJiaGGTNmMGHCBBo2bEiJEiX48ssvcXV1ZebMmdjb25MtWzYAcubMiZ+fH97e3sTExDBp0iRmzZpF/fr1KVCgACEhIbz66qt8/vnnNvGNGjWKunXrUrBgQbJnz57ur9OjkuYEQUxMjM3IgdsuXryIs7NzugQlIiIiIiIij8afkYnJRg7cKfKGhT8jE+9Z50G1bNmSc+fOsWzZMurXr8+GDRuoUKECYWFh1jr//Vbe3d0dT09PIiMjATh06BBVq1a1WROvevXqXL9+nbNnz3L8+HESEhKoXr269bijoyPPPfcchw4dumtcBw8eJDY2lrp161pHOnh4eDB37lyOHz9uU7dSpUoP+zI8FtKcIKhRowZz5861PjcMA4vFwoQJE6zzNkREREREROTJcOnmvZMDaa33IFxcXKhbty7Dhg1j69athISEMHz4cOtxR0dHm/q370Ph1joBdy6Yb5qmtd5/f76zzr0W2r/d/k8//cTevXutj4MHD9qsQwC3khZPgzQvrThhwgSCg4PZtWsX8fHxDBw4kAMHDnD58mW2bNmSETGKiIiIiIhIBsnumrrvjVNbLz2UKFGCpUuXprruokWLbG74t27diqenJ7lz5yZbtmw4OTmxefNmXnnlFQASEhLYtWsXoaGhADg5OQGQlJRk066zszNnzpwhKCgo/S7uMZbmBEGJEiXYt28fM2bMwN7enpiYGFq0aEGvXr3IlStXRsQoIiIiIiIiGaRsTgdyuNndc5pBTrdbWx6mt0uXLtGqVSs6d+5MmTJl8PT0ZNeuXYwfP55mzZqlqo2ePXsyZcoUevfuzZtvvsmRI0cYPnw4ffv2xc7ODnd3d3r06MGAAQPIli0befPmZfz48dy4cYMuXboAkC9fPgzDYMWKFTRq1AhXV1c8PT3p378/ffr0wWKx8PzzzxMdHc3WrVvx8PCgY8eO6f56ZLYHeof9/PwYOXJkesciIiIiIiIij5i9nUFoJTeG/Hb9rnXeruSGvd3dh+M/KA8PD6pUqcLkyZOtawUEBATw+uuv8+6776aqjdy5c/Pzzz8zYMAAypYtS7Zs2ejSpQvvvfeetc6HH36IxWLhtdde49q1a1SqVIlVq1aRNWtWaxsjR47knXfeoVOnTnTo0IGwsDDef/99cubMydixYzlx4gRZsmShQoUKqY7tSWOYtydk3MOdK0jey5O4pUN0dDTe3t5ERUXh5eWV2eGIiIiIiEgmeVLvDWJjYzl58iSBgYG4uLg8UBsbz8QxZdcNm5EEOd3seLuSG0F5tSD9kyotn41UjSAoV66czeIOd2MYhs2cjfsZMWJEspEIvr6+REREALcWjRg5ciRffPEFV65coUqVKnzyySeULFnSWj8uLo7+/fvz7bffcvPmTWrXrs2nn36abBtGERERERERubugvM48n8eJPyMTuXTTQnbXW9MKMmLkgDyeUpUgOHnyZIYFULJkSdauXWt9bm9vb/15/PjxTJo0ibCwMIoUKcLo0aOpW7cuR44cwdPTE4DQ0FCWL1/OggULyJ49O/369aNJkybs3r3bpi0RERERERG5N3s7gwp+jvevKE+lVCUI8uXLl3EBODjg5+eXrNw0TaZMmcKQIUNo0aIFAHPmzMHX15dvvvmGbt26ERUVxcyZM5k3bx516tQB4OuvvyYgIIC1a9dSv379DItbRERERERE5GnywMtQHjx4kDNnzhAfH29T/uKLL6apnb///ht/f3+cnZ2pUqUKY8aMoUCBApw8eZKIiAjq1atnrevs7ExQUBBbt26lW7du7N69m4SEBJs6/v7+lCpViq1bt941QRAXF0dcXJz1eXR0dJpiFhEREREREXnapDlBcOLECV566SX++usvm3UJbu83mZY1CKpUqcLcuXMpUqQI58+fZ/To0VSrVo0DBw5Y1yHw9fW1OcfX15fTp08DEBERgZOTk3Xlyf/WuX1+SsaOHatdGERERERERET+wy6tJ7z99tsEBgZy/vx53NzcOHDgAL/99huVKlViw4YNaWqrYcOGtGzZktKlS1OnTh1++ukn4NZUgttuJx5uM00zWdmd7ldn8ODBREVFWR///PNPmuIWERERERERedqkOUGwbds2Ro0aRY4cObCzs8POzo7nn3+esWPH8tZbbz1UMO7u7pQuXZq///7bui7BnSMBIiMjraMK/Pz8iI+P58qVK3etkxJnZ2e8vLxsHiIiIiIiIiLPsjQnCJKSkvDw8ADAx8eHc+fOAbcWMjxy5MhDBRMXF8ehQ4fIlSsXgYGB+Pn5sWbNGuvx+Ph4Nm7cSLVq1QCoWLEijo6ONnXCw8PZv3+/tY6IiIiIiIiI3F+a1yAoVaoU+/bto0CBAlSpUoXx48fj5OTEF198QYECBdLUVv/+/WnatCl58+YlMjKS0aNHEx0dTceOHTEMg9DQUMaMGUPhwoUpXLgwY8aMwc3NjVdeeQUAb29vunTpQr9+/ciePTvZsmWjf//+1ikLIiIiIiIiIpI6aR5B8N5772GxWAAYPXo0p0+f5oUXXuDnn3/m448/TlNbZ8+epV27dhQtWpQWLVrg5OTE77//bt1WceDAgYSGhtKzZ08qVarEv//+y+rVq/H09LS2MXnyZJo3b07r1q2pXr06bm5uLF++HHt7+7RemoiIiIiIiDxmDMNg6dKlGd5P/vz5mTJlymPTTmYwzNvbEDyEy5cvkzVr1vsuHvi4io6Oxtvbm6ioKK1HICIiIiLyDHtS7w1iY2M5efIkgYGBuLi4ZHY4aRIZGcnQoUP55ZdfOH/+PFmzZqVs2bKMGDGCqlWrEhERQdasWXF2ds7QOPLnz09oaCihoaGpqh8WFkZoaChXr161Kb9w4QLu7u64ubmlf5APIC2fjTRPMbjT6dOniYmJIUuWLE9sgkBERERERETAYjG58K+Fm9dNXD0McuS2w84uY+/zWrZsSUJCAnPmzKFAgQKcP3+edevWcfnyZQDrAvZPihw5cmR2CA8s1VMM5syZk2yYxBtvvEGBAgUoXbo0pUqV0naBIiIiIiIiT6gzfyfy45c3Wft9LFt+jmPt97H8+OVNzvydmGF9Xr16lc2bNzNu3Dhq1qxJvnz5eO655xg8eDCNGzcGbKcYnDp1CsMw+P7773nhhRdwdXWlcuXKHD16lJ07d1KpUiU8PDxo0KABFy5csPYTHBycbGRA8+bNCQkJuWtskyZNonTp0ri7uxMQEEDPnj25fv06ABs2bKBTp05ERUVhGAaGYTBixAgg+RSDM2fO0KxZMzw8PPDy8qJ169acP3/eenzEiBGUK1eOefPmkT9/fry9vWnbti3Xrl178Bf2AaU6QfDZZ5/h7e1tfb5y5Upmz57N3Llz2blzJ1myZGHkyJEZEqSIiIiIiIhknDN/J7JpWRw3rtvOQL9x3WTTsrgMSxJ4eHjg4eHB0qVLiYuLS/V5w4cP57333uOPP/7AwcGBdu3aMXDgQKZOncqmTZs4fvw4w4YNe6jY7Ozs+Pjjj9m/fz9z5szh119/ZeDAgQBUq1aNKVOm4OXlRXh4OOHh4fTv3z9ZG6Zp0rx5cy5fvszGjRtZs2YNx48fp02bNjb1jh8/ztKlS1mxYgUrVqxg48aNfPjhhw8V/4NI9RSDo0ePUqlSJevzH3/8kRdffJH27dsDMGbMGDp16pT+EYqIiIiIiEiGsVhMdv8af886u9fHk6egfbpPN3BwcCAsLIzXX3+dzz77jAoVKhAUFETbtm0pU6bMXc/r378/9evXB+Dtt9+mXbt2rFu3jurVqwPQpUsXwsLCHiq2/444CAwM5P3336dHjx58+umnODk54e3tjWEY95wCsXbtWvbt28fJkycJCAgAYN68eZQsWZKdO3dSuXJlACwWC2FhYdYF+V977TXWrVvHBx988FDXkFapHkFw8+ZNm0U6tm7dSo0aNazPCxQoQERERPpGJyIiIiIiIhnqwr+WZCMH7nTj2q21CTJCy5YtOXfuHMuWLaN+/fps2LCBChUq3PMG/7/JA19fXwBKly5tUxYZGflQca1fv566deuSO3duPD096dChA5cuXSImJibVbRw6dIiAgABrcgCgRIkSZMmShUOHDlnL8ufPb7NbX65cuR46/geR6gRBvnz52L17NwAXL17kwIEDPP/889bjERERNlMQRERERERE5PF38z7JgbTWexAuLi7UrVuXYcOGsXXrVkJCQhg+fPhd6zs6Olp/vr1Y/p1lFsv/JTTs7Oy4cwO/hISEu7Z/+vRpGjVqRKlSpVi0aBG7d+/mk08+ue95dzJNM8XF/O8s/2/sKcX/qKQ6QdChQwd69erF+++/T6tWrShWrBgVK1a0Ht+6dSulSpXKkCBFREREREQkY7h6pG7aQGrrpYcSJUqk6Zv6+8mRIwfh4eHW50lJSezfv/+u9Xft2kViYiITJ07kf//7H0WKFOHcuXM2dZycnEhKSrpnvyVKlODMmTM2C/ofPHiQqKgoihcv/oBXk3FSnSAYNGgQXbt2ZfHixbi4uLBw4UKb41u2bKFdu3bpHqCIiIiIiIhknBy57XC7z82/m+etLQ/T26VLl6hVqxZff/21da7+woULGT9+PM2aNUu3fmrVqsVPP/3ETz/9xOHDh+nZsydXr169a/2CBQuSmJjItGnTOHHiBPPmzeOzzz6zqZM/f36uX7/OunXruHjxIjdu3EjWTp06dShTpgzt27fnjz/+YMeOHXTo0IGgoCCbNf4eF6l+h+3s7Hj//ffZs2cPv/zyS7Jsx8KFC+nSpYv1+bfffpuuGR8RERERERFJf3Z2BhVrOd2zTsWaTum+QCHc2sWgSpUqTJ48mRo1alCqVCmGDh3K66+/zvTp09Otn86dO9OxY0frzXlgYCA1a9a8a/1y5coxadIkxo0bR6lSpZg/fz5jx461qVOtWjW6d+9OmzZtyJEjB+PHj0/Wzu0tGrNmzUqNGjWoU6cOBQoU4Lvvvku3a0tPhnnnRIx04uXlxd69eylQoEBGNJ+uoqOj8fb2JioqymYhRhERERERebY8qfcGsbGxnDx5ksDAQFxcXB6ojTN/J7L713ibBQvdPA0q1nQib+FUb4Anj5m0fDYy7F3OoLyDiIiIiIiIZIC8hR3IU9CeC/9auHndxNXj1rSCjBg5II8npYFEREREREQEuDXdwDfAPrPDkEyS/qtMiIiIiIiIiMgTRwkCEREREREREVGCQERERJ4NSWYSCUnx1uemaSE+KS4TIxIREXm8pOsaBImJiTg43GoyX758ODo6pmfzIiIiImlmsSRhAn9EbmH5ifkcubyPRDORnK65qJ23OQ0DW+Fo54STvXNmhyoiIpKp0mUEwcGDB+nbty+5c+e2lu3fv5+AgID0aF5ERETkgSRZkohJvE7/39ozZkcof13cSbwlDouZRMSNs8w/PJ3Oq+uz78IOjSYQEZFn3gMnCK5fv85XX31F1apVKVOmDDt27OCdd95Jz9hEREREHkqSmch7W7pyKvroXevEJ8Xy4c5+HLt6gERLwiOMTkRE5PGS5ikGmzdv5quvvmLRokUEBgZy8OBBNm7cSPXq1TMiPhEREZEHkpAUz+rTizlz7fh96yaZiXz513gm1Pj6EUQmIiLyeEr1CILx48dTrFgx2rZtS44cOdi8eTP79u3DMAyyZs2akTGKiIiIpJmdYc8vJ79Ldf1T0Uf559qJDIxIRETk8ZbqBMG7775Ly5YtOX36NBMmTKBs2bIZGZeIiIjIQ4mKv8y5mDNpOuf38HU2Ox2IiEjGi4yMpFu3buTNmxdnZ2f8/PyoX78+27Zty/C+8+fPz5QpUzK8nydFqhMEo0aNYuHChQQGBjJo0CD279+fkXGJiIiIPJT4pNg0nxObdBMLlgyIRkTkyWBaTOKPJHFzRyLxR5IwLWaG99myZUv+/PNP5syZw9GjR1m2bBnBwcFcvnw5w/qMj1cyOCVpGkFw9OhR5s2bR0REBP/73/8oW7Yspmly5cqVjIxRREREJM3cHb3SfI63UzbsjXTdBVpE5IkR+0ciF9+9yZVJsUTPjOPKpFguvnuT2D8SM6zPq1evsnnzZsaNG0fNmjXJly8fzz33HIMHD6Zx48YAGIbBjBkzaNiwIa6urgQGBrJw4UKbdv766y9q1aqFq6sr2bNn54033uD69evW4yEhITRv3pyxY8fi7+9PkSJFCA4O5vTp0/Tp0wfDMDAMA4DTp0/TtGlTsmbNiru7OyVLluTnn3/OsNfgcZLmXQyCgoKYM2cO4eHh9OjRg4oVKxIUFES1atWYNGlSRsQoIiIikmYu9q6UyFYh1fXtsKNmQBMc7JQgEJFnT+wfiUR9Hofliu2IAcsVk6jP4zIsSeDh4YGHhwdLly4lLu7u280OHTrUOtLg1VdfpV27dhw6dAiAGzdu0KBBA7JmzcrOnTtZuHAha9eu5c0337RpY926dRw6dIg1a9awYsUKFi9eTJ48eRg1ahTh4eGEh4cD0KtXL+Li4vjtt9/466+/GDduHB4eHhly/Y+bB97m0NPTk+7du7N9+3b27NnDc889x4cffpiesYmIiIg8MDvDnhcLtk91/XI5q+Lu6JmBEYmIPJ5Mi8m17+895P7a9/EZMt3AwcGBsLAw5syZQ5YsWahevTrvvvsu+/bts6nXqlUrunbtSpEiRXj//fepVKkS06ZNA2D+/PncvHmTuXPnUqpUKWrVqsX06dOZN28e58+ft7bh7u7OV199RcmSJSlVqhTZsmXD3t4eT09P/Pz88PPzA+DMmTNUr16d0qVLU6BAAZo0aUKNGjXS/dofRw+cIPiv0qVLM2XKFP7999/0aE5ERETkodnb2VPR93mq5apz37reztnoVW4YDnaOjyAyEZHHS8LflmQjB+5kuWKS8HfGrNHSsmVLzp07x7Jly6hfvz4bNmygQoUKhIWFWetUrVrV5pyqVataRxAcOnSIsmXL4u7ubj1evXp1LBYLR44csZaVLl0aJyen+8bz1ltvMXr0aKpXr87w4cOTJSueZqkeQzd37tz71jEMg9dee+2hAhIRERFJLw52jvSp+AHe+7Ox+vRikszkQ2QDvYrybpXJeDp6Y2eky3cnIiJPlKSo1I0MSG29B+Hi4kLdunWpW7cuw4YNo2vXrgwfPpyQkJC7nnN7zQDTNK0/360OYJNAuJeuXbtSv359fvrpJ1avXs3YsWOZOHEivXv3Tv0FPaFSnSB4++2373rMMAxiYmJITExUgkBEREQeKw52joSUDKVdsR78cvJ7jlz5kwRLIjlc/WgU2Ib8XoUBsNfaAyLyjLL3Tvnm+kHrpYcSJUqwdOlS6/Pff/+dDh062DwvX768te6cOXOIiYmxJgG2bNmCnZ0dRYoUuWc/Tk5OJCUlJSsPCAige/fudO/encGDB/Pll18qQfBfd9upIDw8nJEjRzJr1izq1q2bboGJiIiIpBcnexec7F1oXqgDSWYSBgZg4uLgltmhiYhkOsfCdthlNe45zcAuq4Fj4fQfZXXp0iVatWpF586dKVOmDJ6enuzatYvx48fTrFkza72FCxdSqVIlnn/+eebPn8+OHTuYOXMmAO3bt2f48OF07NiRESNGcOHCBXr37s1rr72Gr6/vPfvPnz8/v/32G23btsXZ2RkfHx9CQ0Np2LAhRYoU4cqVK/z6668UL1483a/9cfTAqfJr164xbtw4pk6dSsmSJVm1ahU1a9ZMz9hERERE0pWTvXNmhyAi8tgx7Aw8WzsR9fnddxHwbO2EYZf+Iwg8PDyoUqUKkydP5vjx4yQkJBAQEMDrr7/Ou+++a603cuRIFixYQM+ePfHz82P+/PmUKFECADc3N1atWsXbb79N5cqVcXNzo2XLlqnaZW/UqFF069aNggULEhcXh2maJCUl0atXL86ePYuXlxcNGjRg8uTJ6X7tjyPDNM00TSSJj49n+vTpjBkzBh8fH0aPHs3LL7+cUfE9EtHR0Xh7exMVFYWXV9r3TBYRERERkafDk3pvEBsby8mTJwkMDMTFxeXB2vgjkWvfx9uMJLDLeit54FIh86ZhGYbBkiVLaN68eabF8CRLy2cj1e+yaZrMnTuXYcOGkZiYyJgxY+jSpQv29vYPHbCIiIiIiIhkLpcKDjiXsyfhbwtJUSb23remFWTEyAF5PKU6QVC2bFmOHz9O7969CQ0Nxc3NjZiYmGT1nqQsm4iIiIiIiPwfw87Aqai+BH5WpTpBsH//fgDGjx/PhAkTkh2/vbVESitAioiIiIiIiDyINM6Kl4eQ6gTB+vXrMzIOERsJiTexM+y5cfMiGAZuLtmxmEk4OrhmdmgiIiIiIiJPpVQnCIKCgjIyDhEAEhNjibl5kb0HZvP3qV9ITIoFwNHBjcKBDSlfohOuLtlxcNAq1CIiIiIiIukp85aiFLlDYmIsZ85tZe2WwVgsCTbHEhJvcPDvRRw5vpx6NSaQ27cyDg4PtjqriIiIiIiIJGeX2QGIAJimhctRx1m7+Z1kyYH/SrLEs+q3/kRdO4NpWh5hhCIiIiIiIk83JQjksZBkSWDHn59iMRPvW9diSWDnvhkkJcU/gshERERERESeDUoQyGMhLi6Ks+G/p7r+6X83k5B4MwMjEhERERERebYoQSCPhYiL+4DUb19imklcuHQw4wISERERERF5xqQ5QRATE8PQoUOpVq0ahQoVokCBAjaPBzV27FgMwyA0NNRaZpomI0aMwN/fH1dXV4KDgzlw4IDNeXFxcfTu3RsfHx/c3d158cUXOXv27APHIZkjKenu6w7c9RyLphiIiIiIiDzpIiMj6datG3nz5sXZ2Rk/Pz/q16/Ptm3bADAMg6VLl6ZLX6dOncIwDPbu3Zsu7T1t0ryLQdeuXdm4cSOvvfYauXLlwjCMhw5i586dfPHFF5QpU8amfPz48UyaNImwsDCKFCnC6NGjqVu3LkeOHMHT0xOA0NBQli9fzoIFC8iePTv9+vWjSZMm7N69G3t7+4eOTR4Nb888aT7H090/AyIREREREXl2mRYTy7EozKh4DG8n7Ap5Y9g9/D3fvbRs2ZKEhATmzJlDgQIFOH/+POvWrePy5cupbiMhIYH/196dh8d47/8ff90zk1UWEmQhiCYoYm8tra22lra0Wtr6Olq6HWuKWn8t39MeDueobud0VVQX7TlKl6NKlaitRamlqlQcQdKgkU1kmbl/fzjmawhmSDKJPB/XNdeVue/Pfd/v+/7kTuZ+z2fx8fEpxSgrB49bEHz55Zf65z//qVmzZikxMVFjxoxxeXkqJydHgwYN0ltvvaVq1ao5l5umqRdffFFTp07Vvffeq6ZNm2rhwoU6ffq0PvjgA0lSZmam5s2bpzlz5qh79+5q2bKl3nvvPe3atUtff/21x7HAe2qENVZwUC23y1cNiVVY1bhSjAgAAACoXOzbT+jM1O9VMHeXCt/Zp4K5u3Rm6veybz9Rasc8deqU1q9fr1mzZqlr166qW7eubr75Zk2ePFl9+vRRvXr1JEn33HOPDMNwvp8+fbpatGihd955R/Xr15efn59M09SKFSt06623qmrVqgoPD9edd96pX3/91Xm82NhYSVLLli1lGIa6dOniXDd//nzdeOON8vf3V6NGjfSPf/zDJdaNGzeqRYsW8vf3V5s2bbRs2TJnawTTNBUXF6e//e1vLtvs3r1bFovFJYbyzOMEQbVq1RQWFlZiAYwYMUJ9+vRR9+7dXZYnJycrLS1NPXv2dC7z8/NT586dtXHjRknStm3bVFhY6FImOjpaTZs2dZYpTn5+vrKyslxe8C6HWaSEhg+4XT6h4YMyTXspRgQAAABUHvbtJ1Tw5l7p1AXdeE8VqODNvaWWJAgKClJQUJCWLVum/Pz8i9Zv2bJF0tmH99TUVOd7STpw4IA+/vhjLVmyxNllIDc3V2PHjtWWLVu0evVqWSwW3XPPPXI4zk6R/v3330uSvv76a6WmpuqTTz6RJL311luaOnWq/vznP2vv3r2aMWOGnnnmGS1cuFCSlJ2drbvuuksJCQn64Ycf9Nxzz2nixInOWAzD0NChQzV//nyX+N955x117NhRN9xwQwldsdLlcYLgueee07PPPqvTp09f88EXL16sH374QTNnzrxoXVpamiQpIiLCZXlERIRzXVpamnx9fV1aHlxYpjgzZ85UaGio8xUTE3Otp4JrZLP6qUmDAapXu8sVy95Qt6caxfWV1epb+oEBAAAA1znTYarg48t/w13wz4MyHe4PKu4um82mBQsWaOHChapatapuueUWTZkyRTt37pQk1ahRQ5JUtWpVRUZGOt9LUkFBgRYtWqSWLVuqWbNmMgxD/fv317333qv4+Hi1aNFC8+bN065du/TTTz+57C88PFyRkZHOL7+fe+45zZkzR/fee69iY2N177336qmnntIbb7whSXr//fdlGIbeeustNW7cWHfccYeefvppl3N55JFHtG/fPmcSorCwUO+9956GDh1a4tettHicIJgzZ46++uorRUREKCEhQa1atXJ5uSslJUVjxozRe++9J39//0uWu3CMA9M0rzjuwZXKTJ48WZmZmc5XSkqK23Gj9FgtPupx6yy1bDJUvr7BF6338w1R66aP67YOz8lqoX8RAAAAUBIcBzIvbjlwoYz8s+VKQf/+/XXs2DF99tln6tWrl9auXatWrVppwYIFl92ubt26LgkDSfr111/10EMPqX79+goJCXF2KTh8+PAl93P8+HGlpKRo2LBhzhYNQUFBev75551dA/bt26dmzZq5PLvefPPNLvuJiopSnz599M4770iSvvjiC505c0b333+/29fC2zwepLBfv34lcuBt27YpPT1drVu3di6z2+1at26dXn31Ve3bt0/S2VYCUVFRzjLp6enOVgWRkZEqKChQRkaGSyuC9PR0dejQ4ZLH9vPzk5+fX4mcB0qW1eqjVk0fVZuEJ/Tr4VU6mfGLDMNQ9WoNFVunmxyOIpIDAAAAQAkyM92bHczdclfD399fPXr0UI8ePfTss8/q0Ucf1bRp0/Twww9fcpsqVapctOyuu+5STEyM3nrrLUVHR8vhcKhp06YqKLh07Oe6H7z11ltq27aty7pzA98X9yW0aV7couLRRx/V4MGDNXfuXM2fP18DBw5UYGDgJY9d3nicIJg2bVqJHLhbt27atWuXy7JHHnlEjRo10sSJE1W/fn1FRkZq1apVatmypaSzTUiSkpI0a9YsSVLr1q3l4+OjVatWacCAAZKk1NRU7d69W7Nnzy6ROFH2fGxns3Jx9XqpfsxtkiSL1UcWw0pyAAAAAChhRqh7XXfdLVcSGjdu7Jza0MfHR3b7lccfO3nypPbu3as33nhDHTt2lCStX7/epYyv79lzOH9/ERERqlWrlg4ePKhBgwYVu+9GjRrp/fffV35+vvPL5q1bt15Urnfv3qpSpYpee+01ffnll1q3bt2VT7Yc8ThBUFKCg4PVtGlTl2VVqlRReHi4c3liYqJmzJih+Ph4xcfHa8aMGQoMDNRDDz0kSQoNDdWwYcM0btw4hYeHKywsTOPHj1dCQsJFgx6i4rEYVllsTFUJAAAAlCZLXKhU1ffy3Qyq+Z0tV8JOnjyp+++/X0OHDlWzZs0UHBysrVu3avbs2erbt68kqV69elq9erVuueUW+fn5XTQGnTPEatUUHh6uN998U1FRUTp8+LAmTZrkUqZmzZoKCAjQihUrVLt2bfn7+ys0NFTTp0/X6NGjFRISojvuuEP5+fnaunWrMjIyNHbsWD300EOaOnWqHn/8cU2aNEmHDx92zlhwfssCq9Wqhx9+WJMnT1ZcXJzat29f4tesNLk1BkFYWJhOnDg7auW5WQwu9SpJEyZMUGJiooYPH642bdro6NGjWrlypYKD/69/+ty5c9WvXz8NGDBAt9xyiwIDA/X55587m4IAAAAAAC7NsBjyHXD5UfZ9768vw3L5seCuRlBQkNq2bau5c+eqU6dOatq0qZ555hk99thjevXVVyWdHQdv1apViomJcbYuL47FYtHixYu1bds2NW3aVE899ZT++te/upSx2Wx6+eWX9cYbbyg6OtqZhHj00Uf19ttva8GCBUpISFDnzp21YMEC5xgGISEh+vzzz7Vjxw61aNFCU6dO1bPPPitJF42pN2zYMBUUFFSowQnPMcziOk5cYOHChXrggQfk5+fnnObhUoYMGVJiwZWVrKwshYaGKjMzUyEhId4OBwAAAICXVNRngzNnzig5OVmxsbGXHQT+cuzbT5ydzeD8lgTV/OR7f31ZW1YvoUivH++//74eeeQRZWZmKiAgwLl8w4YN6tKli44cOXLRrHze4MnvhltdDM5/6K+ICQAAAAAAwOVZW1aXf/NwOQ5kyswskBHqK0tcaKm0HKiI3n33XdWvX1+1atXSjz/+qIkTJ2rAgAHO5EB+fr5SUlL0zDPPaMCAAeUiOeApr41BAAAAAAAoXwyLIWuDqt4Oo1xKS0vTs88+65xp7/7779ef//xn5/oPP/xQw4YNU4sWLbRo0SIvRnr13OpicL2rqM2IAAAAAJSsivpsUBJdDHB98uR3w61BCgEAAAAAwPWNBAEAAAAAXCdoII4LefI7cc0JgqysLC1btkx79+691l0BAAAAAK6Cj4+PJOn06dNejgTlTUHB2VkprFbrFct6PEjhgAED1KlTJ40cOVJ5eXlq06aNDh06JNM0tXjxYvXv39/ziAEAAAAAV81qtapq1apKT0+XJAUGBsowmH2gsnM4HDp+/LgCAwNls1358d/jBMG6des0depUSdLSpUtlmqZOnTqlhQsX6vnnnydBAAAAUArOFBWp0HTop99P6oy9SBGBVRQfUlVFpik/N74VAnD9i4yMlCRnkgCQJIvFojp16riVMPI4QZCZmamwsDBJ0ooVK9S/f38FBgaqT58+evrppz2PFgAAAJeUb7crPe+03vjpR605mqIi0+FcV6tKkO6v30D33dBQPhaGlgIqO8MwFBUVpZo1a6qwsNDb4aCc8PX1lcXN/xEeJwhiYmK0adMmhYWFacWKFVq8eLEkKSMjg+k0AAAASlC+3a5fTv2uUeu/UZ696KL1R3Nz9OKuH/R9eppmt+8kHwstCQCc7W7gTn9z4EIep5oTExM1aNAg1a5dW1FRUerSpYuks10PEhISSjo+AACASuuMvUhjNqwpNjlwvo2/HdOLO3/QmaLLlwMA4HI8ThAMHz5cmzZt0jvvvKMNGzY4myrUr19fzz//fIkHCAAAUBmdsRfp4wP7lFvkXjPhzw/9KoeY3gwAcPWuqrNamzZt1KdPHx09elRF/81U9+nTR7fcckuJBgcAAFBZ+VqsWnpov9vl8x12fX7oVxU67KUYFQDgeuZxguD06dMaNmyYAgMD1aRJEx0+fFiSNHr0aP3lL38p8QABAAAqo9NFhTp55oxH2+zPPKVCh+PKBQEAKIbHCYLJkyfrxx9/1Nq1a10GJezevbs++uijEg0OAAAAnqCLAQDg6nk8i8GyZcv00UcfqV27di7zKDZu3Fi//vpriQYHAABQWQXafFTNz08Z+flub1M/pKpsBtMdAgCujsf/QY4fP66aNWtetDw3N9clYQAAAICrV2C36+66cW6X97FY1LdenHyZ2gwAcJU8ThDcdNNN+ve//+18fy4p8NZbb6l9+/YlFxkAAEAl5m+z6cH4Rgqwutfg8446sbLyZQ0A4Bp43MVg5syZuv322/XTTz+pqKhIL730kvbs2aNNmzYpKSmpNGIEAAColAJtNv21fWeN27hW+ZeZnaBV9Zp6uvlNtB4AAFwTj1sQdOjQQRs2bNDp06d1ww03aOXKlYqIiNCmTZvUunXr0ogRAACgUvKz2tQsvIbm33a7OkbVkkWuLQRq+AfoicbN9PKtt8nHwtgDAIBrY5imWemHu83KylJoaKgyMzMVEhLi7XAAAABcOExThQ67cguLtONkus4UFSkysIqah9dQkemQn5vdEABcGc8GqMzc+m+SlZXl9g65iQAAqBgK7A45TFNWi8G3z+WcxTDkZ7XJz2rTbbXquKyzet4gFACAYrmVIKhateoVZygwTVOGYchuv3T/OAAA4F1FDodMSYez8/RNSrpOF9kV4uuj3vUiVM3PV1ZDspIsAACgUnIrQbBmzZrSjgMAAJSyfLtdB07las72/dqbke2y7q09yWpTs5omt2mocH9f+VpJEgAAUNkwBoHoZwQAuP7l2+3afTJLT327U4WOS//rD/Gx6e1urRRZxZ9uBwAqJZ4NUJld9Yg2p0+f1uHDh1VQUOCyvFmzZtccFAAAKFmmKU3YsPuyyQFJyios0vj1u/RBr5vLKDIAAFBeeJwgOH78uB555BF9+eWXxa5nDAIAAMqXArtDnyWn6nSRe/+jD+fkaeeJTDWvESrLFcYgAgAA1w+P2w4mJiYqIyNDmzdvVkBAgFasWKGFCxcqPj5en332WWnECAAAroHVMPRZcqpH2yz59ajy7Y5SiggAAJRHHrcg+Oabb/Tpp5/qpptuksViUd26ddWjRw+FhIRo5syZ6tOnT2nECQAArpLVYigt94xH26SePiMLjQcAAKhUPG5BkJubq5o1a0qSwsLCdPz4cUlSQkKCfvjhh5KNDgAAlAhPBxz0sVjEMMYAAFQuHicIGjZsqH379kmSWrRooTfeeENHjx7V66+/rqioqBIPEAAAXJt8u11Nwz0biTvBw/IAAKDi87iLQWJiolJTz/ZjnDZtmnr16qX3339fvr6+WrBgQUnHBwAArpGPxaIHG9TW+tSTbpU3JA2Mry1/m7V0AwMAAOWKxwmCQYMGOX9u2bKlDh06pJ9//ll16tRR9erVSzQ4AABw7SyGoebVqyohPES7TmZdsfwddSMU4utTBpEBAIDyxOMuBhfy9fVVgwYNSA4AAFCOGYY0t2MzNawadNlyt0aFa1KbhvK1XvNHBAAAUMG4/d9/+fLlWrRokcuyP//5zwoKClLVqlXVs2dPZWRklHiAAADg2lkMQwE2q968rZUmtmqg2JBAl/XNwkP053aNNaNDE48HNAQAANcHwzTdG6P4tttuU//+/TVixAhJ0saNG9WxY0f96U9/0o033qipU6fqjjvu0AsvvFCqAZeGrKwshYaGKjMzUyEhDMoEALi+FdodMgxDWQWFyiuyK8jHpkAfqwxJNpIDACo5ng1Qmbk9BsHu3bs1Z84c5/t//etf6tGjh6ZOnSpJ8vf315gxYypkggAAgMrE57/dB8L8fb0cCQAAKE/c/pogOztb4eHhzvfr16/Xbbfd5nzfpEkTHTt2rGSjAwAAAAAAZcLtBEF0dLT27t0rScrJydGPP/6oW265xbn+5MmTCgwMvNTmAAAAAACgHHM7QXDfffcpMTFRixYt0mOPPabIyEi1a9fOuX7r1q1q2LBhqQQJAAAAAABKl9tjEEybNk3Hjh3T6NGjFRkZqffee09Wq9W5/sMPP9Rdd91VKkECAAAAAIDS5XYLgsDAQC1atEgZGRnau3evOnbs6LJ+zZo1mjhxokcHf+2119SsWTOFhIQoJCRE7du315dffulcb5qmpk+frujoaAUEBKhLly7as2ePyz7y8/M1atQoVa9eXVWqVNHdd9+tI0eOeBQHAAAAAACVnVfnMqpdu7b+8pe/aOvWrdq6datuu+029e3b15kEmD17tl544QW9+uqr2rJliyIjI9WjRw9lZ2c795GYmKilS5dq8eLFWr9+vXJycnTnnXfKbrd767QAAAAAAKhwDNM0TW8Hcb6wsDD99a9/1dChQxUdHa3ExERny4T8/HxFRERo1qxZeuKJJ5SZmakaNWpo0aJFGjhwoCTp2LFjiomJ0fLly9WrVy+3jslcpwAAAAAkng1QuXm1BcH57Ha7Fi9erNzcXLVv317JyclKS0tTz549nWX8/PzUuXNnbdy4UZK0bds2FRYWupSJjo5W06ZNnWWKk5+fr6ysLJcXAAAAAACVmdcTBLt27VJQUJD8/Pz05JNPaunSpWrcuLHS0tIkSRERES7lIyIinOvS0tLk6+uratWqXbJMcWbOnKnQ0FDnKyYmpoTPCgAAAACAisXrCYKGDRtqx44d2rx5s/74xz9qyJAh+umnn5zrDcNwKW+a5kXLLnSlMpMnT1ZmZqbzlZKScm0nAQAAAABABefWNIcvv/yy2zscPXq0RwH4+voqLi5OktSmTRtt2bJFL730knPcgbS0NEVFRTnLp6enO1sVREZGqqCgQBkZGS6tCNLT09WhQ4dLHtPPz09+fn4exQkAAAAAwPXMrQTB3Llz3dqZYRgeJwguZJqm8vPzFRsbq8jISK1atUotW7aUJBUUFCgpKUmzZs2SJLVu3Vo+Pj5atWqVBgwYIElKTU3V7t27NXv27GuKAwAAAACAysStBEFycnKpHHzKlCm64447FBMTo+zsbC1evFhr167VihUrZBiGEhMTNWPGDMXHxys+Pl4zZsxQYGCgHnroIUlSaGiohg0bpnHjxik8PFxhYWEaP368EhIS1L1791KJGQAAAACA65FbCYLS8ttvv2nw4MFKTU1VaGiomjVrphUrVqhHjx6SpAkTJigvL0/Dhw9XRkaG2rZtq5UrVyo4ONi5j7lz58pms2nAgAHKy8tTt27dtGDBAlmtVm+dFgAAAAAAFY5hmqbp6UZHjhzRZ599psOHD6ugoMBl3QsvvFBiwZUV5joFAAAAIPFsgMrN4xYEq1ev1t13363Y2Fjt27dPTZs21aFDh2Saplq1alUaMQIAAAAAgFLm8TSHkydP1rhx47R79275+/tryZIlSklJUefOnXX//feXRowAAAAAAKCUeZwg2Lt3r4YMGSJJstlsysvLU1BQkP70pz85ZxcAAAAAAAAVi8cJgipVqig/P1+SFB0drV9//dW57sSJEyUXGQAAAAAAKDMej0HQrl07bdiwQY0bN1afPn00btw47dq1S5988onatWtXGjECAAAAAIBS5nGC4IUXXlBOTo4kafr06crJydFHH32kuLg4zZ07t8QDBAAAAAAApe+qpjm83jCVCQAAAACJZwNUbh6PQVC/fn2dPHnyouWnTp1S/fr1SyQoAAAAAABQtjxOEBw6dEh2u/2i5fn5+Tp69GiJBAUAAAAAAMqW22MQfPbZZ86fv/rqK4WGhjrf2+12rV69WvXq1SvR4AAAAAAAQNlwO0HQr18/SZJhGBoyZIjLOh8fH9WrV09z5swp0eAAAAAAAEDZcDtB4HA4JEmxsbHasmWLqlevXmpBAQAAAACAsuXxNIfJycmlEQcAAAAAAPAijwcplKSkpCTdddddiouLU3x8vO6++259++23JR0bAAAAAAAoIx4nCN577z11795dgYGBGj16tEaOHKmAgAB169ZNH3zwQWnECAAAAAAASplhmqbpyQY33nijHn/8cT311FMuy1944QW99dZb2rt3b4kGWBaysrIUGhqqzMxMhYSEeDscAAAAAF7CswEqM49bEBw8eFB33XXXRcvvvvtuxicAAAAAAKCC8jhBEBMTo9WrV1+0fPXq1YqJiSmRoAAAAAAAQNlyexaDoUOH6qWXXtK4ceM0evRo7dixQx06dJBhGFq/fr0WLFigl156qTRjBQAAAAAApcTtMQisVqtSU1NVs2ZNLV26VHPmzHGON3DjjTfq6aefVt++fUs12NJCPyMAAAAAEs8GqNzcbkFwfh7hnnvu0T333FMqAQEAAAAAgLLn0RgEhmGUVhwAAAAAAMCL3G5BIEkNGjS4YpLg999/v6aAAAAAAABA2fMoQfC///u/Cg0NLa1YAAAAAACAl3iUIHjggQdUs2bN0ooFAAAAAAB4idtjEDD+AAAArkyHXfaifJmm4+zPhXneDgkAAOCqXdUsBgAAVGYOe6FkGDp+KElHf/qX8rKPyTCsCqnZWHWbDVaVsBtkGFaS6wAAoEJxO0HgcDhKMw4AACoEe1G+8rKOaPvykcrPTXdZdzrzP0rb/6Wq1bpJLXrNlcXmJ8PwaMIgAAAAr+FTCwAAbnI47MrP/U1bPh16UXLgfBlHt2jbF0/KdBSVYXQAAADXhgQBAABuMh1F+nn9LNkLcq5YNit9t47+/Kkc9oIyiAwAAODakSAAAMBNhWdO6fcj37ldPmX3YhmGtRQjAgAAKDkkCAAAcIPpsOu3X1dKcn/Q3tOnDunMZboiAAAAlCckCAAAcIPDtKsoP9vj7eyFuaUQDQAAQMkjQQAAgBsshlU2v2CPt7P5BpVCNAAAACWPBAEAAG4wLFZFxPWSZLi9TWDVevILrFF6QQEAAJQgEgQAALjJxy9UYbXbuV0+pukDMk17KUYEAABQckgQAADgJsNiU6OOk9zqNhAakaBajfrKYvUtg8gAAACuHQkCAADcZLFY5RdYQ236zpdfUOQly4XVbqdWfV6TYbGVYXQAAADXhk8uAAB4wGrzU2Bobd364Gc6/p9vdeSnfyov66gsFptCajZR3WaDFVitniwkBwAAQAXDpxcAADx0rttAjbodFR7TThaLj0yZMu2FsvoEeDk6AACAq0OCAACAq2RYrLJarGd/liRaDQAAgArMq2MQzJw5UzfddJOCg4NVs2ZN9evXT/v27XMpY5qmpk+frujoaAUEBKhLly7as2ePS5n8/HyNGjVK1atXV5UqVXT33XfryJEjZXkqAAAAAABUaF5NECQlJWnEiBHavHmzVq1apaKiIvXs2VO5ubnOMrNnz9YLL7ygV199VVu2bFFkZKR69Oih7OxsZ5nExEQtXbpUixcv1vr165WTk6M777xTdjtTSwEAAAAA4A7DNE3T20Gcc/z4cdWsWVNJSUnq1KmTTNNUdHS0EhMTNXHiRElnWwtERERo1qxZeuKJJ5SZmakaNWpo0aJFGjhwoCTp2LFjiomJ0fLly9WrV68rHjcrK0uhoaHKzMxUSEhIqZ4jAAAAgPKLZwNUZuVqmsPMzExJUlhYmCQpOTlZaWlp6tmzp7OMn5+fOnfurI0bN0qStm3bpsLCQpcy0dHRatq0qbPMhfLz85WVleXyAgAAAACgMis3CQLTNDV27Fjdeuutatq0qSQpLS1NkhQREeFSNiIiwrkuLS1Nvr6+qlat2iXLXGjmzJkKDQ11vmJiYkr6dAAAAAAAqFDKTYJg5MiR2rlzpz788MOL1hmG4fLeNM2Lll3ocmUmT56szMxM5yslJeXqAwcALzBNU/ais69y1FMMAAAAFVi5mI9p1KhR+uyzz7Ru3TrVrl3buTwyMlLS2VYCUVFRzuXp6enOVgWRkZEqKChQRkaGSyuC9PR0dejQodjj+fn5yc/PrzROBQBKVVGhKcMiHf6lSJknTMmQwiMtqlXfKoddsvlcPnkKAAAAXIpXWxCYpqmRI0fqk08+0TfffKPY2FiX9bGxsYqMjNSqVaucywoKCpSUlOR8+G/durV8fHxcyqSmpmr37t2XTBAAQEXksJvatalQS147rY3LC7Tn+0Lt+a5Q6z7N19I38vTLj4Wy22lNAAAAgKvj1RYEI0aM0AcffKBPP/1UwcHBzjEDQkNDFRAQIMMwlJiYqBkzZig+Pl7x8fGaMWOGAgMD9dBDDznLDhs2TOPGjVN4eLjCwsI0fvx4JSQkqHv37t48PQAoMQ67qaRP83UsufjpW8+cNrU9qVDZv5tq081XVistCQAAAOAZryYIXnvtNUlSly5dXJbPnz9fDz/8sCRpwoQJysvL0/Dhw5WRkaG2bdtq5cqVCg4OdpafO3eubDabBgwYoLy8PHXr1k0LFiyQ1Wotq1MBgFJTVGjq522Fl0wOnO/AriJF1rEqJt4qC0kCAAAAeMAwGd2KuU4BlGsOh6llb+YpL9e9P9fhkRb1fMCfBAEAAFeBZwNUZuVmFgMAQPF+S3G4nRyQpJNpDuVmV/rcLwAAADxEggAAyrms3x0eb5ObRYIAAAAAniFBAADlnPUqRoux8NcdAAAAHuIjJACUczVrezbgqsUqVa3Bn3cAAAB4hk+QAFDOVQkxVD3K/T/XMfFWWhAAAADAY3yEBIByzjCk5rf6ynBjUgKrTUpo7yubDzMYAAAAwDMkCACgnLNYDNWItqhtz8snCaw2qXNffwWFkBwAAACA565i6CsAQFmz2gzVbWRTeKRFe74v1OFf7HLYz66z+UixjW1qfLOP/AMNWW0kCAAAAOA5EgQAUEHYbIaqVreqbQ+L2vaQ8nJMyZACgwyZpuhWAAAAgGtCggAAKphziYDgaiQEAAAAUHIYgwAAAAAAAJAgAAAAAAAAJAgAAAAAAIBIEAAAAAAAAJEgAAAAAAAAIkEAAAAAAABEggAAAAAAAIgEAQAAAAAAEAkCAAAAAAAgEgQAAAAAAEAkCAAAAAAAgEgQAAAAAAAAkSAAAAAAAAAiQQAAAAAAAESCAAAAAAAASLJ5OwAA17cih0OFjiJZDIscpimLIfl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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": 81, "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": 82, "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": 83, "id": "58a5f55f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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/F+pm72kDr1evXmHDhg1a05qYmOiVY9KoUSPlRp7WTz/9BHNz8w+6WXx65yXwul+xjGzatEnj+6+//ork5GSls82sLJNIF8wpog9C7dq1sXz5cgwdOhSVKlVC//79Ua5cORQoUAARERHYunUrAMDa2lr5W69ePXzzzTdwdHSEu7s7jh49ijVr1sDW1jZb09alSxds2rQJzZs3x5dffolq1arByMgI9+/fx+HDh9GmTRu0a9cuw/nLlSuHRo0aISAgACVKlMB///2Hf/75B/Pnz0fhwoXRt29fAECTJk1gbGyMrl27YsyYMfjvv/+wcuVKPHv27K1prF27Nvr374/PPvsMZ8+eRb169WBhYYGIiAicOHECPj4++OKLL7Bz506sWLECbdu2hYeHB0QE27Ztw/Pnz9GkSZO3rsfBwQFffPEFwsLC4OXlhd27d+P777/HF198obT4UmvSpAnKli2Lw4cPo0ePHkoLrJzSokULLFiwAN26dUP//v0RHR2Nb7/9Nt2cM3Vu2ZYtW+Dh4QFTU9N0A0e1KVOmYOfOnWjQoAEmT54Me3t7bNq0Cbt27cK8efNgY2OTk5uWJ9SBS+nSpVGiRAmMGzcOIgJ7e3v8+eef2L9/f4bzbtu2DYaGhmjSpInS+qxChQro3LkzAKBWrVqws7PDwIEDMWXKFBgZGWHTpk0IDg7OlW2jDxeDIvpgDBw4EDVr1sTixYuxcOFCPHz4ECqVCkWLFkWtWrVw8OBBNGzYUJl+8+bN+PLLLzFmzBgkJyejdu3a2L9/v1bF6XdlYGCAP/74A4sXL8aGDRswe/ZsGBoaomjRoqhfv36mN1MAmDNnDvbt24eZM2ciMjISycnJcHV1Rbdu3TBhwgSluLB06dLYunUrJk6ciPbt28PBwQHdunXDiBEjdOpIcNWqVahRowZWrVqFFStWIDU1FS4uLqhduzaqVasGAPD09IStrS3mzZuHhw8fwtjYGKVKldIqGsmIk5MTli9fjlGjRuHy5cuwt7fH+PHjMW3atHSn79y5M6ZOnapzBet30bBhQ/z444+YO3cuWrVqhSJFiqBfv34oVKiQEniqTZs2DREREejXrx9evnwJNzc3rSLatEqVKoWgoCCMHz9eqd9VpkwZrF27Nt1esfOz+Ph4AP+Xi2NkZIQ///wTX375JQYMGABDQ0M0btwYBw4c0AqE1bZt24apU6cq/T21atUKixYtUuqFOTg4YNeuXRg5ciR69OgBCwsLtGnTBlu2bEGlSpVyZ0Ppg6QSSdMrGRHRe6RKlSpQqVQ4c+ZMXieFdNSmTRucOnUqS631pk6dimnTpuHx48da9ayIcgNziojovRITE4OQkBDs3LkT586dw/bt2/M6SaSDEydOICgoCLt3786VnD2inMCgiIjeK+fPn0eDBg3g4OCAKVOmoG3btnmdJNJBvXr1ULBgQfTv3x+zZs3K6+QQZQmLz4iIiIjAJvlEREREABgUEREREQFgUEREREQEgBWtAbx+N8/Dhw9hZWX1QXWvT0RE9CETEbx8+RIuLi4oUODd83kYFOH1+4fefHs1ERER5Q/h4eEoWrToOy+HQRH+74Wc4eHhymsgiIiI6P0WExMDV1fXLL1YOz0MivB/7+ixtrZmUERERJTPZFfVF1a0JiIiIgKDIiIiIiIADIqIiIiIALBOERERfeRSU1ORmJiY18mgdBgZGcHAwCDX1segiIiIPlqJiYkIDQ1FampqXieFMmBrawsnJ6dc6UeQQREREX2URAQREREwMDCAq6trtnT+R9lHRBAfH4+oqCgAgLOzc46vk0ERERF9lJKTkxEfHw8XFxeYm5vndXIoHWZmZgCAqKgoFCpUKMeL0hgWExHRRyklJQUAYGxsnMcpocyoA9akpKQcXxeDIiIi+qjxnZfvt9w8PgyKiIiIiMCgiIiIiN6Bu7s7Fi1alNfJyBasaE1ERJTGnAtPcnV943wd9Zq+d+/eeP78OXbs2IHevXtj/fr1AABDQ0O4urqiffv2mDZtGiwsLN66rK1bt2LevHm4fv06UlNTUaxYMTRr1gzz58/P0rbkd3maU3Ts2DG0atUKLi4uUKlU2LFjh8Z4lUqV7uebb75RpvHz89Ma36VLl1zeEiIiorzRrFkzRERE4N9//8WMGTOwYsUKjBo16q3zHThwAF26dEHHjh1x+vRpnDt3DjNnzvyoO7LM06AoLi4OFSpUwLJly9IdHxERofH58ccfoVKp0KFDB43p+vXrpzHdqlWrciP5REREec7ExAROTk5wdXVFt27d0L17d61MhvTs3LkTderUwejRo1GqVCl4eXmhbdu2WLp0qTLNnTt30KZNGxQuXBiWlpaoWrUqDhw4kOlyX7x4gf79+6NQoUKwtrZGw4YNERwcrIwPDg5GgwYNYGVlBWtra1SuXBlnz57N8vZnpzwtPgsICEBAQECG452cnDS+/+9//0ODBg3g4eGhMdzc3FxrWiIioo+RmZmZTs3XnZycsHnzZoSEhMDb2zvdaWJjY9G8eXPMmDEDpqamWL9+PVq1aoUbN26gWLFiWtOLCFq0aAF7e3vs3r0bNjY2WLVqFRo1aoSbN2/C3t4e3bt3h6+vL1auXAkDAwNcvHgRRkZG77zd2SHf1Cl69OgRdu3apZSdprVp0yZs3LgRhQsXRkBAAKZMmQIrK6sMl5WQkICEhATle0xMjNY0bytT1rcMmIiIKKedPn0amzdvRqNGjd467dChQ3H8+HH4+PjAzc0NNWrUgL+/P7p37w4TExMAQIUKFVChQgVlnhkzZmD79u34448/MGTIEK1lHj58GJcvX0ZUVJSyjG+//RY7duzA77//jv79+yMsLAyjR49G6dKlAQCenp7ZsenZIt+0Plu/fj2srKzQvn17jeHdu3fHzz//jCNHjmDSpEnYunWr1jRvmj17NmxsbJSPq6trTiadiIgox+zcuROWlpYwNTVFzZo1Ua9ePY0isIxYWFhg165duH37NiZOnAhLS0uMHDkS1apVQ3x8PIDX1VzGjBmDsmXLwtbWFpaWlrh+/TrCwsLSXea5c+cQGxsLBwcHWFpaKp/Q0FDcuXMHADBixAh8/vnnaNy4MebMmaMMfx/km5yiH3/8Ed27d4epqanG8H79+in/e3t7w9PTE1WqVMH58+dRqVKldJcVGBiIESNGKN9jYmIYGBERUb7UoEEDrFy5EkZGRnBxcdG7KKpEiRIoUaIEPv/8c0yYMAFeXl7YsmULPvvsM4wePRr79u3Dt99+i5IlS8LMzAwdO3bMsDJ2amoqnJ2dceTIEa1xtra2AICpU6eiW7du2LVrF/bs2YMpU6bgl19+Qbt27fTd9GyXL4Ki48eP48aNG9iyZctbp61UqRKMjIxw69atDIMiExMTJVuPiIgoP7OwsEDJkiWzZVnu7u4wNzdHXFwcgNf33969eysBS2xsLO7evZvh/JUqVUJkZCQMDQ3h7u6e4XReXl7w8vLCV199ha5du2Lt2rUMinS1Zs0aVK5cWaNcMyNXrlxBUlJSrrxNl4iIKL+aOnUq4uPj0bx5c7i5ueH58+dYsmQJkpKS0KRJEwBAyZIlsW3bNrRq1QoqlQqTJk1Campqhsts3LgxatasibZt22Lu3LkoVaoUHj58iN27d6Nt27YoV64cRo8ejY4dO6J48eK4f/8+zpw5o9WqPK/kaVAUGxuL27dvK99DQ0Nx8eJF2NvbK7XaY2Ji8Ntvv6XbkdSdO3ewadMmNG/eHI6Ojrh69SpGjhwJX19f1K5dO9e2g4iIPhzve0Oa1NRUGBq+++27fv36WL58OXr27IlHjx7Bzs4Ovr6++Ouvv1CqVCkAwMKFC9GnTx/UqlULjo6OGDt2bLqNk9RUKhV2796NCRMmoE+fPnj8+DGcnJxQr149FC5cGAYGBoiOjlbW6ejoqHQ2+T5QiYjk1cqPHDmCBg0aaA3v1asX1q1bBwBYvXo1hg8fjoiICNjY2GhMFx4ejh49eiAkJASxsbFwdXVFixYtMGXKFNjb2+ucjpiYGNjY2ODFixewtrYGwNZnREQfuv/++w+hoaEoXry4Vn3V91mzZs1QsmTJDPv4+9BkdpzSu3+/izzNKfLz88PbYrL+/fujf//+6Y5zdXXF0aNHcyJpRERE75Vnz54hKCgIR44cwcCBA/M6OR+kfNMkn4iI6GPWp08fDBgwACNHjkSbNm3eOv3AgQM1msWn/TCoSl++qGhNRET0sdu+fbte00+fPj3Dd6BlR1HTh4hBERER0QeoUKFCKFSoUF4nI19h8RkREX3U8rC9EekgN48PgyIiIvooGRgYAECGvTPT+0H9ypHceGksi8+IiOijZGhoCHNzczx+/BhGRkYoUID5BO8TEUF8fDyioqJga2urBLE5iUERERF9lFQqFZydnREaGop79+7ldXIoA7a2tnBycsqVdTEoIiKij5axsTE8PT1ZhPaeMjIyypUcIjUGRURE9FErUKBAvurRmnIOC1CJiIiIwKCIiIiICACDIiIiIiIADIqIiIiIADAoIiIiIgLAoIiIiIgIAIMiIiIiIgAMioiIiIgAMCgiIiIiAsCgiIiIiAgAgyIiIiIiAAyKiIiIiAAwKCIiIiICwKCIiIiICACDIiIiIiIADIqIiIiIADAoIiIiIgLAoIiIiIgIAIMiIiIiIgAMioiIiIgAMCgiIiIiAsCgiIiIiAgAgyIiIiIiAAyKiIiIiAAwKCIiIiICwKCIiIiICACDIiIiIiIADIqIiIiIADAoIiIiIgLAoIiIiIgIQB4HRceOHUOrVq3g4uIClUqFHTt2aIzv3bs3VCqVxqdGjRoa0yQkJGDo0KFwdHSEhYUFWrdujfv37+fiVhAREdGHIE+Dori4OFSoUAHLli3LcJpmzZohIiJC+ezevVtj/PDhw7F9+3b88ssvOHHiBGJjY9GyZUukpKTkdPKJiIjoA2KYlysPCAhAQEBAptOYmJjAyckp3XEvXrzAmjVrsGHDBjRu3BgAsHHjRri6uuLAgQNo2rRptqeZiIiIPkzvfZ2iI0eOoFChQvDy8kK/fv0QFRWljDt37hySkpLg7++vDHNxcYG3tzeCgoIyXGZCQgJiYmI0PkRERPRxe6+DooCAAGzatAmHDh3C/PnzcebMGTRs2BAJCQkAgMjISBgbG8POzk5jvsKFCyMyMjLD5c6ePRs2NjbKx9XVNUe3g4iIiN5/eVp89jaffPKJ8r+3tzeqVKkCNzc37Nq1C+3bt89wPhGBSqXKcHxgYCBGjBihfI+JiWFgRERE9JF7r3OK3uTs7Aw3NzfcunULAODk5ITExEQ8e/ZMY7qoqCgULlw4w+WYmJjA2tpa40NEREQft3wVFEVHRyM8PBzOzs4AgMqVK8PIyAj79+9XpomIiEBISAhq1aqVV8kkIiKifChPi89iY2Nx+/Zt5XtoaCguXrwIe3t72NvbY+rUqejQoQOcnZ1x9+5djB8/Ho6OjmjXrh0AwMbGBn379sXIkSPh4OAAe3t7jBo1Cj4+PkprNCIiIiJd5GlQdPbsWTRo0ED5rq7n06tXL6xcuRKXL1/GTz/9hOfPn8PZ2RkNGjTAli1bYGVlpcyzcOFCGBoaonPnznj16hUaNWqEdevWwcDAINe3h4iIiPIvlYhIXicir8XExMDGxgYvXrxQ6hfNufAk03nG+TrmRtKIiIgoA+ndv99FvqpTRERERJRTGBQRERERgUEREREREQAGRUREREQAGBQRERERAWBQRERERASAQRERERERAAZFRERERAAYFBEREREBYFBEREREBIBBEREREREABkVEREREABgUEREREQEADPM6AR+qOReeZDp+nK9jLqWEiIiIdMGg6D3FoIqIiCh3sfiMiIiICAyKiIiIiAAwKCIiIiICwKCIiIiICACDIiIiIiIADIqIiIiIADAoIiIiIgLAoIiIiIgIAIMiIiIiIgAMioiIiIgAMCgiIiIiAsCgiIiIiAgAgyIiIiIiAAyKiIiIiAAwKCIiIiICwKCIiIiICABgqO8MCQkJOH36NO7evYv4+HgULFgQvr6+KF68eE6kj4iIiChX6BwUBQUFYenSpdixYwcSExNha2sLMzMzPH36FAkJCfDw8ED//v0xcOBAWFlZ5WSaiYiIiLKdTsVnbdq0QceOHVGkSBHs27cPL1++RHR0NO7fv4/4+HjcunULEydOxMGDB+Hl5YX9+/fndLqJiIiIspVOOUX+/v747bffYGxsnO54Dw8PeHh4oFevXrhy5QoePnyYrYkkIiIiymk6BUWDBw/WeYHlypVDuXLlspwgIiIiorygd+uz8PBw3L9/X/l++vRpDB8+HKtXr87WhBERERHlJr2Dom7duuHw4cMAgMjISDRp0gSnT5/G+PHjMX369GxPIBEREVFu0DsoCgkJQbVq1QAAv/76K7y9vREUFITNmzdj3bp12Z0+IiIiolyhd1CUlJQEExMTAMCBAwfQunVrAEDp0qURERGh17KOHTuGVq1awcXFBSqVCjt27NBYz9ixY+Hj4wMLCwu4uLigZ8+eWpW4/fz8oFKpND5dunTRd7OIiIjoI6d3UFSuXDl89913OH78OPbv349mzZoBAB4+fAgHBwe9lhUXF4cKFSpg2bJlWuPi4+Nx/vx5TJo0CefPn8e2bdtw8+ZNJQhLq1+/foiIiFA+q1at0neziIiI6COnd4/Wc+fORbt27fDNN9+gV69eqFChAgDgjz/+UIrVdBUQEICAgIB0x9nY2Gj1d7R06VJUq1YNYWFhKFasmDLc3NwcTk5Oem4JERER0f/ROyjy8/PDkydPEBMTAzs7O2V4//79YW5unq2Je9OLFy+gUqlga2urMXzTpk3YuHEjChcujICAAEyZMiXTXrUTEhKQkJCgfI+JicmpJBMREVE+oXdQBAAGBgYaAREAuLu7Z0d6MvTff/9h3Lhx6NatG6ytrZXh3bt3R/HixeHk5ISQkBAEBgYiODg40161Z8+ejWnTpuVoeomIiCh/0TsoevToEUaNGoWDBw8iKioKIqIxPiUlJdsSp5aUlIQuXbogNTUVK1as0BjXr18/5X9vb294enqiSpUqOH/+PCpVqpTu8gIDAzFixAjle0xMDFxdXbM93URERJR/6B0U9e7dG2FhYZg0aRKcnZ2hUqlyIl2KpKQkdO7cGaGhoTh06JBGLlF6KlWqBCMjI9y6dSvDoMjExERpQUdEREQEZCEoOnHiBI4fP46KFSvmQHI0qQOiW7du4fDhwzq1brty5QqSkpLg7Oyc4+kjIiKiD4feQZGrq6tWkVlWxcbG4vbt28r30NBQXLx4Efb29nBxcUHHjh1x/vx57Ny5EykpKYiMjAQA2Nvbw9jYGHfu3MGmTZvQvHlzODo64urVqxg5ciR8fX1Ru3btbEkjERERfRz07qdo0aJFGDduHO7evfvOKz979ix8fX3h6+sLABgxYgR8fX0xefJk3L9/H3/88Qfu37+PihUrwtnZWfkEBQUBAIyNjXHw4EE0bdoUpUqVwrBhw+Dv748DBw7AwMDgndNHREREHw+9c4o++eQTxMfHo0SJEjA3N4eRkZHG+KdPn+q8LD8/v0xznd6WI+Xq6oqjR4/qvD4iIiKijOgdFC1atCgHkkFERESUt/QOinr16pUT6SAiIiLKU1nqvDElJQU7duzAtWvXoFKpULZsWbRu3Zr1eIiIiCjf0jsoun37Npo3b44HDx6gVKlSEBHcvHkTrq6u2LVrF0qUKJET6SQiIiLKUXq3Phs2bBhKlCiB8PBwnD9/HhcuXEBYWBiKFy+OYcOG5UQaiYiIiHKc3jlFR48exd9//w17e3tlmIODA+bMmcO+gYiIiCjf0junyMTEBC9fvtQaHhsbC2Nj42xJFBEREVFu0zsoatmyJfr3749//vkHIgIRwd9//42BAweidevWOZFGIiIiohynd1C0ZMkSlChRAjVr1oSpqSlMTU1Ru3ZtlCxZEosXL86JNBIRERHlOL3rFNna2uJ///sfbt26hevXr0NEULZsWZQsWTIn0kdERESUK7LUTxEAeHp6wtPTMzvTQtlozoUnmY4f5+uYSykhIiLKH3QKikaMGIGvv/4aFhYWGDFiRKbTLliwIFsSRkRERJSbdAqKLly4gKSkJOX/jKhUquxJFREREVEu0ykoOnz4cLr/ExEREX0o9G59RkRERPQh0imnqH379jovcNu2bVlODBEREVFe0SkosrGxyel0EBEREeUpnYKitWvX5nQ6iIiIiPIU6xQRERERQcecIl9fX52b258/f/6dEkRERESUF3QKitq2bZvDySAiIiLKWzoFRVOmTMnpdBARERHlKdYpIiIiIoKOOUX29va4efMmHB0dYWdnl2n9oqdPn2Zb4oiIiIhyi05B0cKFC2FlZQUAWLRoUU6mh4iIiChP6BQU9erVK93/iYiIiD4UOgVF6YmKikJUVBRSU1M1hpcvX/6dE0VERESU2/QOis6dO4devXrh2rVrEBGNcSqVCikpKdmWOCIiIqLcondQ9Nlnn8HLywtr1qxB4cKFde7UkYiIiOh9pndQFBoaim3btqFkyZI5kR4iIiKiPKF3P0WNGjVCcHBwTqSFiIiIKM/onVP0ww8/oFevXggJCYG3tzeMjIw0xrdu3TrbEkdERESUW/QOioKCgnDixAns2bNHaxwrWhMREVF+pXfx2bBhw/Dpp58iIiICqampGh8GRERERJRf6R0URUdH46uvvkLhwoVzIj1EREREeULvoKh9+/Y4fPhwTqSFiIiIKM/oXafIy8sLgYGBOHHiBHx8fLQqWg8bNizbEkdERESUW7LU+szS0hJHjx7F0aNHNcapVCoGRURERJQvZanzRiIiIqIPjd51irLTsWPH0KpVK7i4uEClUmHHjh0a40UEU6dOhYuLC8zMzODn54crV65oTJOQkIChQ4fC0dERFhYWaN26Ne7fv5+LW0FEREQfgjwNiuLi4lChQgUsW7Ys3fHz5s3DggULsGzZMpw5cwZOTk5o0qQJXr58qUwzfPhwbN++Hb/88gtOnDiB2NhYtGzZkt0DEBERkV70Lj7LTgEBAQgICEh3nIhg0aJFmDBhAtq3bw8AWL9+PQoXLozNmzdjwIABePHiBdasWYMNGzagcePGAICNGzfC1dUVBw4cQNOmTXNtW4iIiCh/y9OgKDOhoaGIjIyEv7+/MszExAT169dHUFAQBgwYgHPnziEpKUljGhcXF3h7eyMoKCjDoCghIQEJCQnK95iYmJzbkHxqzoUnmY4f5+uYSykhIiLKHXlafJaZyMhIANDqJLJw4cLKuMjISBgbG8POzi7DadIze/Zs2NjYKB9XV9dsTj0RERHlN1nKKXr+/DlOnz6NqKgopKamaozr2bNntiRMTaVSaXwXEa1hb3rbNIGBgRgxYoTyPSYmhoERERHRR07voOjPP/9E9+7dERcXBysrK43gQ6VSZVtQ5OTkBOB1bpCzs7MyPCoqSsk9cnJyQmJiIp49e6aRWxQVFYVatWpluGwTExOYmJhkSzqJiIjow6B3UDRy5Ej06dMHs2bNgrm5eU6kCQBQvHhxODk5Yf/+/fD19QUAJCYm4ujRo5g7dy4AoHLlyjAyMsL+/fvRuXNnAEBERARCQkIwb968HEsbvR3rJBERUX6jd1D04MEDDBs2LFsCotjYWNy+fVv5HhoaiosXL8Le3h7FihXD8OHDMWvWLHh6esLT01MJxLp16wYAsLGxQd++fTFy5Eg4ODjA3t4eo0aNgo+Pj9IajYiIiEgXegdFTZs2xdmzZ+Hh4fHOKz979iwaNGigfFfX8+nVqxfWrVuHMWPG4NWrVxg0aBCePXuG6tWr46+//oKVlZUyz8KFC2FoaIjOnTvj1atXaNSoEdatWwcDA4N3Th8RERF9PPQOilq0aIHRo0fj6tWr6b4QtnXr1jovy8/PDyKS4XiVSoWpU6di6tSpGU5jamqKpUuXYunSpTqvl4iIiOhNegdF/fr1AwBMnz5da5xKpWJP0kRERJQv6R0UvdkEn4iIiOhD8N523khERESUm3TKKVqyZAn69+8PU1NTLFmyJNNphw0bli0JIyIiIspNOgVFCxcuRPfu3WFqaoqFCxdmOJ1KpWJQRERERPmSTkFRaGhouv8TERERfShYp4iIiIgIOgZFc+bMQXx8vE4L/Oeff7Br1653ShQRERFRbtMpKLp69SqKFSuGL774Anv27MHjx4+VccnJybh06RJWrFiBWrVqoUuXLrC2ts6xBBMRERHlBJ3qFP3000+4dOkSli9fju7du+PFixcwMDCAiYmJkoPk6+uL/v37o1evXnwDPREREeU7OnfeWL58eaxatQrfffcdLl26hLt37+LVq1dwdHRExYoV4ejIt54TERFR/qV3j9YqlQoVKlRAhQoVciI9RERERHmCrc+IiIiIwKCIiIiICACDIiIiIiIADIqIiIiIAGRDUBQTE4MdO3bg2rVr2ZEeIiIiojyhd1DUuXNnLFu2DADw6tUrVKlSBZ07d0b58uWxdevWbE8gERERUW7QOyg6duwY6tatCwDYvn07RATPnz/HkiVLMGPGjGxPIBEREVFu0DsoevHiBezt7QEAe/fuRYcOHWBubo4WLVrg1q1b2Z5AIiIiotygd1Dk6uqKU6dOIS4uDnv37oW/vz8A4NmzZzA1Nc32BBIRERHlBr17tB4+fDi6d+8OS0tLFCtWDH5+fgBeF6v5+Phkd/qIiIiIcoXeQdGgQYNQrVo1hIeHo0mTJihQ4HVmk4eHB+sUERERUb6ld1AEAFWqVEH58uURGhqKEiVKwNDQEC1atMjutNFHbM6FJ5mOH+fLFxATEVH20rtOUXx8PPr27Qtzc3OUK1cOYWFhAIBhw4Zhzpw52Z5AIiIiotygd1AUGBiI4OBgHDlyRKNidePGjbFly5ZsTRwRERFRbtG7+GzHjh3YsmULatSoAZVKpQwvW7Ys7ty5k62JIyIiIsoteucUPX78GIUKFdIaHhcXpxEkEREREeUnegdFVatWxa5du5Tv6kDo+++/R82aNbMvZURERES5SO/is9mzZ6NZs2a4evUqkpOTsXjxYly5cgWnTp3C0aNHcyKNRERERDlO75yiWrVq4eTJk4iPj0eJEiXw119/oXDhwjh16hQqV66cE2kkIiIiynFZ6qfIx8cH69evz+60EBEREeUZnYKimJgYnRdobW2d5cQQERER5RWdgiJbW9u3tiwTEahUKqSkpGRLwojeBXvEJiIifekUFB0+fDin00FERESUp3QKiurXr5/T6SAiIiLKU1mqaA28fgdaWFgYEhMTNYaXL1/+nRNFRERElNv0DooeP36Mzz77DHv27El3POsUERERUX6kdz9Fw4cPx7Nnz/D333/DzMwMe/fuxfr16+Hp6Yk//vgjJ9JIRERElOP0DooOHTqEhQsXomrVqihQoADc3NzQo0cPzJs3D7Nnz872BLq7u0OlUml9Bg8eDADo3bu31rgaNWpkezqIiIjow6Z38VlcXJzyQlh7e3s8fvwYXl5e8PHxwfnz57M9gWfOnNEokgsJCUGTJk3QqVMnZVizZs2wdu1a5buxsXG2p4M+LmzST0T08dE7KCpVqhRu3LgBd3d3VKxYEatWrYK7uzu+++47ODs7Z3sCCxYsqPF9zpw5KFGihEaLOBMTEzg5OWX7uomIiOjjoXdQNHz4cERERAAApkyZgqZNm2LTpk0wNjbGunXrsjt9GhITE7Fx40aMGDFCozPJI0eOoFChQrC1tUX9+vUxc+ZMJTcrPQkJCUhISFC+69NjNxEREX2Y9A6Kunfvrvzv6+uLu3fv4vr16yhWrBgcHXO2SGHHjh14/vw5evfurQwLCAhAp06d4ObmhtDQUEyaNAkNGzbEuXPnYGJiku5yZs+ejWnTpuVoWomIiCh/yXI/RWrGxsbw8vKCpaVldqQnU2vWrEFAQABcXFyUYZ988onyv7e3N6pUqQI3Nzfs2rUL7du3T3c5gYGBGDFihPI9JiYGrq6uOZdwIiIieu/p3Pps9+7d2LBhg8awmTNnwtLSEra2tvD398ezZ8+yPYFq9+7dw4EDB/D5559nOp2zszPc3Nxw69atDKcxMTGBtbW1xoeIiIg+bjoHRd9++61G3ZugoCBMnjwZkyZNwq+//orw8HB8/fXXOZJIAFi7di0KFSqEFi1aZDpddHQ0wsPDc6TSNxEREX24dA6KQkJCUKtWLeX777//jiZNmmDChAlo37495s+fjz///DNHEpmamoq1a9eiV69eMDT8vxK/2NhYjBo1CqdOncLdu3dx5MgRtGrVCo6OjmjXrl2OpIWIiIg+TDrXKXr58iUcHByU7ydOnEDHjh2V7+XKlcPDhw+zN3X/34EDBxAWFoY+ffpoDDcwMMDly5fx008/4fnz53B2dkaDBg2wZcsWWFlZ5UhaiIiI6MOkc1Dk4uKCa9euoVixYoiNjUVwcDAWLlyojI+Ojoa5uXmOJNLf3x8iojXczMwM+/bty5F1EhER0cdF5+Kzjh07Yvjw4diwYQP69esHJycnjddpnD17FqVKlcqRRBIRERHlNJ1ziqZMmYKHDx9i2LBhcHJywsaNG2FgYKCM//nnn9GqVascSSQRERFRTtM5KDI3N9dqkp/W4cOHsyVBRERERHlB5+IzIiIiog8ZgyIiIiIiZMNrPohI25wLTzIdP843Z98TSERE+mNOEREREREYFBEREREB0LH4bMmSJTovcNiwYVlODBEREVFe0SkoSttzdWZUKhWDIiIiIsqXdAqKQkNDczodRERERHmKdYqIiIiIkMUm+ffv38cff/yBsLAwJCYmaoxbsGBBtiSMiIiIKDfpHRQdPHgQrVu3RvHixXHjxg14e3vj7t27EBFUqlQpJ9JIRERElOP0Lj4LDAzEyJEjERISAlNTU2zduhXh4eGoX78+OnXqlBNpJCIiIspxegdF165dQ69evQAAhoaGePXqFSwtLTF9+nTMnTs32xNIRERElBv0DoosLCyQkJAAAHBxccGdO3eUcU+eZP5qAyIiIqL3ld51imrUqIGTJ0+ibNmyaNGiBUaOHInLly9j27ZtqFGjRk6kkYiIiCjH6R0ULViwALGxsQCAqVOnIjY2Flu2bEHJkiV17uSRiIiI6H2jd1Dk4eGh/G9ubo4VK1Zka4KIiIiI8oLedYo8PDwQHR2tNfz58+caARMRERFRfqJ3UHT37l2kpKRoDU9ISMCDBw+yJVFEREREuU3n4rM//vhD+X/fvn2wsbFRvqekpODgwYNwd3fP1sQRERER5Radg6K2bdsCAFQqldJPkZqRkRHc3d0xf/78bE0cERERUW7ROShKTU0FABQvXhxnzpyBo6NjjiWKiIiIKLfp3fosNDQ0J9JBRERElKf0rmgNAEePHkWrVq1QsmRJeHp6onXr1jh+/Hh2p42IiIgo1+gdFG3cuBGNGzeGubk5hg0bhiFDhsDMzAyNGjXC5s2bcyKNRERERDlO7+KzmTNnYt68efjqq6+UYV9++SUWLFiAr7/+Gt26dcvWBBIRERHlBr1ziv7991+0atVKa3jr1q1Z34iIiIjyLb2DIldXVxw8eFBr+MGDB+Hq6potiSIiIiLKbToXn/Xp0weLFy/GyJEjMWzYMFy8eBG1atWCSqXCiRMnsG7dOixevDgn00pERESUY3QOitavX485c+bgiy++gJOTE+bPn49ff/0VAFCmTBls2bIFbdq0ybGEEhEREeUknYMiEVH+b9euHdq1a5cjCSIiIiLKC3rVKVKpVDmVDiIiIqI8pVeTfC8vr7cGRk+fPn2nBBERERHlBb2ComnTpsHGxian0kJERESUZ/QKirp06YJChQrlVFqIiIiI8ozOdYpYn4iIiIg+ZDoHRWlbn+WWqVOnQqVSaXycnJw00jR16lS4uLjAzMwMfn5+uHLlSq6nk4iIiPI/nYOi1NTUPCk6K1euHCIiIpTP5cuXlXHz5s3DggULsGzZMpw5cwZOTk5o0qQJXr58mevpJCIiovxN79d85DZDQ0M4OTkpn4IFCwJ4nUu0aNEiTJgwAe3bt4e3tzfWr1+P+Ph4bN68OY9TTURERPnNex8U3bp1Cy4uLihevDi6dOmCf//9FwAQGhqKyMhI+Pv7K9OamJigfv36CAoKynSZCQkJiImJ0fgQERHRx+29DoqqV6+On376Cfv27cP333+PyMhI1KpVC9HR0YiMjAQAFC5cWGOewoULK+MyMnv2bNjY2CgfvsiWiIiI3uugKCAgAB06dICPjw8aN26MXbt2AXj9Hja1N1vFichbW8oFBgbixYsXyic8PDz7E09ERET5ynsdFL3JwsICPj4+uHXrltIK7c1coaioKK3cozeZmJjA2tpa40NEREQft3wVFCUkJODatWtwdnZG8eLF4eTkhP379yvjExMTcfToUdSqVSsPU0lERET5kV49Wue2UaNGoVWrVihWrBiioqIwY8YMxMTEoFevXlCpVBg+fDhmzZoFT09PeHp6YtasWTA3N0e3bt3yOulERESUz7zXQdH9+/fRtWtXPHnyBAULFkSNGjXw999/w83NDQAwZswYvHr1CoMGDcKzZ89QvXp1/PXXX7CyssrjlBMREVF+814HRb/88kum41UqFaZOnYqpU6fmToKIcsmcC08yHT/O1zGXUkJE9PHIV3WKiIiIiHIKgyIiIiIiMCgiIiIiAsCgiIiIiAgAgyIiIiIiAAyKiIiIiAAwKCIiIiICwKCIiIiICACDIiIiIiIADIqIiIiIADAoIiIiIgLAoIiIiIgIAIMiIiIiIgAMioiIiIgAMCgiIiIiAsCgiIiIiAgAgyIiIiIiAAyKiIiIiAAwKCIiIiICwKCIiIiICACDIiIiIiIADIqIiIiIADAoIiIiIgLAoIiIiIgIAIMiIiIiIgCAYV4ngIiy35wLTzIdP87XMZdSQkSUfzCniIiIiAgMioiIiIgAMCgiIiIiAsA6RUSUDtZJIqKPEXOKiIiIiMCgiIiIiAgAgyIiIiIiAAyKiIiIiAAwKCIiIiICwKCIiIiICACDIiIiIiIADIqIiIiIADAoIiIiIgLwngdFs2fPRtWqVWFlZYVChQqhbdu2uHHjhsY0vXv3hkql0vjUqFEjj1JMRERE+dV7HRQdPXoUgwcPxt9//439+/cjOTkZ/v7+iIuL05iuWbNmiIiIUD67d+/OoxQTERFRfvVev/ts7969Gt/Xrl2LQoUK4dy5c6hXr54y3MTEBE5OTrmdPCIiIvqAvNc5RW968eIFAMDe3l5j+JEjR1CoUCF4eXmhX79+iIqKynQ5CQkJiImJ0fgQERHRxy3fBEUighEjRqBOnTrw9vZWhgcEBGDTpk04dOgQ5s+fjzNnzqBhw4ZISEjIcFmzZ8+GjY2N8nF1dc2NTSAiIqL32HtdfJbWkCFDcOnSJZw4cUJj+CeffKL87+3tjSpVqsDNzQ27du1C+/bt011WYGAgRowYoXyPiYlhYERERPSRyxdB0dChQ/HHH3/g2LFjKFq0aKbTOjs7w83NDbdu3cpwGhMTE5iYmGR3MomIiCgfe6+DIhHB0KFDsX37dhw5cgTFixd/6zzR0dEIDw+Hs7NzLqSQiIiIPhTvdZ2iwYMHY+PGjdi8eTOsrKwQGRmJyMhIvHr1CgAQGxuLUaNG4dSpU7h79y6OHDmCVq1awdHREe3atcvj1BMREVF+8l7nFK1cuRIA4OfnpzF87dq16N27NwwMDHD58mX89NNPeP78OZydndGgQQNs2bIFVlZWeZBiIiIiyq/e66BIRDIdb2Zmhn379uVSaoiIiOhD9l4HRUSUP8258CTT8eN8HXN0fiKirHiv6xQRERER5RYGRURERERgUEREREQEgEEREREREQAGRUREREQAGBQRERERAWBQRERERASAQRERERERAAZFRERERAAYFBEREREB4Gs+iOgDxNeEEFFWMKeIiIiICAyKiIiIiAAwKCIiIiICwKCIiIiICACDIiIiIiIAbH1GRKSFrdeIPk7MKSIiIiICc4qIiLIdc5qI8ifmFBERERGBQRERERERAAZFRERERAAYFBEREREBYFBEREREBIBBEREREREANsknInrvsEk/Ud5gThERERERGBQRERERAWBQRERERASAQRERERERAAZFRERERAAYFBEREREBYFBEREREBIBBEREREREABkVEREREABgUEREREQFgUEREREQEgO8+IyL64PDdaURZ88HkFK1YsQLFixeHqakpKleujOPHj+d1koiIiCgf+SCCoi1btmD48OGYMGECLly4gLp16yIgIABhYWF5nTQiIiLKJz6I4rMFCxagb9+++PzzzwEAixYtwr59+7By5UrMnj07j1NHRJS/vGvxW17PT5RV+T6nKDExEefOnYO/v7/GcH9/fwQFBeVRqoiIiCi/yfc5RU+ePEFKSgoKFy6sMbxw4cKIjIxMd56EhAQkJCQo31+8eAEAiImJUYb9F/sy0/XGxBhnOp7zc37Oz/k5f97MvyA4OtPxIyo4cP4cnD83qe/bIpI9C5R87sGDBwJAgoKCNIbPmDFDSpUqle48U6ZMEQD88MMPP/zww88H8AkPD8+WmCLf5xQ5OjrCwMBAK1coKipKK/dILTAwECNGjFC+p6am4unTp3BwcIBKpdKaPiYmBq6urggPD4e1tbXeaeT8nJ/zc37Oz/k5f/bPLyJ4+fIlXFxc9F52evJ9UGRsbIzKlStj//79aNeunTJ8//79aNOmTbrzmJiYwMTERGOYra3tW9dlbW2dpYPK+Tk/5+f8nJ/zc/6cmd/GxibLy31Tvg+KAGDEiBH49NNPUaVKFdSsWROrV69GWFgYBg4cmNdJIyIionzigwiKPvnkE0RHR2P69OmIiIiAt7c3du/eDTc3t7xOGhEREeUTH0RQBACDBg3CoEGDcmTZJiYmmDJlilaRG+fn/Jyf83N+zs/539/59aUSya52bERERET5V77vvJGIiIgoOzAoIiIiIgKDIiIiIiIADIqIKItSUlLeeRms0khE7xMGRZTlGxNvaLobO3Ys1q5dm9fJyBa3bt1CUlISDAwMsryMly9fv9sqvR7k33epqal5nYR8ideLnJEdDyf0fxgU6SgpKSmvk5Aj7t69i1WrVuHGjRs6X7SeP3+OxMTELN/Q3nVfZsfFNTeX8eLFC1hYWKBy5crvvM7slJWbe3BwMEqVKoUff/wxy+u9d+8e2rZtiwcPHgDQbT8+ffoUd+7cwcWLF7O83rTeJbApUKAA7t+/j/Dw8GxJi5o+5+S7nr/Pnj3TeAG2vvRd/927d7F48WLcv38/y+vMKe8a5OqyLxISEpCYmIi4uLh3Wtebbt++jRUrViAsLCxbl5tb0r6YPauyO9hmUKSD27dvY8SIEThy5EiWDsDjx49x+/btHEjZu50Qly9fRtOmTfHnn3/i9u3bOgU5169fR+fOnTF8+HAkJibqvc5///0X8+fPx549e3Se5+HDh9i3bx927tyJmJgYqFSqd87dUm+rvhfE+Ph4xMfHIzY2Vqf9lZqaChsbG4wfPx7ly5fHX3/9he+++07/hL8hq9t/+/Zt7Ny5E8Drm7s+ywkODkatWrUwceJEDBgwIEvrBwBDQ0McPnwYW7duBfD23KJr166hW7duGD16NNatW/dOQfXz588BvN72rN4Mk5OTERAQgHbt2uHevXtZWsb9+/exbds2/P777zh37hwAZHpeP3jwAFu3bsWCBQsQFxf3TjlsUVFRaNOmDZYuXYoXL17oNM/Dhw/x559/YunSpYiPj9dr/errzJ49e/DPP//oldawsDD8+OOP+Omnn3D+/Hm95k1PbGwsIiMjsX//fiUtBQpk7TaoPlbq62BycjIA7WvKrVu3MHLkSPTr1w87d+7MtpzGS5cuoXr16ggLC1PSkNVlv+06EBERgb1792Lbtm1ZWn567t69i3bt2uH58+dZSndcXBxSUlKUXOdsky2vlf2ABQcHS7FixaRDhw6ybt06vee/evWqNGjQQNq0aSM3b958p7TcvXtXNm3aJDNnzpTTp09LXFxclpd17do1sbe3l3HjxsmjR4/SnSY1NVXj+6VLl8TR0VGGDRsmv/zyi97rvHTpkhQvXly6dOki//vf/3SaJzg4WLy8vKR06dJSrFgxadKkibx48ULvdYuI3Lp1SyZNmiR9+/aVJUuWSHR0tF7zX716VVq0aCHe3t7i6ekpu3fvznT66dOnS+PGjUXk9b7877//JDAwUFQqlXz//fdZ2obQ0FB58OCB1j5481il5+nTp2JqaiqWlpYa53JKSspb571x44bY2trK0KFD9Vrnm9TrGjp0qDRo0EAePnyY6fSXL18WOzs7CQwMlPPnz+u9vrSuXbsmhQsXlilTpmilR1+3b98Wd3d3adiwody9e1eveS9duiSFCxeW6tWri62trZQuXVoGDhyY4fSXL1+WSpUqSdeuXWXcuHESGxubpTSn1bNnT/H19ZX58+fLs2fPMp02JCREqlevLp9++qlMnjxZY1xycnKm8167dk0cHBxkzJgx8uTJE73SGBwcLEWLFpWaNWuKvb29tGzZUi5evKjXMtK6ceOGdOzYUXx8fESlUomRkZHUrVtXgoKCJDExUa9lqc/9ffv2Sa9evaRFixbSv39/uXfvnsZ0ly5dEicnJxk+fLj8+OOPb91fuoqIiJBSpUrJqFGjNIbHxMRkOt/9+/dl69atMn36dPnmm2/kypUr8vLlSxHJ+Ldw5coVqVGjhnTt2lW6d++eLekXEfnpp5+kYMGCWZr38uXL0rBhQ6lataqUK1dOVq1aJZGRkdmSLgZFmbh586Y4OTnJ2LFj5dWrV3rPf/nyZXF0dJSvvvpKjh8/rgzPys3k0qVLUrRoUWnUqJEULFhQypcvL6tXr87S8l69eiUdOnSQL774QmN4UlKS3L9/X0JDQ5ULr/qHcu/ePfHw8JDx48frnXYRkevXr4uDg4OMGzdOHj9+nO40b/4oL168KGZmZjJu3DgJDQ2VLVu2iKenp5w5c0bv9V+6dEkKFiwoXbp0kbp160q1atVkxYoVIqLb/rtw4YJYWVlJ//79ZezYsdK0aVMxNzeXY8eOZbgdQUFBcufOHY1x9+7dk8mTJ4uVlZV89913em3DgwcPRKVSSYMGDaR3796yY8eOdNebkZiYGClbtqz07t1bypUrJz/++KMyLrN9oN52lUolY8aMyTCI1seff/4p5ubmsm/fvgzX/+jRI/H19ZXhw4drDM/K70dEZPXq1eLg4CCVKlXSuLnrEhilXad6+tDQUClSpIg0atRI58Do+fPn4uPjI19++aW8evVKbt26JWvWrBE7Oztp27atsmz1+q5duyZ2dnYyfvz4DH83+khISFD+HzRokPj4+GQaGIWEhIidnZ2MHTtW41zetm2bEuRktP/+++8/6dixo/Tr109jeGJiojx48EDCwsLk6dOnIqJ9TNP+9l+9eiXHjx+XggULyq5duzSm0/VcuHjxojg5OcmQIUNk27Ztcvv2bVm7dq2ULVtW3N3dZc+ePXqfV9u3bxczMzOZMGGCfPvtt1K3bl2xtbVVjlNoaKgUK1ZMK3DJ6vmb1pEjR6RatWqSkJAgSUlJMmTIEGnUqJHUqlVL5s2bl+48wcHBUqJECalXr564ubmJg4OD2NjYyIABAyQ8PDzdtF2+fFlsbW1l5MiREhYWpgw/duyYXL9+PUtpV6/j3r174ubmpvf1/M6dO2JnZyfDhg2TpUuXyoQJE8TExER69uwpp0+fzlKa0mJQlIHU1FT56quvpFOnThrR/dOnTyUkJET2798vV69ezXD+iIgIKV26tIwbN06ndWXm33//leLFi8uECRMkPj5eRF4/6dWoUUPHrdH06tUrqVmzpkZuxd69e2XYsGFiZWUlHh4e0rRpU42b35YtW6RRo0by9OlTZX9cv35dduzYIZ9//rls3rxZKwBQS0xMlM8//1zr4vjy5Uu5ceOGHDlyRLlYq/fFlStXxNraWmv/VapUSb755hsZO3asnDhxQqen5lu3bomrq6tMnDhRGdayZUuZNGmSxjoze1IyMTGROXPmKMMiIiKkTJky0qxZs3Sf/h4+fCjlypWT6OhouXTpklSpUkWSkpJERCQ8PFwmTJigd2D0/PlzKVmypHz66aeyZMkSsbOzk549e2pdBDO7yTdq1EiWLVsmQ4YMEU9PT9m0aZOIvA4a03tavnDhgpiamsq3334rf/31l6hUKhk6dGiWA6O0+6pz585Su3btDJ9ug4KCpHz58nLu3Lks5+iktX79evH29papU6dK6dKlNQKjjB561OtVp1v9983AqGHDhnL//v23puH+/ftStmxZOXnypDIsOTlZjh49KoUKFZJPPvlEGR4XFyetW7eWzz77TGMZWbmpqoOPN/fjgAEDxNvbO93A6PHjx1KtWjUZMGCAxvC5c+eKSqWS0qVLS1RUVLrLffXqlSQlJUnVqlU1ciX37NkjgwYNEisrK3F2dpa2bdvKtWvXNOa9evWqGBoaKr9PtSZNmsiQIUNk6NChMn/+fGX42/ZHcHCwWFhYKA906ulTU1Pl3r174uvrK2XKlFFyGnTNda1du7YsXLhQRETCwsLE1dVVPv/8c2WahQsXSrNmzSQiIiJbAqG0NmzYoFz/GzZsKM2bN5dp06ZJYGCgGBkZyeDBgzWmv3Hjhjg4OEhgYKA8fvxYYmNjJSYmRvr27aucd2/mtERFRUmVKlXkyy+/1Bg+e/ZsUalU0rZtW/n333+zvA2PHz+WQoUK6Z1rPn/+fKldu7bGsH379omXl5d069ZNLl26lOU0iTAoylBKSoq0aNFC4yl1x44d0r17d7G2thZTU1Px9fXNsBjp0KFDUqNGDY0T7eLFi7Jq1Spp0KCBBAYGyj///PPWdCQlJcmsWbOkS5cuEh0drRGQuLi4ZBiIpEcdQCQkJEjp0qWlW7ducu/ePZkxY4Z4eXlJ+/btZdWqVbJs2TKpUqWKjB8/XlJSUiQ1NVVmzpwpTk5OyrI2btwozZs3l2LFikmpUqWkYMGCMnTo0AxvcM2bN5fRo0cr3//880/p37+/WFhYiKOjo5QoUUJ5wkpJSZEOHTqIqampHDx4ULmgzJgxQ4yMjKRhw4bi4+MjxsbGyg8qo4tOUlKSzJs3Tz777DN5+fKlMl3//v2lbdu20qZNGxkyZIiEhoYq604rPj5eunfvLiqVSmP/iYh06NBBunbtmu66Hzx4IB4eHtKlSxc5efKkuLq6St26ddMNjHS5KKiP+/Lly2XIkCEiInL27FmZP3++VK5cWSpVqiRz5syR27dvZ7gfREQ6deokO3fulIcPH8qwYcOkbNmyUqFCBalbt67ExsZqbMujR4+kbNmyMmbMGGXY//73P70Co5s3b8rkyZMlIiJCCbrU27J27Vrx8PCQc+fOiYj2vl+8eLFYWVmlG3Sq0xkXF6fT70jk9W+md+/e8ujRI5k4caKUKVNGvvnmGxk2bJj8+uuvyj56U1hYmLRt21Z5Us4oMGrXrt1b0/D48WOxs7OTxYsXa43bs2eP2Nvby7fffisiItHR0VKmTBnZsGFDust687zL6Ddw/fp1MTQ0lIYNG8qAAQPk1KlTGufJqFGjpEyZMjJ//nwleBJ5nRvg4+Oj8SS/bt06sbW1lQULFkiDBg2kXLlyynmgXr868Lt37540a9ZMGjVqJJGRkTJt2jTx9PSUjh07yrp162TlypVSuXJlmTlzpqSmpkpqaqokJibKmjVrRKVSybZt25T1zpo1S1QqlXTv3l0aN24sKpVKIwDJyMOHD0WlUmUaWAYHB2sVDb/N/fv3xd3dXe7fvy8RERFSpEgR6d+/vzL+119/lRYtWoi/v3+686vPnZcvX8rz5891Xq/a2bNnxdbWVubMmSPNmzfXyMXZtWuXGBgYKPsvOTlZhg4dKp9++qmIaJ8nI0aMECsrK1m2bJnG+FOnTinHX53eVatWiZGRkaxatUrs7e2lTZs2Ot+Dbt68KaNGjZJdu3ZJcHCwvHr1Srp16yYzZ85UpnnbA6rI62oJVatWlZSUFElOTlZ+j3/99Ze4uLjIiBEj0t1OXTEoysTIkSPF1tZWtm3bJsOHD5ciRYpI3759ZefOnRISEiLNmjWTrl27pvuUuWfPHrGwsFAu2D/88IM0bNhQypUrJ23atBE7Oztp3ry5xkUoPampqbJo0SLlhFX7999/xdLSMt16FumdDBcuXJAyZcooF8NDhw6JtbW1uLq6irW1taxcuVJu3bqlTF+/fn3p3r27cnJeuHBBypYtK7Vr15ZOnTqJpaWljBo1So4cOSIiIt98843Y2dlpLENdVh0fHy/NmzeXFi1ayM6dO2XSpEni7u4uPXr0kHXr1klQUJBUrFhRWrdurcz79OlT8fPzk9q1a8upU6dk5syZ4uDgILt371bqUnXr1k0KFSr01n145coVCQ4OVr5Pnz5djI2NZcKECTJ06FBp3LixVKxYMd06RqmpqXLw4EHx8/OTMmXKKLkB//77r5ibm8vy5cu19nlqaqqkpKTI/PnzxdfXV3bs2CFnz54VDw8PqVWrlkZgNHnyZFGpVLJ27dpMt0Ht4MGD4uLiIidOnFCGtWvXTuzt7aVx48Zia2srw4YNk+PHj6d7YZkzZ46Snf/gwQMpXbq0mJiYyIQJEzTSL/I6h099fFNTU5WLj66BUUpKinIzK1OmjHz66ady/fp1jd9LmTJlpHPnzunOv2HDBrGxsZGQkBDlpvmmpUuXyqBBgzJMQ1oPHjwQLy8vCQ0NlaioKJk3b57Y2dmJSqVSLuzpBWB//PGHVKxYUfz9/ZXj/2ZgdPr0aTE1NZX169drzR8TE6OkPTk5WQYOHChNmjTRyup/9eqVDBw4UDp37izJyckSEhIiJiYmsn///gy3KSkpSebOnavkIKdn8+bNolKplGuOo6OjeHp6Srdu3eTnn3+W58+fS58+fcTPz08WLlyo5BgtWbJEChcurPGg8/vvvytB7OnTp5WiGPVvXb2f3d3d5dNPP5Vdu3aJp6enODs7i62traxevVrjGtGwYUNp3769iPxfAC3yOlAzMjKSvXv3yty5c8Xe3l4pOouPj5fp06eLqanpW4teXrx4ITVr1pTSpUtnmIOQnJwsLVq00Lj+vE10dLQ0adJEfvjhBylWrJgMGDBA+V2HhYVJjx49pHr16sq2ZRRwT5kyRasYPCNpi1ZfvHghn332mfj6+kq5cuWUcSkpKRIXFydVqlSRBQsWKOuuWrWqjB07Vmu71erUqSNVqlTR+I0tWrRI46EkJSVFjh8/LkePHhWR1znwNjY20rx587fWz0xJSZFp06ZJmTJlxMfHR0xMTKRKlSqiUqnE29tbdu7cKSdOnNCpmsqvv/4qBgYGyrFPSkpS0v3rr79KgQIF5NSpU29dTkYYFKURFxcnjx8/loMHD8r9+/fl3LlzMmDAAHF1dRUPDw/59ddfNbLIR40aJZUqVZL//vtPRF7/GFavXi2LFi2S5cuXS9++faVkyZJSp04dpez577//FhGR8+fPi0qlkr1796ablqioKKVidtoflPrgv3jxQry8vDQqb//111/p1g1IWz6fVmRkpJw8eVKjrkJqaqokJSXJJ598IpMmTZKEhASlkvDWrVvlk08+kdatW8uxY8c0LoRHjx6V0qVLK+k5e/as2Nvby40bN0Tkdfath4eHlCpVSgoVKiTr16/XqIfRr18/adiwoWzatElWrFghr169kidPnkjNmjWlSJEiYm1tLXv27NHYB0uWLJFSpUqlW9ci7f5L6+nTp1KtWjXZuXOnMmzXrl3i7OwsQUFBGvOr056amionT56UunXrSvny5eXMmTPi4eGhVI5V56a9eWF4/vy5VKxYUQICAkTk9TF3d3fXCIzu3r0rM2bMeGv5fNpzYNCgQdKpUycREendu7cUKVJELl68KE+fPpUFCxZI9erV5ciRI7J8+XKtNC1ZskSaNWsmIiJ9+/aVggULSufOncXb21upY/XgwQO5cOGC1vrVwZ7I2wOjqKgo5bfy8uVLmTRpktSsWVPMzc3l008/lZ9//llEXgc+lStXlmPHjsn9+/dl06ZNsnr1anny5ImEhYWJpaWlRt23tIFeSkqKDBw4UGbPnp3u+tPefFNSUiQhIUHq16+vDO/QoYNYWVlJ8eLFNZ5WRUTGjBmjUedq69at4ufnp1FMlvamEh8fL1WqVJG5c+dqLCckJEQ6d+6s0bDg6NGjUq5cOenTp4/WjXru3Lni4+MjcXFxcvv2bTE1NZUZM2aISPoPO/v27ZOOHTtq/BbVnj17puRqrl+/XlQqlaxcuVLOnz8v27Ztk6ZNm0rp0qWlePHi0rJlSylQoIDY2trK8uXLJTU1VX788UcxNjaWK1euaC1bbd68eVK1alUltyPtA0HlypVl+/bt8vjxYzlx4oRS1Cby+ngkJiZKly5dZPLkyZKamioTJ04UDw8PZZrRo0eLSqUSQ0NDOXDggMY++PXXX8Xd3T3DXAp1LoLI62PToEEDcXd3zzAwatOmjbRo0SLdcWmL29QSEhKkbdu2olKplN9iWFiYfP/999KwYUMpWbKkLFmyRFQqlVKfNO3vR+T1Odq6dWulXl1Gnjx5ohH0qO3YsUPKlCkjKpVK/vjjD415GjduLCtXrhSR1/eKihUrSmBgoIiIRjG5+vxYu3atFClSROOavG7dOrGxsZErV65onXvq69GiRYvE19c306AoMjJSIzfs1atXcuzYMdm3b58EBASISqWS+vXri7m5uZQrV05q1KghvXv3Vq736enYsaN4eXkpRa/q7UhMTJSyZctqZSLog0HR/3fjxg3p2bOn8uRsb28v3bp1k3/++UeSkpK0go3U1FTp16+f9OnTRxISEiQ4OFjc3d2lYsWKYmNjI4UKFZK2bdvKmjVrpF+/fnLmzBnlREpJSZGQkBDlBvumtC3W0t4s056Yz58/l+LFiysXrMDAQCU7N60LFy6ImZmZ8oNQy+gJPzExUYYNGya2trbSuHFjadSokcyaNUsuX76sTKMOAtMaNWqU1K1bV549eyYXL14Ua2tr+eqrr0Tk/24eT548kdDQ0HSzi1u3bi2Ojo7SrVs3GT16tPLjf/78uTRr1ky8vLzkr7/+0rgRDR06VBo1aqR1Q0i7/9SBTdr9p34aUS/rn3/+kbJlyyo/sIz2f1BQkNSvX19UKpWSFZ2cnCypqaly584dsbe3l1atWklERIRS1Hbu3DkxMTGRb775Rvnu4eEh9erVU86H9J4iHzx4IHv37pU///xTaWmmvpjt3r1b/P39pU6dOlK0aFGt4qN//vlHChYsKGPGjFG2Sb2tN27ckO7du0uHDh3EyclJrl27Jrdv35ZevXpJ1apV5dq1a2JqairGxsYydepUrVaCycnJGoGRsbGxfPbZZxo3vKtXr4qfn5+0adNGo95dcnKyrFy5Ulq3bi1GRkbSoUMHGTRokLi7u0tgYKBUrFhRunfvLmPGjFGO1cyZM8XAwEA5l9QSEhJkwoQJ4uHhoVVkmFmLz759+8rWrVulZ8+e4uzsLHv37pUZM2ZI4cKFlTpjz58/l2nTpmnkLoq8vhGrAyN1xVT1fk1ISJCmTZvKDz/8ICKvz7WQkBCxsbGRr776SqtV0pYtW8TNzU169uyp5AS9fPlSPv/8c6lZs6ayTaNGjRILCwslYFefK+r9M3bsWOnevbtWS9Tz589LrVq1NFprLV26VAoUKKCci+riqrVr18q8efPE3d1djI2NxcXFRVJTUyUiIkKKFSsm7dq1U6oBqM/BtK0Ie/TooXXdUT8QZFR8lJycLBMnTpSiRYsqv9E9e/ZI6dKlNbZFndP422+/acw/ZswYqVmzZrot2u7cuSPjxo2T3r17K8FCTExMhoHRw4cPpVmzZuk2vFD/v2fPHunZs6f06tVLydl58eKFeHt7S8WKFWX48OHi6OgoDg4OAkAsLS2ld+/e0rBhQ/H19U0352LKlClSuXLlTFtgXr16VcqWLStfffWVcq6lvV5s27ZNKlSoIC4uLrJy5Uo5ePCgjB49WpycnDQCxtatW0vx4sWV4/bmNWfZsmVSsmRJWbNmjfJQcu/evUwfSlJTU2Xo0KHSt2/fDHMqz507JwULFtSoBpHWkSNHpEaNGhIcHCxXrlyRnTt3yrBhw6Rbt24SEhIiN27ckBEjRshnn30m06dPV+ownT17Vho1aiSVK1fWqJOWlJQklStXljVr1mS4T9+GQZG8LlN2dnaWgQMHyrp16+TatWsyevRoKVmypJQqVUojB0Hk9U11/PjxUrhwYbl69aoEBweLubm5jB07Vp4+fSpBQUHy2WefiZOTU4bN8CdMmCCVK1fWCk50bbH24MEDsbKyksuXL8v06dPFxMREK8C6du2aGBkZaVQQFhH59ttvpU+fPlqVlNevXy/dunUTAwMDqV+/vjRp0kQ++eQTKVCggPj6+qZbNHD//n0ZO3as2NrayqVLl5RcqTdbqaXdzrTbEhsbK/369ROVSiV9+/bVuLlu27ZNTpw4IXFxcVK/fn2pUaOGksMzbdo0sbS01AjWdNl/aYuB1MaOHSt16tSRp0+fZji/et6jR49KkyZNpEyZMkpak5KS5ObNm2JraysqlUr8/f3l22+/VW6qo0ePlooVKyrBy7lz58TOzk6aNm2qtT9FdOuGoFGjRqJSqbSCZnVdJnW5upo6kA0PDxcTExMpWLCgRtHrjRs3JCIiQiIiIqRTp04ye/Zs6du3r9SoUUPq1asn+/btU258aS+Mv/32m9jb2ys3zYz2X9p5YmJi5OTJk9KqVSupV6+eAJACBQrIiBEjNM6Tv/76S5YuXSrjxo0TU1NTqVevnkyfPl0mTpwoHTp0EEdHR63i44zWr74JDB06VFQqlRQvXlwpBrp//77Mnj1bbt++rXXT2Ldvn8ZTpzowqlu3rkZgNGHCBHFzc1OetF++fCkBAQFKJdXU1FS5efOmBAUFKUH5rl27pH79+uLu7i7ly5cXFxcXKVCggJiYmIi1tbV069ZNli1bJi1bthQrKyvZt2+fEjCEh4fLuHHjpGDBgloNPi5evCimpqZarZ5ERMm9mD17tlbx6qNHj2TXrl3i7e0tVatWFZHXQYm61WXa3+bz589l7Nix4ujoKPv27cvwgcDMzEzr+vPTTz/JoEGDtM7B69evi5mZmZIrpDZmzBgxMjJSGgVMnjxZzM3N022er344HThwoHz//fca17i0gVHagHf8+PFSrlw5jVyStNeovXv3ipmZmXTo0EGpz6Ru3PD8+XMJCAiQAgUKiKOjozRv3lw2bNggvXv3VtLh6ekpxYoVk59++kmuXLkie/bskX79+omNjU2mXQzcu3dPKlWqJMWLF5fatWtLYGCgcu1Km9tz7NgxGTp0qFhYWIiPj4/4+vrKhQsXNAKfAwcOiJWVlbRq1UpjHert/OSTT8TW1la6dOmi00NJfHx8huef2sWLF5VqFmnXl3bfnj59WiwsLLQeQJKTk5XGNi1atJCuXbuKo6Oj1KpVS8nBPX78uPj7+4udnZ2sWbNGfvvtNxk3bpzY29vrVdf2TR99UKQOaAIDA7Wi5y1btoivr69Uq1ZNiVCXLFkin376qRQpUkTOnz8vYWFh4ujoqGShqm3fvl0sLS2V4jK1K1euyOjRo8Xa2lrrRNCnxVpUVJSUL19e2rRpI6ampnL27FmN8fHx8dKzZ08xMTHReDKaPXu2WFpaysGDBzWmDwkJkYYNG4qhoaH06dNH4+nl4MGDUqVKFfH29tbIOVi5cqUEBARI2bJl5cKFC3L16lUxMjLSKs74+uuvpVq1alpB2IoVK6R3795ibGwsXbp00fixzJkzR1QqldSrV09OnTolsbGx4ufnJ/Xr15eOHTumu8367D+R10+IY8eOFTs7OwkODs50/rQ3kNOnT0utWrXEx8dHIiIilPNm8eLF8tVXX8nEiRNl4MCB4uvrK3/++af8888/Uq5cOaU1TXJysly4cEGjeEdN124IDh8+LFWqVJHDhw9rDN+1a5fUqVNHSfOXX34pbdq0kZo1aypFVteuXdMKJtUSEhKkU6dOSlAVFhYmn332mbRp00a8vb1l27ZtWkV96pw6fff/y5cv5ezZs+Lq6irdunXTOP7qFi4tW7aU1atXy59//inVqlUTd3d38fX1lYEDB2q1WtLl+EVFRUnXrl21fpfJycmZ9iuVtpXg9u3bpVGjRmJvby8dOnSQ1q1bS7FixTRu8OqckqCgIElOTpZWrVqJt7e3ODo6SvHixZUik+vXr8uiRYvE3NxcqlevLrNnz1YeykqXLi2lS5eWKVOmyCeffCIqlUqqVq0qVatWlVq1aknx4sW1gsKMHkqePHmi7N9ly5YpN/Y3A6OUlBQ5deqUeHp6St26dUXkdVBvY2MjZcqUkUWLFsnw4cOlU6dOUqhQITl//vxbHwh8fX2V1nZnz56V3r17S8eOHWX//v3y448/yr///isRERHy33//Sfny5ZVrTNrr8ejRo8XCwkKaNGkilpaWWr99kdd9Rzk7O2vc1NXHUi1tYHTnzh2ZNm2amJubaxUXqz1+/FjWrl2r1B2Mi4uTJUuWiIGBgcyaNUu5/rdr105evHihPHxs3bpV7O3tJSQkRLZt2yYtWrQQlUollpaW4uXlJQ0aNHhrK6nly5dLo0aN5NixYxIYGCjVq1fXCIzSdq8g8jqovXTpkixatEjatm0rjRo1kjlz5ijHYurUqWJubi6NGjWSy5cvS1RUlISGhkq/fv0EgFaOb3oPJV9//bWMHz9e2rVrJ46OjsqDxZvebPGXdv+nPS6JiYlSvnx5Jfct7bZ16dJF+vbtq3EsOnXqJFWrVlWOR1hYmIwePVpcXFykbNmyUrVq1Xfuz+yjDorSC2jUdWrUVq9eLdbW1rJ69Wq5f/++TJ48WQYOHKhk+YaGhkrVqlWldevWGk+mJ0+eFFtbW43KlMuXL5fWrVtL5cqVtQIiEf1arD1+/Fisra3Fzs4uwx/07t27pWPHjlKpUiUJDQ2V5cuXi729fbpl2NeuXRMzMzOlpdGbTZCPHDkibm5u0rZtW3n58qXExcXJb7/9JitWrFCesMaOHSsqlUrjhzJ79mxxcHDQKh9+9OiRUrmxWLFicujQIeUCvXLlSjEyMpLly5dLkyZNxN/fX4KCgiQ2NlYqVaokZmZm6W6zPvvv5MmTMmDAAClTpoyyrLfNP3bsWDl//rykpqbK33//LWXKlJEaNWoodYqOHDkizZo1k927d8urV69k2bJlYmtrK9988400bdpUbG1tMzxWIrp3Q/Dq1St58OCBVKpUSaNFn8jr3L4GDRqIiEjt2rWlWbNmMnr0aCU3Tl0/Ja03b4y3b98WDw8P2b59uzKsTp06YmlpKSVKlJA6depIr169JCIiQkT+76aTlRaXV69elRIlSqR7/JcuXSpNmjSRVq1aKZU7Y2Ji5L///ku3QvTb1j969Oh0g0Fd+5VSF6+IvK5kqs5NmzVrllYRXmhoqJQpU0bu3LkjI0eOlICAADl58qQEBwdL165dxcrKSi5evJjpQ9nmzZulevXqUr16dQkKCpJ169bJwIED5dNPP5UffvhBaTGpltH5M2XKFOnZs6dGsdSyZcvExMRERo0apVW0k5iYKP/884+4u7tLvXr1ROR1BetmzZpJ0aJFxdfXV4YNGybXr1/X+YFAXYE6Li5OIiMj5fHjx9KyZUspUqSIuLq6KkXn6qbet27d0ur7aeLEiWJoaJjhTW/ChAnSvHnzt3Zg+PLlS2nQoIGoVCoxNzdPN8ASeZ17qs5V3Lhxo8a4JUuWSIECBSQwMDDD67+lpaXye3/16pWcP39e9u7dKzdu3NCpxdnLly9ly5YtIvJ6v40bN04JjNIrer9w4YJ4e3tL69atNXL5K1SoIP/73/8kJSVFFi1aJK6urmJoaChWVlZSqVIlMTc313ooffOh5I8//pAqVaqIm5ub+Pr6yqBBgzKsBxkdHS1ubm5azeanTJkiVatW1ap+Ubt2ba0uBEREmjVrpjSiUP/eo6Ojle5o0naeGx4eLs+ePXtrR6S6+KiDoowCGhHNp4t69eopgVNsbKxW+enNmzelWbNm4u/vL1evXpWYmBgpVKiQVvb1oUOH5LfffsuwPxNdW6w9e/ZMkpOTZcSIEVpPy3fv3tWoIHrgwAFp27atuLi4aLTWSHsjnDBhgtSsWVMKFSqk0dLlzZvlDz/8IAYGBspFSV1xUH3xSkxMlG7duomFhYXcvHlTli5dmmEQJvL6h/7999+LgYGBxv4ODw9XOkW8fPmyNGrUSHx9fSUyMlKePXumVT9D3/0XGxsrSUlJsnfvXqUIRNf5mzVrJi9fvpSHDx9K4cKFZfDgwRrp+frrr8XR0VE5xidOnJB+/fopT4oBAQFKPaS0UlNTde6GYNWqVSLy+sLl6OgoV65cUY7V77//LhYWFrJp0yZp166dRiX0VatWiYGBgUagHhoaKqtXr1aOaUpKisTHx0vfvn2VHL9evXqJk5OThIeHS3BwsCxZskQ8PT21bspZaXG5YcMGnY5/5cqVM8zd0mf9AQEB6bZW1LVfqbSB0dvUrVtXGjVqJG3bttXqdLBp06bSsGHDtz6Ufffdd2JjY6N01JpRU+WMzp/Zs2eLra2t1vpFXhcbqVQqUalU4ufnJ4GBgXLw4EElqDh9+rT4+PhItWrVlHnU5/WbN5+sPBCo13P+/HnZvHmzzJs3T8qWLSsqlUqKFSsmzs7O0qRJE+nZs6csXbpUzp8/n2Fv9ikpKVKvXj2tvtDS7h+R/6tP+PLlS/nss88yLb56+fKljBs3ToyNjZUK9GnP0xUrVohKpZKJEye+9fqfHf0UxcTESGBgoFSrVk0jx2jt2rVy8eJFsbKyktGjR6eby1+mTBnl2h4TEyObNm2S7777TtavXy/u7u5vfShRt0JV54Zl1jP3/fv3ZcSIEWJvb69xrXqz8031+j7//HPp0qWLRp3bhIQEad++vbRp00aZXl1k+OTJE6lVq5bSgEUke/av2kcdFIn8X0DTtGnTDOvw+Pn5SdeuXd+6nICAAKlfv77Y2dlp9G+U9gR68+BlpcVaehc4kdcnzciRI8Xd3V0ju//AgQPSrl07KVmypMbNT+R1lqpKpZKNGzeKv7+/NG3aVKOJaNo6ODdu3BBLS0uNllv//fefVK9eXTw8PJQgqVOnTlKgQAExNTVVblBpt3vatGlKhdTjx4+LiYmJbN26VWs6dRpXr14tVatW1Qhgsmv/ZWX+3bt3y7Nnz2TatGlia2srjRo1UjpxE3kdRPTq1Ut5Gnz06JEcPXpUWrZsmW4OoZqu3RA4OjrK06dP5cGDB3Lnzh2pUaOGuLm5KfuudevW4uHhId7e3hIXF6cEYampqeLj4yNLliwRkdcdNnp5eUm7du20Xlny888/K838XVxctIrv1Fn379riUp/jr86Zetfjn16LT336lVIHKGmpb7Zpcym2b98uvr6+YmxsrFxb1NNNnDhRGjRooPNDmboPpMwu/mnPn7///ltmzZolDg4O6T6UJCYmyt27d8XHx0dKlSolVapUkV69eompqalUrFhRevToIVu2bJFff/1VPD09pUGDBsq6IyIixNXVVcaPH6/XA0Hz5s01HgjS25Z58+ZJt27d5MKFC3LgwAEl4KhevXq69TPTtsqqUaOGUik4o5v2l19+qeyPtAFmRESE7N27V5YsWSI//vijhIeHK40KxowZIwUKFFCKn9P6/vvv5erVq5le/3XtePTu3buyYsUKGTBggFZOknoZL168UIrSxo0bJ4MGDRIAYmZmpuTGpZfLX6xYMWndurVWLpo+DyUhISGZpv+///6TxMREpWGS+vfSokULKVy4cIYPx3/99ZeEhIQoOYhqf//9t6hUKqVrAZH/u+5cuHBBTExMMiy+excffVAkohkYpe3/JSUlRcLDwyUgIEDplTWzi9LNmzelYcOG4ubmpmT3ZzZPdrZYU7ty5YoMHjxYfH19NZ5q1YGRr6+vcpMYOXKkGBsbKzeka9euScOGDaVZs2YadYfUP8gdO3ZI2bJltSokHj9+XMqVKyeVK1dWnnS/+OILMTY21sqZUgdh6uAsPDxcChUqJK1bt87wVQkjR46UTp06af2g33X/Zcf+v3LlinTs2FFKliwpfn5+cv36dfn111+lV69eWv3LpHceqJuh69MNgZeXl9IEVr3/vb29xdfXV0ReVwwtU6aMWFhYaGRxJyYmSu3atWXDhg3K6yPGjRsnDx48SHe/t2rVSooUKZJh1/nZsf/y6vhnZ79SV69elU6dOomfn5/4+fkp5/azZ89k/PjxYmpqqhRpqg0aNEh69OghV65c0emhrFu3bunuG13Pn7RBwoIFC2Tu3LlK5e927dpJmzZt5O+//5Z79+7Jzz//LLVr15Zq1aqJmZmZeHt7i0qlUgKznHggUPvtt9/E1tZW6wEovZ7r1bmc6htj69atxcvLK8N3ed26dUs6deqklWN16dIlKV26tFSvXl0KFSokpqamUrRoURk/fryy3lGjRkmBAgUyfeejvtf/tC5fvizly5eXQYMGabUUVlMfQ3WOkampqdjY2EiDBg10yuUvUKCA1ra/60NJ2m0fPHiw9OjRQ9lHDx8+lMmTJ4ulpaVG8Vh6++PSpUtSokQJWbRokUYnu7NnzxYjIyOtJvbnzp2TUqVKZdhZ7btgUPT/ZZRjNHbsWKlQoUK6uRTpuXXrVroB1puys8Xam65evaqU678ZGLVt21Zq1KihPL2VLFlSjIyMZOrUqSLy+mk6vcAoNTVVhgwZIh06dNBqAq+unOnl5aUERsnJydK5c2exsLBQKllOnDgx3ej+999/F2NjY/n00081+kR58eKFjB49Wuzs7LSeUt51/2Xn/o+OjpY///xTfH19xcPDQ8aNGyeVK1fW6OE2PSEhIRrN0PXphiBtgJB2/6u7/v/f//4nrq6uSn2uI0eOyKRJk8TV1VWuXbsmHTt21CrHT0xMlPDwcKVIdt26dVKiRIl0XxGRnfsvt4+/+uKeHf1Kqd8NNXjwYJkyZYq0bdtWGjRooNxMo6OjZebMmeLo6CjlypWTYcOGSdeuXZVOKUWy/lCWlfNn0qRJolKpNIoir1+/Lk2bNtXqUPLZs2fy008/yYQJE6RSpUpadXne9YHgTampqXLt2jUpWrSo0ghBnfY350+by/nnn3+KyOs6YTY2Nlo9i6vnnTx5stSrV0/j/FM/HIwdO1bCw8MlOjpaQkNDpUWLFlKwYEEZNGiQxMfHS1JSkowZM0ZMTEwyfTG4rtf/tK5evSp2dnYyZswYjcBj48aNWvtRfYz79esn1tbWEhISIufOnctSLr/Iuz2UqL350tu0xb/h4eEyadIkrVcapb2WqF9BMnr0aK3f5NOnT2XChAliYGAggYGBcuvWLXn06JFMmDBBSpYsmS3vYXwTg6I00l6czp8/L3PnzhVLS0u938x88+ZNadmypdSoUSPd/imys8Xa7du3ZefOnVrDr1y5IgMGDJAKFSooNfVFXpcxV69eXelr58qVK/Ltt9+KSqVS6ohcuHBBGjZsKP7+/kpgNG3aNClYsKBcuXJFIiIiMqycWaJECalUqZLy9P3JJ5+InZ2ddO3aNcNKjcnJyfLdd9+JoaGhlC5dWvr06SMDBgyQli1bipOTk9bF+F33X3bu/zcNHz5cmjVrJkWKFBGVSpXhKzzUL9ocPXq03t0QHD58OMP97+HhITVr1hSR1xer9u3bi4WFhZQtW1a8vb3l/PnzkpiYKHXq1JGlS5cq8+/du1eGDx8u1tbW4ubmJq1atZKUlBSpVKmSRgsQkew9f0Vy//iLSLb0KxUaGiqenp4aT/arVq2S7t27S1JSknKBj4uLkzNnzkivXr2kTZs20rt3b60gT9+HsqycP9OnTxczM7N0f4M3b96Upk2bStOmTZX6I2ll1CNzVh8IMlOqVKlMX32TUS5nfHy8zJs3T8zMzMTf31+OHz8uT58+lZMnT8qXX36pdf4lJiZK7969tV4BIvK6mLNHjx5iZ2cnmzdvFpHXQfqQIUPE3t4+08rcb7v+pxUTEyP+/v7Sp08fjeEzZswQlUolFhYWWsW9a9eulQIFCsjvv/+uBOdZyeVXy8pDiVpGL71NG4g/fPgw06LnUaNGKdVTUlJSZMeOHTJ37lw5dOiQUpz2448/io2NjRQtWlS8vLykSJEiOVJ0JsKgSIv6hC5UqJAYGRll2DLhbdRP4+lVCs6uFmuRkZFKRUlbW1tp06aNjB49Wq5evSqvXr2SZ8+eycCBA6VGjRrKDfDx48dSoUIFjRtdamqqNGvWTE6cOCFnz56VV69eyd27d6Vhw4bSunVrpdn/uXPnJCwsTBwcHDKtnFmxYkWpUKGC8qSirgD6tpP477//lvbt20uFChWkTp06Mm7cuHSbrb/r/svOFoNp96Ha4cOHZezYsWJlZaVVEV7k9Y2kXr16MnToUL27Idi5c+db93+FChWkcuXKynKDg4PlwYMHSkd3L168kNKlS0u/fv3k2rVrMmvWLClVqpR06NBBFi9eLGvWrBF3d3cZO3asjBs3TurUqaNRwTUn9p9I7h1/EXnnfqWSkpLk6NGj0qVLF40b89ixY8Xd3V0qVaokpUqVSve9ZRnVMdH1oexdzp/Mrmdp15/2hbW60vWBICPqbalYsaJWU261+Pj4dHM5ExISJDo6Wk6ePCmrV68WX19fUalUYmRkJGXKlJGqVatq7Ef1MShfvrzS51DaV7GIvD7Gnp6eGhV6Y2NjdcqdyOz6n1ZoaKiULl1aI4dn7969Ym1tLXv37pUBAwYo/6tdvnxZypUrJz4+Pu+cy6/eXn0eStLS9aW3kZGRMnHixHRfadSsWTOl3lDt2rWlVq1aUrRoUSlXrpw0bdpUaekdHh4ue/bskX379ulccpMVDIrScf36dWnduvVbK5a9zZv9SKSVXS3WevToIY6OjjJ06FDlZYn29vZSpkwZmTlzpkyePFk+//xz8fX1lVWrVsmTJ09k1qxZGkUM06dPF5VKJRUrVpQiRYpIkyZN5Pr163Lt2jWpXLmyRid5d+/elYoVK+pUObNRo0Yi8vqp6803MGcks1YN2bn/smv/p/XmRSGjljKZNUN/WzcE+ux/Pz+/DC9UBw8eFENDQ3Fzc1OyttUBSGJiovj7+8vgwYPl7t27Wq3Mcmr/ieTs8X+zY8as9iulfkdXcnKyRtC7ZMkSMTExkRUrVsj27dtl0qRJYmBgoJVz9bZ6iW97KHuX80eX/aprLkd62/O2BwJdrFixIsOWhpnlclpaWkqZMmWU4suDBw/KunXr5MKFCxoVeNXH7+HDh+Lm5qbkCqb3+otvv/1WSpYsmWl9moxkdv1Xjzt06JCYmJhoHJtbt25pdIj4+eefS4ECBSQkJESuXLkiDg4OMmrUqCzl8mdG14eStNq0afPWl96qW2w/fvw43Vca9evXT7788kuZNWuW8n7BlJQU2bZtm/j7+0vv3r3TDeZyCoOiDKT9geSUrLZYCw0NlRUrViiVzDp06CA1a9ZUepwOCgqS5cuXS40aNaRChQpKblLZsmXlxYsXGlm/P//8s6hUKvnll18kOjpajh49KlWqVFFaMly9elXraefWrVs6V85UvxBRVxl1upaerO6/7Jo/q3Rt8ZFRNwT67P/M3tweFhYmZ8+e1Xp3XEpKinTs2DHDp3W1nNh/OXH8076RPK2s9iv15ju6RF63vJk4caJGZ5pxcXFSvHhx5aarq7c9lL3r+fM2uuZypKXrA0FWlvXmcjPL5fzhhx+kePHiGVZWFnldr8rT01NERKpXr64UN4toB+XTp0+XChUqZOv94NKlS9K3b195/vy5nDlzRrn+iqS/7YcPH5bKlStLUFCQ1KtXT+klXT29rrn8utD1oUStVatWb33p7eTJk9PtkFO9rlmzZkmFChWkQ4cOWr2fL168WNzd3dN9nUtOYVCUx/RtsZC2gmHalwB26NBBSpUqJZs2bVL6UXr27Jk8ffpUVq9eLaNHj073SeHu3btaP5hWrVpJy5YtM704ZbVyZnZ7lxYf2TF/VrxrNwQiObf/ExISZOLEieLi4pJhheW08mL/ZWX9WW1GnrZfqbTvwSpTpozyO1MPT/sWc5HXzfxr1qypVblVF5ndhLPj/HmbzHI58pouuZw9e/bUmi/t8fPy8pKUlBT5+eefxdjYWHm5s1raCs3q91tmh4sXL4qBgYFMmzZNGRYQECDOzs7KNqjXpU6vuvPPf//9951y+XXxtocS9UtvFy5cKEFBQbJhwwadXnqrLv6LjY2VmJgYraC5bt26olKppGfPnhrn/vnz56Vs2bI5Wlz2JgZF7wFdWyy8rRl1ly5dxMvLS9avX6/VhFWXvjLUrzbo2rWr1lvD05PVypnZLSstPrJzfn1lR4sPkezf/xs2bJBhw4ZJ4cKF9bqQ5vb+y8r6s7MZufodXW++KufNm8iECROkXLlyOhcd6iq7zp/8LLNczk6dOsnEiRO13rOlpj5+x48flydPnsgXX3whJiYm0rNnT7l//77ExsZKRESETJo0SXlLfHa4cuWKmJqaypQpUzSGb9u2TTw8PMTDw0NjXRERETJ27FixsbFRihPfNZf/XaTtAsPS0lJsbGz0euntlStXxN/fX3x9fcXFxUU2btyoXKMiIyOldu3aYmlpKd99953SSGHs2LFSpUoVnXoAzy4Mit4TbyvLz6iCYWJiooSGhipl3v379xcvLy/ZuHGj1puzdTFp0iQpVqyYTrkE6nS/S+XM7JKVuhDZOb++3qXFR1rZtf+vX78ufn5+0q5duwxf8Pi2dOTm/svq+rPSjDw0NDTTd3S9WeRw4cIF+fLLL9/6Wpd3kV3nz4cko1zOjI6f+jU2//77rwQGBoqVlZVYWlpKwYIFpXbt2hqd3b4r9YuKy5Qpo5FetbVr10rZsmXFwMBA2rdvL/7+/tKoUSOtd+qlldVc/qx4swuMU6dO6fXSW3VdqK+++ko2b94sI0aMECMjI41te/nypTRp0kQ8PT3FyclJmjRpIg4ODjn2G8oIg6L3SGZl+W9rRl20aFGlbLdfv35SuHBh5b05uvjtt99k8ODB4uDgoPeFIK9viGpZqQuRnfPr411afLwpu/b/o0eP3umJLDf337usX59m5AkJCW99R1fa9UVFRcn8+fOlRo0aOnVWmFXZef58CDLK5czs+LVp00Zu3Lih5EqEhYXJ+vXrZeHChfLnn39mW5HNxYsXxdzcXPz8/MTFxUWGDRumkT61y5cvy7Rp05TAZsGCBTq/7V3fXH59ZNQFhq4vvY2OjhZ/f3+N7RYRadCggTIsbZHZvn37ZOHChbJ27dp3ett9VjEoes9kVHatSzNqNzc3pay6V69eep1QISEh0rlz5yxnFef1DVHtXcv+c7suRVZafKTnQ9n/ub1+XZqR6/qOrj59+sjSpUtlx44duZbdn13nT372tlzOzI6fq6urODk5SePGjWXAgAGybNmyLOWUZuTMmTNKs/nk5GRZtWqVODo6ZhgYpfddV/rm8usqsy4wdHnpbWRkpFSrVk1pCKCuytG3b1/p3r27sjx9K3nnFAZF+YguFQwzeh2ALt61hUVe3xDzq+y6GHD/606fZuS6vqOradOmUqtWrWy/Kb3N+3IzyUuZ5XK+7fjt37//re9Yy6qjR49qBEDPnz9PNzBK7xjqWgT2Lrn8utKlC4y3dTWhpr7PTJ48WT799FON6XKz6X1GGBTlM+9SwZDeT/o0Q6fs8y7NyPV5R1dO4/mjv7w4fupj8+LFC50DI128ay6/rrLjpbdpp5swYYJGH0ezZs2S+fPn51oDnYwYgvIVV1dXuLq6agxLTEzE119/jZMnT2LmzJlQqVR5lDrKirTHi8cu97y5r62trXWaT0Tg7e0NS0tL/PfffwCAlJQUGBgYwNzcPNvT+TY8f/STV8dPfWysra3RpUsXAMCECRNgYGCABQsWwMDAIEvLLVeuHDZu3AgjI6NsS2t6PD09sXjxYgwcOBDW1tZo166dMk7X865AgQIQEahUKqhUKmWbJ0+ejBkzZuDChQswNMzbsIRBUT63ceNGnDlzBlu2bMGePXvg6emZ10ki+qCpVCqULl0aFhYWOHLkCEqWLKlc3BmUvP/eh+OnDowKFCiA/v37w8TEBLNnz87y8nI6IFLz9PTEqlWrMHToUMyaNQsGBgaoXbu2XvtNHRQZGBjA1dUV3377LebNm4ezZ8+iQoUKOZh63TAoysdu3LiBNWvWwM7ODocPH0aZMmXyOklEHzz1Rd3MzAyhoaF5nRzS0/ty/KytrdGpUycYGRmhZs2aeZYOfZUsWRJLlizBiBEjMGrUKCxcuBA1atTQef4CBQoAeB3Iff/997C2tsaJEydQqVKlnEqyXlQiInmdCMq6qKgomJiYwMbGJq+TQvRRWblyJerWrQtvb++8Tgplwfty/NRBWn5z/fp1TJo0CfPnz0exYsX0nv/s2bOoVq0aQkJCULZs2RxIYdYwKCIiyoL8ejOj13j83l1iYiKMjY2zPH9cXBwsLCyyMUXvjkEREREREYACeZ0AIiIiovcBgyIiIiIiMCgiIiIiAsCgiIiIiAgAgyIiIiIiAAyKiIiIiAAwKCKi98yRI0egUqnw/Pnzd17WyZMn4ePjAyMjI7Rt2/adl0dEHzYGRUSU63r37q28FNLIyAgeHh4YNWoU4uLisrQ8Pz8/DB8+XGv4iBEjULFiRYSGhmLdunXvlmgi+uDx3WdElCeaNWuGtWvXIikpCcePH8fnn3+OuLg4fPLJJ9m2jjt37mDgwIEoWrRolpfxrr32ElH+wZwiIsoTJiYmcHJygqurK7p164bu3btjx44dWtNFR0eja9euKFq0KMzNzeHj44Off/5ZGd+7d28cPXoUixcvVnKf7t69C5VKhejoaPTp0wcqlUrJKTp69CiqVasGExMTODs7Y9y4cUhOTlaW5+fnhyFDhmDEiBFwdHREkyZNlCK9ffv2wdfXF2ZmZmjYsCGioqKwZ88elClTBtbW1ujatSvi4+NzetcRUQ5hUERE7wUzMzMkJSVpDf/vv/9QuXJl7Ny5EyEhIejfvz8+/fRT/PPPPwCAxYsXo2bNmujXrx8iIiIQEREBV1dXREREwNraGosWLUJERAQ++eQTPHjwAM2bN0fVqlURHByMlStXYs2aNZgxY4bGOtevXw9DQ0OcPHkSq1atUoZPnToVy5YtQ1BQEMLDw9G5c2csWrQImzdvxq5du7B//34sXbo0Z3cUEeUYFp8RUZ47ffo0Nm/ejEaNGmmNK1KkCEaNGqV8Hzp0KPbu3YvffvsN1atXh42NDYyNjWFubg4nJydlOicnJ6hUKtjY2CjDV6xYAVdXVyxbtgwqlQqlS5fGw4cPMXbsWEyePBkFCrx+TixZsiTmzZunLCsyMhIAMGPGDNSuXRsA0LdvXwQGBuLOnTvw8PAAAHTs2BGHDx/G2LFjs3kPEVFuYE4REeWJnTt3wtLSEqampqhZsybq1auXbi5LSkoKZs6cifLly8PBwQGWlpb466+/EBYWpvc6r127hpo1a2q8Hb127dqIjY3F/fv3lWFVqlRJd/7y5csr/xcuXBjm5uZKQKQeFhUVpXe6iOj9wJwiIsoTDRo0wMqVK2FkZAQXFxcYGRkBAK5evaox3fz587Fw4UIsWrQIPj4+sLCwwPDhw5GYmKj3OkVEIyBSDwOgMdzCwiLd+dVpVE+f9rt6WGpqqt7pIqL3A4MiIsoTFhYWKFmy5FunO378ONq0aYMePXoAAFJTU3Hr1i2UKVNGmcbY2BgpKSlvXVbZsmWxdetWjeAoKCgIVlZWKFKkSBa3hIg+FCw+I6L3WsmSJbF//34EBQXh2rVrGDBggFLHR83d3R3//PMP7t69iydPnmSYWzNo0CCEh4dj6NChuH79Ov73v/9hypQpGDFihFKfiIg+XrwKENF7bdKkSahUqRKaNm0KPz8/ODk5afVOPWrUKBgYGKBs2bIoWLBghvWNihQpgt27d+P06dOoUKECBg4ciL59+2LixIm5sCVE9L5TibpAnYiIiOgjxpwiIiIiIjAoIiIiIgLAoIiIiIgIAIMiIiIiIgAMioiIiIgAMCgiIiIiAsCgiIiIiAgAgyIiIiIiAAyKiIiIiAAwKCIiIiICwKCIiIiICACDIiIiIiIAwP8DPts6UxthmzcAAAAASUVORK5CYII=", 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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": 84, "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": 85, "id": "82fdc16f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "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": 86, "id": "b0ccbe5a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Top platforms in North America excluding the bottom 8\n", "top_platforms_na = platform_sales.sort_values('NA_Sales', ascending=False).head(len(platform_sales) - 8)\n", "\n", "plt.figure(figsize=(12, 8))\n", "top_platforms_na.plot(x='Platform', y='NA_Sales', kind='bar', color='orange')\n", "plt.title('Top 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" ] }, { "cell_type": "code", "execution_count": 87, "id": "2ebe12bd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "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": 94, "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": 95, "id": "2858dabc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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": 100, "id": "2a41886d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Exclude 'DC', 'GEN', and '2600' platforms from the combined data\n", "excluded_platforms = ['DC', 'GEN', '2600', 'SAT']\n", "filtered_combined_platforms = combined_platforms[~combined_platforms['Platform'].isin(excluded_platforms)]\n", "plt.figure(figsize=(14, 8))\n", "\n", "# Recalculate positions for the updated set of platforms\n", "positions = np.arange(len(filtered_combined_platforms['Platform']))\n", "\n", "# Stacked bar chart with the updated filtered data\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": 101, "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": 102, "id": "e1552432", "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", "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": 105, "id": "3f8a17f9", "metadata": {}, "outputs": [ { "data": { "image/png": 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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": 106, "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": 107, "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": 108, "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": 109, "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": 112, "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": 113, "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": 114, "id": "3865a283", "metadata": {}, "outputs": [ { "data": { "image/png": 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7tyRPnlySJUsmyZMnl1OnTkVba61atWwe58+fX0TEWPY7d+6Up0+fSvPmzW2mCwwMFH9//xjVJCJSpkyZaNenWbNm/etzd+3aJWFhYdKoUSOb4SVLlnzt5/xv8/U66dKlk61bt8qePXtkzJgxUrt2bTl58qQMGDBA8uXLZ9PM7ezZs9KsWTPx8vKSpEmTioODgwQFBYmI/ON6sWbNGgkPD5eWLVvarAspUqSQoKAgYzvm5uYmAQEB8vnnn8v48ePlwIED0W5/zEiXLp3NtnzRokXGuNDQUOnUqZP4+voa67j1M45ufqLb7lksFqlWrZoxLFmyZJI1a1ab5R7T34xixYqJyMtrc+fPny9///33f5p34F0gSAFx0K1bt8TLyytKW3cPDw9JliyZ3Lp1y2a4l5dXlNewDnt12sj8/PxEJOrORrNmzYwdn8KFC9uMu379uhw6dMjmx9nBwUFSp04tqhqlfX26dOmivK+jo6M8efIkyvBXe+26fv26qKp4enpGeb9du3YZ7+Xi4iJbtmyRggULysCBAyVPnjzi7e0tQ4YMiXKN0qvmzZsnDx8+lEaNGsndu3fl7t27cu/ePWnUqJFcunRJ1q1bF+U5bm5uNo+tASK64ZGv2zH7uf7bsrtz546xfF4V3bDXSZIkiRQtWjTav1evE3nVm9RgZp2IrFChQlK2bFnjOqMVK1bI+fPnTXVXv379etmzZ4+sWbNG6tevL7///rt069bNZprx48fLhx9+KCVKlJBFixbJrl27ZM+ePVK1atV/rVHk5eccHh4ukyZNirLehoSEiIgY6651nXhVdMOi06tXLxk8eLDUqVNHli9fLrt375Y9e/ZIgQIFoq311WXv6OgoImJMa10H/0tNIi+/k9GtT6+7FjMyaw3/ZZ16db7+TdGiRaVfv36yYMECuXLlivTs2VPOnz9vXO/z8OFDKVu2rOzevVtGjBghmzdvlj179sjixYv/9X2s198VK1Ysyvowb948Y12wWCyyYcMGqVKliowbN04KFy4s6dOnl48++ugfr5nz9fUVkehDo7XOadOm2QyPiIiQypUry+LFi6Vv376yYcMG+eOPP4yAH938RLd9c3JyitK76avbvZj+ZpQrV06WLl1qhE4fHx/JmzevzJkz57XzDtgbvfYBcVC6dOlk9+7doqo2O92hoaESHh5u9DpmFd19cKzDottptQoODpZvv/1Wfv31V+nTp48x3MPDQzw8PEREJHXq1DYdIbi7u7+2Mwbr+Df1asBwd3cXi8UiW7duNXaMIos8LF++fDJ37lxRVTl06JDMmDFDPvvsM0mZMqX079//te85ffp0ERHp0aOH9OjRI9rxVapUecM5smX2c/03rq6uYrFYbDpKsHrTeyOZ9a5r+Oijj6Rhw4ayf/9+mTx5smTPnl2Cg4Nj/PwCBQoYyzk4OFiqVKki3377rbRr1844Ij579mwpX768fP311zbPjWkHEK6urpI0aVJ5//33pUuXLtFOkzlzZhF5uU780/f338yePVtatmwpo0aNshl+8+ZNSZs2bYxeIzLr9uJ1NcX0zN9/Ya3hdevU267BwcFBhgwZIhMmTJAjR46IyMuzyVeuXJHNmzcbZ6FERO7evfuvr2dd3xYuXPivZ/X8/f2NbdLJkydl/vz5MnToUHn27FmUMGTl7e0tefLkkXXr1snTp09tgk3BggVF5GUQjOzIkSPy559/yowZM6RVq1bG8NOnT//r/Jhl5jejdu3aUrt2bQkLC5Ndu3bJ6NGjpVmzZpIpUyYpVapUrNcG/FeckQLioIoVK8rDhw9l6dKlNsOtzWIqVqxoM3zDhg02Ox0vXryQefPmSUBAgPj4+Lz2ferWrSu5c+eWUaNGxfhmjTVq1JAzZ85IunTpoj3iHJs7OTVq1BBVlb///jva98qXL1+U51gsFilQoIBMmDBB0qZNK/v373/t6x87dkx27twp9evXl02bNkX5q1ixoixbtuwfz+qZYfZz/TfOzs5StGhRWbp0qTx79swY/vDhw3/tBS+2vOsarDdO7d27t6xfv146d+78xr0TWiwWmTJliiRNmlQ++eQTm+GvBvdDhw5Fuf/b6856ODk5SYUKFeTAgQOSP3/+aNdda1ioUKGCHD16VP7880+b1/jll19iPA+v1rpy5co3bhZVsmRJSZEihfz88882w3fs2PGvzeRiS4kSJcTR0VHmzZtnM3zXrl2xXsPVq1ejHW5t2ubt7S0i/3+Q59Vl/c033/zre1SpUkWSJUsmZ86cee2Z3+hkz55dPvnkE8mXL98/bsdERAYNGiQ3b96UXr16iar+a03/ZX7MepPfDEdHRwkKCpKxY8eKiNjlFhxATHBGCoiDWrZsKVOmTJFWrVrJ+fPnJV++fLJt2zYZNWqUhISESKVKlWymd3d3l/fee08GDx4szs7OMnXqVDl+/Pi/doGeNGlSWbp0qVSpUkWKFy8u7du3l/Lly4urq6vcvXtXdu/eLX/++adNc5wePXrIokWLpFy5ctKzZ0/Jnz+/REREyMWLF2Xt2rXSu3dvKVGiRKwsh9KlS0uHDh2kTZs2snfvXilXrpw4OzvL1atXZdu2bZIvXz758MMPZcWKFTJ16lSpU6eOZMmSRVRVFi9eLHfv3v3HsxXWI799+/aV4sWLRxn/4MED2bBhg8yePVu6d+/+n+fH7OcaE5999plUr15dqlSpIt27d5cXL17I559/LqlSpZLbt2//55rjWg1JkyaVLl26SL9+/cTZ2dmmu/E3kS1bNunQoYNMnTpVtm3bJmXKlJEaNWrI8OHDZciQIRIUFCQnTpyQzz77TDJnzizh4eHGc1OnTi3+/v6ybNkyqVixori5uYm7u7tkypRJvvzySylTpoyULVtWPvzwQ8mUKZM8ePBATp8+LcuXLzduvt2jRw/54YcfpHr16jJixAjx9PSUn3/+2dSBjRkzZkjOnDklf/78sm/fPvn888//8QDKP3F1dZU+ffrIiBEj5IMPPpCGDRvKpUuXZOjQoaaa9v0X1q61R48eLa6urlK3bl25fPmyDBs2TDJkyPCvzU3NqFKlivj4+EjNmjUlZ86cEhERIQcPHpQvvvhCUqVKZXzvAwMDxdXVVTp16iRDhgwRBwcH+fnnn6ME4OhkypRJPvvsMxk0aJCcPXtWqlatKq6urnL9+nX5448/xNnZWYYNGyaHDh2Srl27SsOGDSVbtmySPHly2bhxoxw6dOgfz6qLiDRt2lSOHj0qI0eOlD///FNat24t2bJlk4iICLl06ZL89NNPIiLGtYk5c+aUgIAA6d+/v6iquLm5yfLly6NtyvxfxfQ349NPP5XLly9LxYoVxcfHR+7evWtcrxv5LCAQp9injwsAkb3aa5/qy26dO3XqpBkyZNBkyZKpv7+/DhgwIEoPeyKiXbp00alTp2pAQIA6ODhozpw59eeff47x+9+7d09HjRqlxYoV0zRp0miyZMnUw8NDg4ODdcqUKfro0SOb6R8+fKiffPKJ5siRQ5MnT25089yzZ0+b3gOttb3K39/fpie413VNbfXDDz9oiRIl1NnZWVOmTKkBAQHasmVL3bt3r6q+7K66adOmGhAQoClTplQXFxctXry4zpgx47Xz/OzZM/Xw8NCCBQu+dprw8HD18fHRfPnyqer/9y72au9Tr6s/Nj7XV7267FRVlyxZovny5dPkyZOrn5+fjhkzRj/66CN1dXV97bz9U42RxaT7czM1xHS+ouu1z+r8+fMqItqpU6d/nT+rf1rHrl+/rqlSpTK6sQ4LC9M+ffpoxowZNUWKFFq4cGFdunSptmrVSv39/W2eu379ei1UqJA6OjpG28Nh27ZtNWPGjOrg4KDp06fXwMBAHTFihM1r/PXXXxocHKwpUqRQNzc3bdeunS5btixGvfbduXNH27Vrpx4eHurk5KRlypTRrVu3alBQULS92716S4ToPs+IiAgdPXq0+vr6avLkyTV//vy6fPnyKK/5Ov7+/lq9evVox+3ZsydG3Z9HREToiBEj1MfHx6hhxYoVWqBAAZseBc3MV3TmzZunzZo102zZsmmqVKnUwcFB/fz89P33349y64QdO3ZoqVKl1MnJSdOnT68ffPCB7t+/P8r7RNf9uarq0qVLtUKFCpomTRp1dHRUf39/bdCgga5fv15VX66HrVu31pw5c6qzs7OmSpVK8+fPrxMmTPjXbtytfv/9d23cuLH6+Piog4ODOjk5ae7cufXDDz80tpdW1vUuderU6urqqg0bNtSLFy9G6YnSzPZNVTUoKEjz5MljMywmvxkrVqzQatWqacaMGTV58uTq4eGhISEhunXr1hjNO2APFtUYnAMGEGdZb7Q4efJke5eCOOL58+dSsGBByZgxo6xduzbB1TBp0iT56KOP5MiRI5InT55YfW3EXefOnZOcOXPKkCFDZODAgfYuBwBo2gcA8V27du0kODhYMmTIINeuXZNp06bJsWPH5Msvv0xQNRw4cEDOnTsnn332mdSuXZsQlYD9+eefMmfOHAkMDJQ0adLIiRMnZNy4cZImTRpp166dvcsDABEhSAFAvPfgwQPp06eP3LhxQxwcHKRw4cKyatWqN7rmKi7XULduXbl27ZqULVv2tT2YIWFwdnaWvXv3yvTp0+Xu3bvi4uIi5cuXl5EjR5rq2h8A3iaa9gEAAACASXR/DgAAAAAmEaQAAAAAwCSCFAAAAACYRGcTIhIRESFXrlyR1KlTG3f7BgAAAJD4qKo8ePBAvL29//Em4AQpEbly5Yr4+vrauwwAAAAAccSlS5fEx8fnteMJUiKSOnVqEXm5sNKkSWPnagAAAADYy/3798XX19fICK9DkBIxmvOlSZOGIAUAAADgXy/5obMJAAAAADCJIAUAAAAAJtk1SI0ePVqKFSsmqVOnFg8PD6lTp46cOHHCZprWrVuLxWKx+StZsqTNNGFhYdKtWzdxd3cXZ2dnqVWrlly+fPldzgoAAACARMSuQWrLli3SpUsX2bVrl6xbt07Cw8OlcuXK8ujRI5vpqlatKlevXjX+Vq1aZTO+R48esmTJEpk7d65s27ZNHj58KDVq1JAXL168y9kBAAAAkEjYtbOJ1atX2zz+8ccfxcPDQ/bt2yflypUzhjs6OoqXl1e0r3Hv3j2ZPn26/PTTT1KpUiUREZk9e7b4+vrK+vXrpUqVKm9vBgAAAAAkSnHqGql79+6JiIibm5vN8M2bN4uHh4dkz55d2rdvL6Ghoca4ffv2yfPnz6Vy5crGMG9vb8mbN6/s2LHj3RQOAAAAIFGJM92fq6r06tVLypQpI3nz5jWGV6tWTRo2bCj+/v5y7tw5GTx4sLz33nuyb98+cXR0lGvXrkny5MnF1dXV5vU8PT3l2rVr0b5XWFiYhIWFGY/v37//dmYKAAAAQIIUZ4JU165d5dChQ7Jt2zab4Y0bNzb+z5s3rxQtWlT8/f1l5cqVUq9evde+nqq+tu/30aNHy7Bhw2KncAAAAACJTpxo2tetWzf59ddfZdOmTeLj4/OP02bIkEH8/f3l1KlTIiLi5eUlz549kzt37thMFxoaKp6entG+xoABA+TevXvG36VLl2JnRgAAAAAkCnYNUqoqXbt2lcWLF8vGjRslc+bM//qcW7duyaVLlyRDhgwiIlKkSBFxcHCQdevWGdNcvXpVjhw5IoGBgdG+hqOjo6RJk8bmDwAAAABiyq5N+7p06SK//PKLLFu2TFKnTm1c0+Ti4iIpU6aUhw8fytChQ6V+/fqSIUMGOX/+vAwcOFDc3d2lbt26xrTt2rWT3r17S7p06cTNzU369Okj+fLlM3rxAwAAAIDYZNcg9fXXX4uISPny5W2G//jjj9K6dWtJmjSpHD58WGbNmiV3796VDBkySIUKFWTevHmSOnVqY/oJEyZIsmTJpFGjRvLkyROpWLGizJgxQ5ImTfouZwcAAABAImFRVbV3EfZ2//59cXFxkXv37tHMDwAAAEjEYpoN4kRnEwAAAAAQnxCkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMsut9pBKSMQdu2vX9+xdyt+v7AwAAAIkJZ6QAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADApGT2LgAJx5gDN+36/v0Ludv1/QEAAJB4cEYKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACT7BqkRo8eLcWKFZPUqVOLh4eH1KlTR06cOGEzjarK0KFDxdvbW1KmTCnly5eXo0eP2kwTFhYm3bp1E3d3d3F2dpZatWrJ5cuX3+WsAAAAAEhE7BqktmzZIl26dJFdu3bJunXrJDw8XCpXriyPHj0yphk3bpyMHz9eJk+eLHv27BEvLy8JDg6WBw8eGNP06NFDlixZInPnzpVt27bJw4cPpUaNGvLixQt7zBYAAACABM6iqmrvIqxu3LghHh4esmXLFilXrpyoqnh7e0uPHj2kX79+IvLy7JOnp6eMHTtWOnbsKPfu3ZP06dPLTz/9JI0bNxYRkStXroivr6+sWrVKqlSp8q/ve//+fXFxcZF79+5JmjRp3qj2MQduvtHzYkv/Qu52fX8RlgEAAADiv5hmgzh1jdS9e/dERMTNzU1ERM6dOyfXrl2TypUrG9M4OjpKUFCQ7NixQ0RE9u3bJ8+fP7eZxtvbW/LmzWtM86qwsDC5f/++zR8AAAAAxFScCVKqKr169ZIyZcpI3rx5RUTk2rVrIiLi6elpM62np6cx7tq1a5I8eXJxdXV97TSvGj16tLi4uBh/vr6+sT07AAAAABKwOBOkunbtKocOHZI5c+ZEGWexWGweq2qUYa/6p2kGDBgg9+7dM/4uXbr05oUDAAAASHTiRJDq1q2b/Prrr7Jp0ybx8fExhnt5eYmIRDmzFBoaapyl8vLykmfPnsmdO3deO82rHB0dJU2aNDZ/AAAAABBTdg1Sqipdu3aVxYsXy8aNGyVz5sw24zNnzixeXl6ybt06Y9izZ89ky5YtEhgYKCIiRYoUEQcHB5tprl69KkeOHDGmAQAAAIDYlMyeb96lSxf55ZdfZNmyZZI6dWrjzJOLi4ukTJlSLBaL9OjRQ0aNGiXZsmWTbNmyyahRo8TJyUmaNWtmTNuuXTvp3bu3pEuXTtzc3KRPnz6SL18+qVSpkj1nDwAAAEACZdcg9fXXX4uISPny5W2G//jjj9K6dWsREenbt688efJEOnfuLHfu3JESJUrI2rVrJXXq1Mb0EyZMkGTJkkmjRo3kyZMnUrFiRZkxY4YkTZr0Xc0KAAAAgEQkTt1Hyl64j1TsYBkAAAAgvouX95ECAAAAgPiAIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGBSMnsXACQUYw7ctHcJ0r+Qu71LAAAASBRMn5FavXq1bNu2zXg8ZcoUKViwoDRr1kzu3LkTq8UBAAAAQFxkOkh9/PHHcv/+fREROXz4sPTu3VtCQkLk7Nmz0qtXr1gvEAAAAADiGtNN+86dOye5c+cWEZFFixZJjRo1ZNSoUbJ//34JCQmJ9QIBAAAAIK4xfUYqefLk8vjxYxERWb9+vVSuXFlERNzc3IwzVQAAAACQkJk+I1WmTBnp1auXlC5dWv744w+ZN2+eiIicPHlSfHx8Yr1AAAAAAIhrTJ+Rmjx5siRLlkwWLlwoX3/9tWTMmFFERH777TepWrVqrBcIAAAAAHGN6TNSfn5+smLFiijDJ0yYECsFAQAAAEBc90Y35D1z5ox88skn0rRpUwkNDRWRl92iHz16NFaLAwAAAIC4yHSQ2rJli+TLl092794tixcvlocPH4qIyKFDh2TIkCGxXiAAAAAAxDWmg1T//v1lxIgRsm7dOkmePLkxvEKFCrJz585YLQ4AAAAA4iLTQerw4cNSt27dKMPTp08vt27dipWiAAAAACAuMx2k0qZNK1evXo0y/MCBA0YPfgAAAACQkJkOUs2aNZN+/frJtWvXxGKxSEREhGzfvl369OkjLVu2fBs1AgAAAECcYjpIjRw5Uvz8/CRjxozy8OFDyZ07t5QrV04CAwPlk08+eRs1AgAAAECcYvo+Ug4ODvLzzz/LZ599JgcOHJCIiAgpVKiQZMuW7W3UBwAAAABxjukgZRUQECABAQGxWQsAAAAAxAumm/apqixYsEA6d+4sDRo0kHr16tn8mfH7779LzZo1xdvbWywWiyxdutRmfOvWrcVisdj8lSxZ0maasLAw6datm7i7u4uzs7PUqlVLLl++bHa2AAAAACDGTAep7t27y/vvvy/nzp2TVKlSiYuLi82fGY8ePZICBQrI5MmTXztN1apV5erVq8bfqlWrbMb36NFDlixZInPnzpVt27bJw4cPpUaNGvLixQuzswYAAAAAMWK6ad/s2bNl8eLFEhIS8p/fvFq1alKtWrV/nMbR0VG8vLyiHXfv3j2ZPn26/PTTT1KpUiWjPl9fX1m/fr1UqVLlP9cIAAAAAK8yfUbKxcVFsmTJ8jZqidbmzZvFw8NDsmfPLu3bt5fQ0FBj3L59++T58+dSuXJlY5i3t7fkzZtXduzY8c5qBAAAAJC4mA5SQ4cOlWHDhsmTJ0/eRj02qlWrJj///LNs3LhRvvjiC9mzZ4+89957EhYWJiIi165dk+TJk4urq6vN8zw9PeXatWuvfd2wsDC5f/++zR8AAAAAxJTppn0NGzaUOXPmiIeHh2TKlEkcHBxsxu/fvz/WimvcuLHxf968eaVo0aLi7+8vK1eu/MeOLVRVLBbLa8ePHj1ahg0bFmt1AgAAAEhcTAep1q1by759+6RFixbi6en5j4EltmXIkEH8/f3l1KlTIiLi5eUlz549kzt37ticlQoNDZXAwMDXvs6AAQOkV69exuP79++Lr6/v2yscAAAAQIJiOkitXLlS1qxZI2XKlHkb9fyjW7duyaVLlyRDhgwiIlKkSBFxcHCQdevWSaNGjURE5OrVq3LkyBEZN27ca1/H0dFRHB0d30nNAAAAABIe00HK19dX0qRJEytv/vDhQzl9+rTx+Ny5c3Lw4EFxc3MTNzc3GTp0qNSvX18yZMgg58+fl4EDB4q7u7vUrVtXRF52fNGuXTvp3bu3pEuXTtzc3KRPnz6SL18+oxc/AAAAAIhtpjub+OKLL6Rv375y/vz5//zme/fulUKFCkmhQoVERKRXr15SqFAh+fTTTyVp0qRy+PBhqV27tmTPnl1atWol2bNnl507d0rq1KmN15gwYYLUqVNHGjVqJKVLlxYnJydZvny5JE2a9D/XBwAAAADRMX1GqkWLFvL48WMJCAgQJyenKJ1N3L59O8avVb58eVHV145fs2bNv75GihQpZNKkSTJp0qQYvy8AAAAA/Bemg9TEiRPfQhkAAAAAEH+YDlKtWrV6G3UAAAAAQLxhOkhF9uTJE3n+/LnNsNjqiAIAAAAA4irTnU08evRIunbtKh4eHpIqVSpxdXW1+QMAAACAhM50kOrbt69s3LhRpk6dKo6OjvL999/LsGHDxNvbW2bNmvU2agQAAACAOMV0077ly5fLrFmzpHz58tK2bVspW7asZM2aVfz9/eXnn3+W5s2bv406AQAAACDOMH1G6vbt25I5c2YReXk9lLW78zJlysjvv/8eu9UBAAAAQBxkOkhlyZLFuBlv7ty5Zf78+SLy8kxV2rRpY7M2AAAAAIiTTAepNm3ayJ9//ikiIgMGDDCulerZs6d8/PHHsV4gAAAAAMQ1pq+R6tmzp/F/hQoV5Pjx47J3714JCAiQAgUKxGpxAAAAABAX/af7SImI+Pn5iZ+fX2zUAgAAAADxQoyD1JMnT2TDhg1So0YNEXnZrC8sLMwYnzRpUhk+fLikSJEi9qsEAAAAgDgkxkFq1qxZsmLFCiNITZ48WfLkySMpU6YUEZHjx4+Lt7e3TdM/AAAAAEiIYtzZxM8//yxt27a1GfbLL7/Ipk2bZNOmTfL5558bPfgBAAAAQEIW4yB18uRJyZ49u/E4RYoUkiTJ/z+9ePHi8tdff8VudQAAAAAQB8W4ad+9e/ckWbL/n/zGjRs24yMiImyumQIAAACAhCrGZ6R8fHzkyJEjrx1/6NAh8fHxiZWiAAAAACAui3GQCgkJkU8//VSePn0aZdyTJ09k2LBhUr169VgtDgAAAADiohg37Rs4cKDMnz9fcuTIIV27dpXs2bOLxWKR48ePy+TJkyU8PFwGDhz4NmsFAAAAgDghxkHK09NTduzYIR9++KH0799fVFVERCwWiwQHB8vUqVPF09PzrRUKAAAAAHFFjIOUiEjmzJll9erVcvv2bTl9+rSIiGTNmlXc3NzeSnEAAAAAEBeZClJWbm5uUrx48diuBQAAAADihRh3NgEAAAAAeIkgBQAAAAAmEaQAAAAAwKQYBanChQvLnTt3RETks88+k8ePH7/VogAAAAAgLotRkDp27Jg8evRIRESGDRsmDx8+fKtFAQAAAEBcFqNe+woWLCht2rSRMmXKiKrK//73P0mVKlW003766aexWiAAAAAAxDUxClIzZsyQIUOGyIoVK8Rischvv/0myZJFfarFYiFIAQAAAEjwYhSkcuTIIXPnzhURkSRJksiGDRvEw8PjrRYGAAAAAHGV6RvyRkREvI06AAAAACDeMB2kRETOnDkjEydOlGPHjonFYpFcuXJJ9+7dJSAgILbrAwAAAIA4x/R9pNasWSO5c+eWP/74Q/Lnzy958+aV3bt3S548eWTdunVvo0YAAAAAiFNMn5Hq37+/9OzZU8aMGRNleL9+/SQ4ODjWigMAAACAuMh0kDp27JjMnz8/yvC2bdvKxIkTY6MmAPHUmAM37fr+/Qu52/X9AQBA4mG6aV/69Onl4MGDUYYfPHiQnvwAAAAAJAqmz0i1b99eOnToIGfPnpXAwECxWCyybds2GTt2rPTu3ftt1AgAAAAAcYrpIDV48GBJnTq1fPHFFzJgwAAREfH29pahQ4fKRx99FOsFAgAAAEBcYzpIWSwW6dmzp/Ts2VMePHggIiKpU6eO9cIAAAAAIK56o/tIWRGgAAAAACRGpjubAAAAAIDEjiAFAAAAACYRpAAAAADAJFNB6vnz51KhQgU5efLk26oHAAAAAOI8U0HKwcFBjhw5IhaL5W3VAwAAAABxnummfS1btpTp06e/jVoAAAAAIF4w3f35s2fP5Pvvv5d169ZJ0aJFxdnZ2Wb8+PHjY604AAAAAIiLTAepI0eOSOHChUVEolwrRZM/AAAAAImB6SC1adOmt1EHAAAAAMQbb9z9+enTp2XNmjXy5MkTERFR1VgrCgAAAADiMtNB6tatW1KxYkXJnj27hISEyNWrV0VE5IMPPpDevXvHeoEAAAAAENeYDlI9e/YUBwcHuXjxojg5ORnDGzduLKtXr47V4gAAAAAgLjJ9jdTatWtlzZo14uPjYzM8W7ZscuHChVgrDAAAAADiKtNnpB49emRzJsrq5s2b4ujoGCtFAQAAAEBcZjpIlStXTmbNmmU8tlgsEhERIZ9//rlUqFAhVosDAAAAgLjIdNO+zz//XMqXLy979+6VZ8+eSd++feXo0aNy+/Zt2b59+9uoEQAAAADiFNNnpHLnzi2HDh2S4sWLS3BwsDx69Ejq1asnBw4ckICAgLdRIwAAAADEKabPSImIeHl5ybBhw2K7FgAAAACIF94oSN25c0emT58ux44dE4vFIrly5ZI2bdqIm5tbbNcHAAAAAHGO6aZ9W7ZskcyZM8tXX30ld+7ckdu3b8tXX30lmTNnli1btryNGgEAAAAgTjF9RqpLly7SqFEj+frrryVp0qQiIvLixQvp3LmzdOnSRY4cORLrRQIAAABAXGL6jNSZM2ekd+/eRogSEUmaNKn06tVLzpw5E6vFAQAAAEBcZDpIFS5cWI4dOxZl+LFjx6RgwYKxURMAAAAAxGkxatp36NAh4/+PPvpIunfvLqdPn5aSJUuKiMiuXbtkypQpMmbMmLdTJQAAAADEITEKUgULFhSLxSKqagzr27dvlOmaNWsmjRs3jr3qAAAAACAOilGQOnfu3NuuAwAAAADijRgFKX9//7ddBwAAAADEG290Q96///5btm/fLqGhoRIREWEz7qOPPoqVwgAAAAAgrjIdpH788Ufp1KmTJE+eXNKlSycWi8UYZ7FYCFIAAAAAEjzTQerTTz+VTz/9VAYMGCBJkpjuPR0AAAAA4j3TSejx48fSpEkTQhQAAACARMt0GmrXrp0sWLDgbdQCAAAAAPGC6aZ9o0ePlho1asjq1aslX7584uDgYDN+/PjxsVYcAAAAAMRFpoPUqFGjZM2aNZIjRw4RkSidTQAAAABAQmc6SI0fP15++OEHad269VsoBwAAAADiPtPXSDk6Okrp0qXfRi0AAAAAEC+YDlLdu3eXSZMmvY1aAAAAACBeMN20748//pCNGzfKihUrJE+ePFE6m1i8eHGsFQcAAAAAcZHpIJU2bVqpV6/e26gFAAAAAOIF00Hqxx9/fBt1AAAAAEC8Yfoaqdj0+++/S82aNcXb21ssFossXbrUZryqytChQ8Xb21tSpkwp5cuXl6NHj9pMExYWJt26dRN3d3dxdnaWWrVqyeXLl9/hXAAAAABIbEwHqcyZM0uWLFle+2fGo0ePpECBAjJ58uRox48bN07Gjx8vkydPlj179oiXl5cEBwfLgwcPjGl69OghS5Yskblz58q2bdvk4cOHUqNGDXnx4oXZWQMAAACAGDHdtK9Hjx42j58/fy4HDhyQ1atXy8cff2zqtapVqybVqlWLdpyqysSJE2XQoEHGNVkzZ84UT09P+eWXX6Rjx45y7949mT59uvz0009SqVIlERGZPXu2+Pr6yvr166VKlSpmZw8AAAAA/pXpINW9e/doh0+ZMkX27t37nwuyOnfunFy7dk0qV65sDHN0dJSgoCDZsWOHdOzYUfbt2yfPnz+3mcbb21vy5s0rO3bseG2QCgsLk7CwMOPx/fv3Y61uAAAAAAlfrF0jVa1aNVm0aFFsvZxcu3ZNREQ8PT1thnt6ehrjrl27JsmTJxdXV9fXThOd0aNHi4uLi/Hn6+sba3UDAAAASPhiLUgtXLhQ3NzcYuvlDBaLxeaxqkYZ9qp/m2bAgAFy79494+/SpUuxUisAAACAxMF0075ChQrZhBRVlWvXrsmNGzdk6tSpsVaYl5eXiLw865QhQwZjeGhoqHGWysvLS549eyZ37tyxOSsVGhoqgYGBr31tR0dHcXR0jLVaAQAAACQupoNUnTp1bB4nSZJE0qdPL+XLl5ecOXPGVl2SOXNm8fLyknXr1kmhQoVEROTZs2eyZcsWGTt2rIiIFClSRBwcHGTdunXSqFEjERG5evWqHDlyRMaNGxdrtQAAAABAZKaD1JAhQ2LtzR8+fCinT582Hp87d04OHjwobm5u4ufnJz169JBRo0ZJtmzZJFu2bDJq1ChxcnKSZs2aiYiIi4uLtGvXTnr37i3p0qUTNzc36dOnj+TLl8/oxQ8AAAAAYpvpIBWb9u7dKxUqVDAe9+rVS0REWrVqJTNmzJC+ffvKkydPpHPnznLnzh0pUaKErF27VlKnTm08Z8KECZIsWTJp1KiRPHnyRCpWrCgzZsyQpEmTvvP5AQAAAJA4xDhIJUmS5F87ebBYLBIeHh7jNy9fvryo6j++3tChQ2Xo0KGvnSZFihQyadIkmTRpUozfFwAAAAD+ixgHqSVLlrx23I4dO2TSpEn/GIoAAAAAIKGIcZCqXbt2lGHHjx+XAQMGyPLly6V58+YyfPjwWC0OAAAAAOKiN7qP1JUrV6R9+/aSP39+CQ8Pl4MHD8rMmTPFz88vtusDAAAAgDjHVJC6d++e9OvXT7JmzSpHjx6VDRs2yPLlyyVv3rxvqz4AAAAAiHNi3LRv3LhxMnbsWPHy8pI5c+ZE29QPABKzMQdu2rsE6V/I3d4lAACQKMQ4SPXv319SpkwpWbNmlZkzZ8rMmTOjnW7x4sWxVhwAAAAAxEUxDlItW7b81+7PAQAAACAxiHGQmjFjxlssAwAAAADijzfqtQ8AAAAAEjOCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTktm7AABAwjHmwE27vn//Qu52fX8AQOLBGSkAAAAAMIkgBQAAAAAmEaQAAAAAwCSukQIAIBZxnRgAJA6ckQIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwKQ4HaSGDh0qFovF5s/Ly8sYr6oydOhQ8fb2lpQpU0r58uXl6NGjdqwYAAAAQGIQp4OUiEiePHnk6tWrxt/hw4eNcePGjZPx48fL5MmTZc+ePeLl5SXBwcHy4MEDO1YMAAAAIKGL80EqWbJk4uXlZfylT59eRF6ejZo4caIMGjRI6tWrJ3nz5pWZM2fK48eP5ZdffrFz1QAAAAASsjgfpE6dOiXe3t6SOXNmadKkiZw9e1ZERM6dOyfXrl2TypUrG9M6OjpKUFCQ7Nixw17lAgAAAEgEktm7gH9SokQJmTVrlmTPnl2uX78uI0aMkMDAQDl69Khcu3ZNREQ8PT1tnuPp6SkXLlz4x9cNCwuTsLAw4/H9+/djv3gAAAAACVacDlLVqlUz/s+XL5+UKlVKAgICZObMmVKyZEkREbFYLDbPUdUow141evRoGTZsWOwXDAAAACBRiPNN+yJzdnaWfPnyyalTp4ze+6xnpqxCQ0OjnKV61YABA+TevXvG36VLl95azQAAAAASnngVpMLCwuTYsWOSIUMGyZw5s3h5ecm6deuM8c+ePZMtW7ZIYGDgP76Oo6OjpEmTxuYPAAAAAGIqTjft69Onj9SsWVP8/PwkNDRURowYIffv35dWrVqJxWKRHj16yKhRoyRbtmySLVs2GTVqlDg5OUmzZs3sXToAAACABCxOB6nLly9L06ZN5ebNm5I+fXopWbKk7Nq1S/z9/UVEpG/fvvLkyRPp3Lmz3LlzR0qUKCFr166V1KlT27lyAAAAAAlZnA5Sc+fO/cfxFotFhg4dKkOHDn03BQEAgH805sBNu75//0Ludn1/AIlHvLpGCgAAAADiAoIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJiUzN4FAAAAJCRjDty06/v3L+Ru1/cHEgvOSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABM4oa8AAAAiDX2viGxCDclxrvBGSkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEnJ7F0AAAAAkJCMOXDTru/fv5C7Xd8/seCMFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJ7s8BAAAAxBp7d/8u8m66gOeMFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATEowQWrq1KmSOXNmSZEihRQpUkS2bt1q75IAAAAAJFAJIkjNmzdPevToIYMGDZIDBw5I2bJlpVq1anLx4kV7lwYAAAAgAUoQQWr8+PHSrl07+eCDDyRXrlwyceJE8fX1la+//trepQEAAABIgJLZu4D/6tmzZ7Jv3z7p37+/zfDKlSvLjh07on1OWFiYhIWFGY/v3bsnIiL3799/4zqePnzwxs+NDffvJ7fr+4uwDOw9/yIsg8Q+/yIsA3vPvwjLILHPvwjLwN7zL8IySOzzL/LfloE1E6jqP05n0X+bIo67cuWKZMyYUbZv3y6BgYHG8FGjRsnMmTPlxIkTUZ4zdOhQGTZs2LssEwAAAEA8cunSJfHx8Xnt+Hh/RsrKYrHYPFbVKMOsBgwYIL169TIeR0REyO3btyVdunSvfc7bdP/+ffH19ZVLly5JmjRp3vn7xwWJfRkk9vkXYRmIsAwS+/yLsAwS+/yLsAwS+/yLsAxE7L8MVFUePHgg3t7e/zhdvA9S7u7ukjRpUrl27ZrN8NDQUPH09Iz2OY6OjuLo6GgzLG3atG+rxBhLkyZNov3CWCX2ZZDY51+EZSDCMkjs8y/CMkjs8y/CMkjs8y/CMhCx7zJwcXH512nifWcTyZMnlyJFisi6detshq9bt86mqR8AAAAAxJZ4f0ZKRKRXr17y/vvvS9GiRaVUqVLy7bffysWLF6VTp072Lg0AAABAApQgglTjxo3l1q1b8tlnn8nVq1clb968smrVKvH397d3aTHi6OgoQ4YMidLcMDFJ7Msgsc+/CMtAhGWQ2OdfhGWQ2OdfhGWQ2OdfhGUgEn+WQbzvtQ8AAAAA3rV4f40UAAAAALxrBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJCKR+hgEdGxrhcPHz60cyUAANhXRESEvUtAIkKQiiciIiLEYrGIiMiJEyfk7t279i0IcYbFYpG5c+dK9+7d5ebNm/YuB+/AqzsKiX3HIbHPf2JgPWD04sULm8fAq5IkeblrO3/+fLYNMLytbQZBKh6IiIgwNgyDBw+WLl26yO7duyUsLMzOlb07/GhGZV0mN2/elIEDB0qhQoXE3d3dzlXFXQnlB1VVbXYURF7uOCSU+XsT1uVx7NgxO1difwlxW6mqYrFYZNu2bTJ58mS5efOmcWAR/8y6Ply6dElu3LghN27csHNF78atW7ekefPm8uWXX9q7FNiZ9Tvw6jYjtraVBKl4wLqTMHDgQPnuu+/ko48+kmLFisX5uz3HFuuP6Pbt22XKlCnyzTffyNOnT23GJ0YWi0XWrFkj33//vVSrVk3atWtn75LirMjhY/bs2fLnn3/auaI3E/nM9MmTJ6VNmzbSokULEUmcYSry/G7dulXy5MkjS5YssWNF9mPdDj5//jza4fGZxWKRRYsWSfXq1eXmzZty8eJFe5cUb1gsFlm8eLG89957UqJECWndurWsWrXK3mW9denSpZOPPvpI9u7dK0+fPk2Q20brd/uvv/6SXbt2yYoVK+xcUdxj3X/cunWrDBgwQHr06CFTpkwRkajB6r+8CeKoiIgI4/+dO3dqpkyZdNu2baqq+ujRIz179qwuXrxY9+/fb68S35lff/1VkyVLpoGBgWqxWDQoKEh37txpLKPIyyqxCA8P14EDB6rFYtEcOXLow4cP7V1SnPTixQvj/9DQULVYLFqnTh09cuSIHasyL/I6Pm7cOH3//ffVz89PLRaLNmzY0BgXeX4TssjLY9KkSTpx4kS1WCzq7u6u8+fPt2Nl7551Wfz2229au3Zt7dSpk/7000/G+Pi+Tuzfv189PDx02rRp9i4l3rCuE2fPnlVPT0+dMmWKTp48WVu2bKn+/v66YMECO1cYe163fq9Zs0ZTpEhh7DclJNbPd9GiRerv769FixZVd3d3DQoK0t9++83O1cUtixYt0rRp02qzZs20Z8+earFYtFWrVvr48eNYeX2CVDyxb98+zZ8/v+7atUv37t2r3bt312zZsmmWLFk0ICAgQW8obt++rfXr19cffvhBw8PD9fr165o7d24tXbq0btu2LVGHqTt37ujIkSM1SZIk+u2339q7nDitf//+2r17d82dO7cmT55cK1asqEePHrV3WaaNGDFCXVxcdOXKlbp582YdPny4ZsyYUevWrWtME993nM345JNPNH369PrLL7/oV199pY0bN1ZHR0edN2+evUt7p37//Xd1cnLSdu3aacmSJbVo0aLap08fY3x8Xie+//57DQwM1EePHhnDXp2fxLj9/zc7d+7UMWPG6Mcff2wMO3bsmH744Yfq4+OToMKUqurmzZujHFhu1qyZ1qtXT+/fv2+nqt6e7du3q6urq/7444+qqnro0CG1WCz6/fff27ewOOTcuXOaLVs2/eqrr1RV9e+//1ZXV1ft2rWrzXT/ZftBkIqDdu3apYcPH1ZV1Y4dO+oPP/yg58+f1xw5cmjp0qU1RYoU2rFjR124cKEeOHBA8+XLp7/88oudq3471q9fr1WqVNGQkBA9duyYMfzGjRuaN29eDQwM1O3btyeKH1HrPF6/fl1PnTqld+/e1fDwcFVV7du3ryZJkkR//vlne5YYZ02cOFHd3Nx0586devjwYd26dat6enpqUFBQvApTDx480KpVq+qYMWOMYQ8fPtTZs2eru7u7NmvWzBgen3ecYyo0NFTz5s1rcxDh6dOn2rVrV02RIoUuXLjQjtW9W7Nnz9bPP/9cVVWvXbumY8aM0Tx58mivXr2MaeLrOvHFF19onjx59MGDB1HG/f7773rjxg07VBW33blzRxs3bqzOzs7aqFEjm3HHjh3TTp06aaZMmXT27Nl2qvC/s67PERERun//fk2fPr3myJFDu3XrpocOHdIXL17o8uXLNU+ePHr27Fmb58Q3Z86c0WfPntkMmzJlitEa4fjx4xoQEKAffPCBMf7p06fvtMa46NixY1qkSBFVVb1w4YJmzJhRO3bsaIzftWvXf34PglQcEhERoVeuXFEPDw9t166dtm7dWlOkSKH79u1TVdUjR47orFmzdO3atcYXJDw8XAsXLpxgg9Tp06c1derUarFYdN26dar6/4Hi5s2bWrBgQc2dO3esfBniMus8L1myRIsUKaK+vr5arlw57dixoxGoBgwYoEmSJNE5c+bYudq4p3Xr1tqyZUubYWfPnlUPDw+tWrWqceAirnvx4oUWLVo0yrw8ffpUmzdvrhaLRZs2bWoMT+gHGC5fvqxubm5GU74XL15oRESE3r17V4sXL67p0qXTJUuWGOMSEutnu3//fv3999+1U6dO+r///c8Yf+PGDSNMRT4jEddFbpJmtXTpUk2SJImuXLnSZtoXL15ot27d9Ntvv03w63pMRV4OGzZs0AYNGmjq1Kl18+bNNtMdP35cW7RooXny5NH79+/H6+V3/fp1VVU9fPiwLlu2TLNnz66lS5fWWrVq6eHDh9XX1zfKGYj4ZP78+cb6//z5c2N4x44dtW3btvrixQv18fHRDh06GJ/jrFmzEmVTWOv8r1mzRpctW6Z//fWX5smTR5cvX66ZMmXSDh06GMvw8OHDWqdOHT106NB/ek+CVBxi/aHftm2burm5adKkSY0jqq9u5J48eaLXrl3TqlWratGiRY0zEwnR+fPnNX369Pree+/pyZMnbcaFhoZqYGCgnjt3zj7FvUPr1q1TJycnnThxol6/fl2HDBmiFovFOAv14MEDHTRokFoslgTXZONNWXesa9SooTVq1DCGWw9EfPnll2qxWLRWrVp66dIle5UZreh2/F+8eKEjRozQcuXK6aZNm2zGff7559qgQQPNnz+/9u/f/x1V+e68LgjVqlVLg4KC9Pbt26r6clsZERGhLVq00Pz586ujo6MePHjwXZb6zixcuFCdnZ3Vy8tL06ZNa9O8U/XlwabPP/9cM2TIoIMGDbJTlTFn/Z1btmyZ5smTx2iOo6rarl07dXFx0WXLlun169f15s2b2q9fP/Xw8NDTp0/bq+Q4w7rswsPDbfYX/vjjD61bt64WKFAgSpg6efKkXr169Z3WGRsibwvmz5+vLi4uNt/xu3fv6ooVK7RGjRqaO3du9fLyUj8/Pz1z5ow9yo0VISEhmiFDBl21apVxZmrlypWaOXNmTZMmjXbp0sVm+g8//FDff/99m+awicW2bdvUxcVFf/75Z71w4YJWqlRJnZ2dtXHjxjbT9e3bV8uVK6ehoaH/6f0IUnFE5A3f999/r6VKlVIvLy9t3769zQbi+fPn+vz5cx0xYoSWLVtWAwMDjS9VfA9T1mVw7tw53b17t549e9ZYwU+ePKmurq5apUoVI0xZp09oR5pf9eLFC33+/Ll26dLFOLIcGhoa5ShbeHi4Pnv2TIcNG6Z//fWXvcq1q9etC8uWLVMnJyf94YcfbIbPnDlT27Vrp+nTp9fWrVu/ixJjJPJ8bN++XTdu3Gjs8Bw5ckSLFCmiDRs21NWrV6uq6v3797VOnTr6xRdfaJ8+fTQwMFBv3bpll9rfhsjL48SJEzbNfJctW6alSpXSdu3aGRcPP3v2TOvWraubNm3SkJAQrVq1qj59+jReH3W3ss7Do0ePNDg4WGfOnKmHDx/Wr776Sl1dXbVdu3Y204eGhurEiRPj9E5k5M93yZIlmjJlSp08ebLNduzRo0fatWtXdXBw0EyZMmmhQoU0Y8aMiaKzpX9jXSdWr16tjRs31qpVq2r79u2Ns3p79uwxDrJs2bLFnqX+Z5HXlV9++UWnTJmiFotFCxUqpH/++WeU6VevXq3jxo1TBwcHnTBhwjusNHZEbs5Xs2ZNTZ8+va5atUqfP3+uly5d0saNG2umTJmMg6c3btzQgQMHqoeHh812MrG4dOmSfvbZZzps2DBj2IIFC9TT01Pff/99XbFihW7fvl27d++uLi4u0a4zZhGk4oDIP+79+/fXbNmy6dWrV3XLli3q5+enrVu3jnJE9fr16zplyhQjPEU+3RsfvdoDja+vr/r4+GilSpV0+/btqvoyTLm5uWn16tVtNhAJYefIKvK8vBqM69Wrp99++61evnxZM2bMaHMaf9myZfrrr7++01rjmsjL7tdff9WpU6fqnj179O7duxoWFqY9e/bULFmy6LfffqvPnz/X69eva/Xq1fW7777TpUuXqrOzc6xsVGNTv379NG3atOrj46Np06Y1zlDv3btXy5Qpo3ny5NEcOXJovnz5NGfOnKr6sklHtmzZElSQsurbt69my5ZNU6RIoc2aNdPdu3erquq0adO0WLFimjlzZm3Tpo0WLFhQ8+fPbzT9qlSpkp0rj12bNm3SqlWravPmzfXvv/9W1ZdnpGfMmKFeXl5RwlRcPdi0detWm9+u0NBQLVmypLHD++zZM713754uWLBAz58/r6ovr4maM2eOzp8/Xy9evGiPsuOkZcuWafLkybVDhw7ao0cPzZo1q+bNm9c42LJjxw5t2rSp+vr6JojOqfr3769eXl46efJk/fjjj7VgwYKaKVMmYxv+6jo/YcIELVCggF67ds0e5b4R69n1yKpXr67p06c3eubbtWuXNmnSRNOmTau5cuXSEiVKqJ+fX6I7wPDixQs9c+aM+vj4qIeHhw4fPtxm/OzZszU4OFhTpUql+fPn15IlS8ZaSwWCVBxy8OBBrVu3ru7YscMYtnr1avXz89MPPvjAuFYqKChIFy9ebEwTH89ERXc2afv27erk5KSTJk3S06dP69y5c7V+/fqaJUsWY5mcPn1aLRaLNmjQIMqFlwlF5Aun165dazTda9asmVapUkWzZMliE6IePHigLVu21NGjR8f7QP2mIv/Y9OnTR9OnT69+fn7q5+enffr00dDQUA0NDdUBAwZo8uTJ1d/fX/38/DRfvnwaHh6uGzZs0ICAAGOn1F5e/T7kzp1bf//9dz1y5Ij27NlTHRwcjLNqFy9e1DVr1mj//v11ypQpxvehQ4cOGhISEu+7w4+IiLBZHgsWLNCAgABdsmSJzp8/X/PmzauVK1c2misdPHhQe/furc2aNdPu3btrWFiYqqq2bNlSW7VqpWFhYfH6oIu19kOHDum6devU09NTXV1d9cqVK8Y01jDl6+sbpYOBuGbWrFn63nvv6c2bN41hFy5cUD8/P12+fLk+e/ZMhwwZooGBgerk5KTu7u66detWO1Ycd7za6cadO3e0RIkSNjuP4eHhWrFiRc2bN6+xXduwYYO2adMmTp+djIlTp06pj4+PLlq0yBh25coVLVeunGbJkiXaA2Lr1q3TvHnzxpumjJFD1K+//qodOnQwxtWsWVPTpUtnhKlr167pxo0bdfjw4bpo0SLjoENi8Oo2/fPPP9dUqVJp9erVo1zycffuXT19+rReuXJF7969G2s1EKTiiLlz52qZMmU0KChIHz58qM+ePbM5XZ81a1YNDAzUAgUKaJYsWYydhPhqw4YNUYaNHTtWQ0JCbIbt379f69Spo7Vq1TKugTh37pyeOHHindT5rt29e1c9PT118ODB+uuvv6rFYtGlS5eq6sszcr6+vjaff0REhA4cOFD9/f311KlT9izdbiIfSNi1a5cGBwfr7t279enTpzp27FgtXry4duzY0TgSefToUf3+++914cKFRvDs3bu3lipVym5ncV7tdWzixIk6fPjwKNe19OvXT5MlS2Z0dxvZwYMH9eOPP4615gr29Or9PdavX699+/bVqVOnGsP++usvDQwM1ODgYKMjmsju37+vvXr1Ujc3twTT1HX58uXq5eWlGzZs0DVr1qi7u7s2adLEZpoHDx7oN998ozly5LAJWXGFNRzfv3/f2MG/cOGCcSCgRYsWmi5dOvXw8NDatWsbZ6cKFy6s7du3t0vNccmQIUP0iy++sNnu3bt3T/PkyaOzZs1SVbXpjCpTpkzavXt3Y9onT56803rfhsOHD6uLi4txcNm6Tp06dUozZMigRYsWNToQsm7jx44dq05OTvHijFTkELVw4UK1WCxqsVhsrnGLHKYS6kHlmNq9e7dNxxoTJkxQLy8vHTx4sM21z2/rQBpBKo743//+p3nz5lV3d3fjx+X58+fGB79jxw4dM2aMfvrpp8aGIb6efVi3bp16e3vr9evXbX4MRowYoVmzZo1yv4fp06erj49PvDmS9F88e/ZMFyxYoI6Ojuro6Khz5841hqu+vH4gVapUWrp0aa1evbo2aNBA3dzcEt1pfNWX90iJ7Oeff9amTZtqq1atbDaYEydO1OLFi2unTp1segJTfdlz1YcffmjX8FG2bFn99NNPbYbVqVNHLRaL1q9fP8oZ5379+mnKlCn166+/ttkGjB07VkuWLBnvQ1Tbtm2Ns24vXrzQCxcuaNq0adVisUTpROPYsWMaGBioISEhNl2dX7hwQfv376+FChXSAwcOvMvyY511Xb506ZK2bNnSCJMRERG6atUqTZs2rTZv3tzmOQ8fPozVI66xxbrDe/r0aV2xYoWqvgzERYoU0fHjx+uLFy/01q1bOmvWLJ0+fbrev3/fWMebNm2qn332md1qjytGjBhh3Ezc+rsQERGhuXLlsunW2RqmWrZsGWX9iE9et/ObI0cOm/lVfXkQISgoSD08PDQgIMAIjffv39fx48fHm05nrPM8b948TZo0qX7++edauHDhKNe31axZU729vXXp0qXxdn/wv3r8+LE2bNhQCxcurN99950xfOzYsZoxY0b99NNP9fLly2+1BoKUHbyuvfr06dM1Z86cWrduXb1w4YKqRu2Bxyo+NuezunHjhnFUKPKO7aJFizRHjhy6YMECm6Nm+/fv14CAgARzVPnfHDhwwDgCFfmCSaszZ87oRx99pG3bttWRI0dG6ckwMejXr59+8MEHNs2/OnXqpK6urpovX74oYXzixIkaGBiojRo1Mta9sLAwnTNnjrZo0cKu4WPPnj3GTo+17vDwcP3www/VycnJuMYhsk6dOmlQUFCU4fH9uqgXL17oqFGjjB1E65nXXbt2aY4cObRcuXJRbnVw/PhxzZo1q839klRfhqz4cPQ5Jnbv3q1NmzbVUqVK2XTV++LFCyNMtWrVyn4FmvD333+ru7u75s6dW+fNm6dhYWHapEkTLVmyZJSDA6ovr5saPHiwpkuXLlFePP86GzZs0FGjRhlH3H/66SfNkCGDjh071ma6evXqaceOHeNls9bI+0qXL1/WS5cuGQdUJ0+erAULFrQJ10+fPtWmTZvqtm3bNHv27FE6Y4pPrGeirAeVSpQoYTRljNwiqVy5cpo1a9Z435T7vzh16pQ2b95cy5Urp998840xfOzYsZopUybt3bv3W222T5B6xyJvGPbs2aN79+612TH49ttvtXTp0tqiRQvjQtr4tgGIqVOnTmnKlCltNoQ1a9bU7Nmz67x58/TGjRsaHh6uffr00dy5c8f7nUQzdu7cqXPmzNFkyZLpwIEDjeGJ9ajTq/bt22csi8hBcujQoRoQEKADBw6M0lxuxIgR2r59e5vvYFhYmF1/gCLXMnLkSK1fv75NU4RmzZpp2rRpo20Ka90xevVaovjq1R29b7/9Vj/55BPjzMr27ds1S5Ys2rhxY92zZ4/NtOfPnze2kwlhWbxqxYoVmiNHDk2ePLlxzyyriIgI/e2339RisdhcRxFXbdy4US0WixYrVkxr1Kihv/76q4aFhWmbNm20WLFiOnnyZOO7vWbNGm3SpIn6+/snyrPuqhple2U1atQodXFx0XHjxumtW7f0wYMHOmTIEPX09NRWrVrphAkTtFOnTpoqVap4ddNxq8jbg08//VTLlCmjnp6eWrNmTf366681IiJCBwwYoLlz59ZKlSrpsGHDtFSpUlq4cGENCwvT2rVra4sWLew4B+ZEbs4XERGh7dq105kzZxrjixUrFqXlglVi6nTFuoxe/X0/c+aMNm7cWIOCgmzOTA0ZMkRz5879Vm/aTZB6hyJvGPr27auZM2fWDBkyqJubm7Zs2VLv3Lmjqqpff/21li1bVlu2bJkg7o9k/SGI3I7XeoGx9UjjqFGjjHG1a9fWXLlyqaenpwYFBSX4pmuRbzD86jUN3333nSZLlkw/+eQTm2HWm+7Gx6OMsWnu3LlasGBBXbZsmTHs448/1iJFiuinn34aJXzHpS7zX63BujPcrl07m6YIzZo1U1dXV924cWOU10hIn/+r89K+fXstWLCgjh071ghTv//+uxGm9u7dG+U1EupBJ9WXZyAKFy6slStX1t9//91m3IsXL3TdunV6/PhxO1VnTtu2bbVAgQJav359LVeunK5YscIIU8WLF9cpU6YYvXB99913if4+URcvXrTpeODbb79V1ZcHjnx8fHT06NF6//59ffjwoc6fP1+LFCmipUqV0ipVqsT7pr5Dhw5VNzc3Xb16te7bt0/r16+vSZIk0StXruiNGzd02bJlWrlyZa1cubI2bdrUOLtfp04d7dWrV7Q938U1kWvcuHGj0cGU6v//TtStW1d79uxpDO/Tp0+8vsnwf/HHH39ocHCwcbN1q1OnTmlISIjN9YKqatOhzdtAkLKDL7/8UtOlS6fbt2/Xffv26Zo1azRdunQaEhJifGmmTp2qOXPmjLZpV3x0+vRpHTFihD5//txo93v79m29fv26jho1StOkSaMjRowwpl+7dq1OmTJFv//++3jfw9A/sW48ly5dqoUKFdLMmTNr9uzZbZpsfP/99+rg4KCNGzfWjh07aooUKRJtE5fIP4jPnj3TnTt3akhIiFaqVMmm+/c+ffpokSJFdOjQoVFuthcXflQjh6jff//dqHHz5s3q4OCgrVu3tglTLVq0UIvFEm14SAj++OMP4/9Ro0bpkiVLjK7LixYtqqNHjzbC1NatWzVbtmwaHBycIL8H1vXz1KlT+scff9h85qtWrdISJUpow4YN40UX1q8eLLDu5K5cuVJbt26ta9as0Xr16mlgYKCuXLlSw8LCtG3btlqqVCmdMGFCnDjgYW8PHjzQkiVLamBgoM6bN08tFotx7azqy7M11jAVeYfx+fPn8b5jiRs3bmjFihV15cqVqvqy463UqVMbQTKyyGdzrD23xpdOqV7tWCJbtmx68+ZNm9+qjz/+WBs2bKiqqgMHDtRkyZJFaeac0Fi//5GD5u3bt/XcuXNarFgxrVmzpi5fvtzmOQcPHtS0adNq7ty5dfr06cbz3yaClB20atVKu3XrZjPsxIkT6uzsrH379jWGLVmyJMEcYZ06dao6OztrgwYNNEWKFDY3Rg0NDTXC1MiRI+1YpX2sW7dOHR0dddSoUbpmzRrt3r27Fi1a1ObMxMqVK7V06dJao0aNeH/xfGz49ttvjbOYGzdu1Nq1a2uFChVswlTfvn3V19dXv//+e3uVGa3IG/UBAwZogQIF9IsvvjB2el4XpoYOHZogm3ZevHhRkyZNqh07dtTevXtr6tSpjR63wsPDtXPnzlHC1Pr167Vhw4YJakc78vWwCxcu1MyZM6u3t7dx81lr850VK1ZoiRIltGnTprpp0yY7VvzPrJ/NxYsXoxw5Dg0N1Zw5c+rkyZM1NDRU69Wrp2XKlDHCVMOGDfW9994zWmkkZs+ePdOtW7eqt7e3Ojo66owZM1TVtmdLa5gaN26cTdPg+ObV7/OVK1fU399f//rrL12+fLmmSpVKv/76a1V9GconT55s9Nyn+vJm5d27d9ds2bLFm1Ys1u/8/PnzNWnSpNqjRw/Nli1blA4SPv30U61SpYqOHDlSkydPbjPfCdmJEyeM3/D58+drvnz59Pnz57pv3z6tUKGCVqtWzSZMHTp0SKtUqaLt2rV7Z00eCVLvUEREhIaHh2vp0qX1/fffN4Zb2z2PHj1aixUrFuU0ZEIJU+3bt1eLxaI1a9aM0qOUNUylS5dOhwwZYp8C3zHr+tC6desoN9CcNm2aFipUyOZO7E+ePNFHjx694yrjpvbt22uWLFmMx5s2bTLCVOSN6uTJk+Ps92f48OHq5uam27ZtM77z1h2JLVu2aPLkybVNmzZR7gmS0MJURESEbty4UR0cHDR16tTGUeTIXTh36dJFixcvrmPGjDFug2AV38PUr7/+anPmYNu2bers7KzffvutHjx4UDdt2qSlS5fWTJkyGU1/rddMtWnTJkpX8XHJxYsXNV26dGqxWDQkJETnzZtnfL6//vqrli1bVkNDQ/Wvv/7SevXqafny5XXx4sX67NmzONl1u72cPn1aXV1d1d3dXatUqWIMj7zeDB06VJ2cnOLtmbzIvfJOnTpVT5w4obdu3dKyZctqly5dNG3atEaIUn3ZmUzt2rWNs1VWv//+e7wLk7NmzVIHBwf9/vvv9ebNm+rl5WWEAGvQ+vrrr9Visaibm1uUa0QTsgkTJqjFYtGOHTuqxWKxufVH5DA1Y8YMffDggQ4ePFjbt2//TnstJUi9Ra/bmE2bNk29vb2N7l+tJkyYoCVLljR2IBKCV09Nt2jRQn18fHTQoEFRjhZcv35dBw0apD4+PlFOaydkzZs318aNG6uqbWju2LGj5suXz15lxRmR1wPr8gkNDdUCBQrol19+aYzbsmWL1qlTRytVqhTlgvy4FqZCQ0M1KCjI5mJiVduzEps3b1aLxWLT5DWh2rhxoyZJkkRTpEihnTt3NoZbDzKFh4dr165d1dfX12j7nhC2D71799bs2bPbHH2eOHGiVqlSxeb349atW1qyZEktWbKkMWz9+vVx/hra8+fPa9GiRbVUqVJapEgR/eCDD9Tf31+nTZum8+bN0xo1auiqVatU9eX93SpVqqTVqlVL1D2QRWZdxx8+fKjHjh3TjRs3as6cOfW9994zpokcpiZOnBgve3HduXOnOjo66v79+7VHjx6aPn16o0ffsWPHqsVi0TZt2hjT37t3T0NCQrRixYrxupOZFy9e6P379zV37tzGfZAeP36svr6+unnzZpt5un37thYvXjzedOEem+rXr69JkyY1eiaN3NTvwIED2qhRI/Xy8tKAgABNnz79O2+1Q5B6S17tnW/dunV67do1ffz4sV69elUbNWqkQUFBRlOkmzdvarVq1bRx48YJYgdBVW0unozclG/ChAmaMWNGHTRokM2RI+sRqbfZu0pcYl1HevbsqVmyZIlyVuKXX37RAgUK6L179+xWY1z16NEjbdmypdavX99m+O+//65ly5aN0nQ2rvn77781Xbp0NhfEWj1+/Nho0hS5d8KEJLpg+/fff+uaNWvU2dk52huvRkRE6KRJk+JcKH5Thw8f1gwZMhhBwrr9GzhwoPr5+RnTWT//X3/9VQMCAuJNhxJWJ0+e1Hr16mmdOnV08eLFunTpUi1fvrxxr7TixYsbgfn48ePx7mzC22D97bx165Y+efLEOLr++PFjXbFihebMmVMrVapkTP/ll1/GuSbMZrVu3VpdXFxsmvZa9e3bV5MnT66NGzfWRo0aably5TRfvnxGB1bxMUSpqnF2PXIT1idPnqiPj4/NdXCjR4/WRYsWJZh9w5iyfq6NGzfWkJAQTZIkiU6ZMiXK+CtXrujWrVt19uzZUVpwvAsEqbfMetGji4uLZsqUSVu2bKlXrlzR48ePa/PmzdXJyUmzZcumuXPn1gIFCtjcYC8hWLhwobq5uWnr1q1t2vROmDBBfXx8dODAgXro0CEdMmSIpkyZMkEfibR+ptevX9dbt24ZTVeePXumOXLk0KCgIA0NDTV2nD788EMNCgqiOZ+qfvPNN9qkSRM9f/68ESz379+vKVOm1AULFthMe/DgwTj9wxoREaF///23FihQQEeOHBklKG3evFk//vhjmwCdUMLUqyFo27ZtunLlSpvmzIsXL1ZnZ2ft1KmTMaxTp042TTYTQpg6fPiw5smTR5cvX64//vijBgcH661bt3T37t2aI0cO/eqrr2x+B7Zv367+/v7xsoON48ePa7Vq1bRy5cp64sQJffjwoe7cuVNr1KiRoM4wxgbrcli5cqVWqFBBCxcurOXLl9ft27er6ssd7RUrVmiuXLk0R44c2qFDB7VYLFHCR3wzZswYtVgsmiZNmmg7UZgxY4Z26dJFW7ZsqePGjTO2ifF123jgwAEtWbKkrlu3zhj27NkzjYiI0NKlSxutFQYNGqSOjo7xvvdFM6zfgVc/25EjR0YJU6pq9zPzBKlYFvnHYPny5ZotWzZdv369Xr58WSdNmqQVK1bUqlWr6rVr1/TJkye6Y8cOnThxos6ZM8fYOYivG4ZX7du3T93c3Gz69I9s0qRJGhAQoHny5FFvb2/dvXv3O67w3bGuF0uWLNHixYtr5syZtWDBgjp48GBVfblTlSNHDs2UKZMGBwdr7dq1NXXq1InyNP6rHj58qBMmTNC8efNqvnz5tF69erplyxZ9+PChfvTRR9q1a1d9/PhxlO9NXAhTkWt4dUdxwIABmjJlSl20aJFxRP7Bgwdas2ZNbdKkSYLbsWzZsqXOnz/f2M716dNH06ZNq56enurq6qo///yzcSDFGqZKly6tgYGBmjVr1gSzXYysdevW6ufnpxaLxdg5uHHjhrZp00YrVaqkEydOVNWXZ2AHDhyo+fLli7dn7E+ePGl0Ux0fehx81yJ/35ctW6bOzs46cuRInT9/vjZt2lSdnJx0zZo1qvqyyeuePXu0ZcuW2rBhQ5ubNMcXr27f7t+/r0ePHtU2bdrY3Dvvnw6axOcDKuvXr9fKlStruXLlonQaExISosOHD9ehQ4dqihQpEmxvrdGxrhebNm3SwYMH65AhQ/T06dPGb+nIkSM1adKkOnnyZL1z546OGDFCixYtqvfu3bPbbyZBKhZFvlne9OnTdciQITpgwACbaRYvXqwlS5bUzz77LNoPPT5vGF41c+ZMfe+99/TJkyfGlyC6I9Jr1661y+nYd23t2rXq6OioEyZM0BkzZujnn3+uKVKkMG6iGRERoUOHDtVu3bpp79694+WR59jwTwFoxowZ2qZNG6P5V5EiRTR79uxGe/q4FD4iz8f06dO1Y8eO2q1bN5t7hHTq1ElTpEihjRo10hYtWmiZMmU0b968Ce7MtKpqhQoV1N3dXZcvX64bNmzQAgUK6ObNm/XKlSvauXNnTZcunU6bNs0IU/v379dWrVppnz59jOWRULaP1t+KpUuXqsVi0QwZMuiaNWuMeb9w4YK2a9dOs2XLpu7u7lq6dGlNly5dvOmJ7HVOnjypVatW1SpVqujWrVvtXU6c8OrR9DNnzmhgYKB+9dVXqqp6+fJlzZQpk2bOnFkdHByMpqBW8bGL81cPMN2/f994HB4ebtyIfPPmzcbwTz75JN7eT+x12/FNmzZpnTp1NDAw0GZemzdvrhaLRVOlSpWoQpTVqlWrNEmSJBoSEqLOzs5asmRJ/eWXX4yDaePGjTNu6p06dWq792BIkIola9as0c8//9y4H0quXLmMHupe3TH88MMPNV++fAlip+DVeYv8ePTo0ZoxY0ajadqrzVQSk4iICO3cubO2bt3aZvjatWs1efLk+tlnn0WZPjGKvP5s3rxZ586dqzt27IhyFH7dunU6ZMgQzZs3r1osFv3ggw/i7BmLvn37qoeHh3bu3Fnr16+vBQoUsLnB8rRp07RLly7asGFDHTRoULxvsvKqyJ+p9aLgESNGRDnI1L17dyNMRdftdXxeHtZl8ODBA2PYsWPHdPv27frLL79o/fr1NUuWLLp48WIjTN26dUuPHj2q48aN09mzZyeY++mdPHlSa9SooSVLltSdO3fauxy7mj59uhYuXFjXrl1rDDt58qT27dtX7927p5cvX9YcOXJo+/bt9fLlyxoUFKQuLi5ROqqKTyJvDyZOnKgNGjTQkiVL6ldffWXTtL958+bq7Oyso0aN0nLlymnu3Lnj1T5TdAcEDxw4EOVgyIYNG7RevXpaqlQp40bbc+fO1Tx58sTLM41vKvKlD+3atTPuFfbgwQOtXr26lipVSn/66Sfjd2DDhg36008/GQdR7YkgFQt++OEHzZgxo3744Yc2zdOqVq2qqVOn1t9++83mbNXs2bO1UKFCb/1uy+/KsWPHtH///nrmzBmbDd2SJUs0c+bMunjxYuOo2YsXL/TFixdav359/eabb+xV8jsXHh6u7733njZq1MhmmOrLbmvLlCmjt2/ftrkBXWITeZ779++v3t7emjdvXvXw8NAPP/zQ5qatVjdu3NCuXbtqiRIlbI5qxhXTp0/XrFmzGrX//PPPmjx5cvXz89Pu3bsb0726gxCfdhj+jbWbf6sGDRqoxWLRGjVqROmhtEePHurp6alffPFFnPw8/4uLFy9qkyZNdNu2bcaNNyNf11KjRg0jTMXlLs1jw7Fjx7RBgwZ64cIFe5diV+fPn9cCBQpocHCwzbUy1g43evbsqbVr1zYCRocOHdTZ2VnTp09vE8rjo/79+2uGDBm0f//+RhfXffv2tenNt3v37lq2bFmtV69evOpYIvI91L777judMGGCzpw5U5s2barBwcFRepVbs2aNBgQEaGBgoG7ZskVVXx5ISWy2b9+ulStX1lKlStnsS9++fds4+DJ79mxjXYgrCFL/0Zw5c9TJyUnnzZtnXBweeaehbNmyRg8sV65c0evXr2tQUJBWqVIlQewsh4WFabFixdRisWjWrFm1R48eNr3N1KxZUwMCAnTu3Ll669YtvXXrlg4aNEi9vb3jZTet/8WkSZM0Z86cUY7Cfvnll5onT55E3alE5LMN48aN04wZMxpNfwYMGKBOTk7apEkTmzBlfc7jx4/V1dU1TgbzESNGGGefli5dqq6urjpu3Djt16+furq66qBBg+xc4bsT+b5ArVq10hQpUthcH2bVunVrDQkJSRDbx8j27dunJUqU0KJFi6qjo6PRyULkMFmzZk3NkiWLLl26NF422TLj1c89sbHuJ1y+fFmLFCmi7733nnENlOrL5VO5cmXt16+fMaxr1666YMGCeH8Qdv78+ZolSxajU4kdO3aoxWLRJEmSaJs2bWwC9o0bN17b+UBcZA1Rf/75p3EzbRcXF/Xy8tKSJUvq+++/r7Vr147SeUSdOnU0ffr0WrVq1QR/IOV1Ll68qPny5VOLxRLl2vq7d+9qnTp1NFeuXDpv3jw7VRg9gtR/cP36dS1XrpxOnjzZZviDBw9027ZtRje1NWvWNIJG48aNtXz58saPSELYWRg3bpyOHz/eaG7l4uKiDRs21J9++klVX94DoHDhwpoqVSotUaKEenl5xfu2/v8k8g/k8ePHjc94z549WqFCBX3//fdtwlSvXr20UqVK8f4I45sYM2aM8X94eLhxa4AZM2ao6svw4eLiou3bt1d/f3+tW7euzc0Ircs6KCgoSk8+79qaNWu0T58+2qFDB50zZ46qvvxRPXv2rP7999+aN29e/fzzz1X1ZROPdOnSqZOTk37xxRf2LPutiXzkeMqUKdqiRQub7339+vXVzc1Nf/311yhHGBPqmdlvv/1WLRaL5s+f3+YC88ihom7dupo2bVqbXgqRsF24cEELFy6s7733ns2ZqW7dumnatGn1hx9+0I4dO6qnp2e8vE7o1bNICxcuNLbXK1eu1LRp0+qcOXN09erVmjRpUu3Vq1eU+YwP24LIIcrJyUn79eunt2/f1u3bt2vbtm3V399fP/74Y61YsaLWqVPHOCP94sUL7dq1q44fP16vXbtmz1mwu8uXL2uxYsW0dOnSNt8F1Zdnppo0aWL3XvpeRZD6D65fv665cuXSJUuWGMOmTp1qNF1Jnz691qpVS1VfNmdxcHDQ5cuXGzsNce305JvatGmTuri4GDu4V65c0aFDh2rSpEm1cuXK+vXXX+v06dN1/vz5unTp0gTZnGPq1Km6ceNG44jZggUL1NfXV319fTVPnjzGTtOKFSu0QoUKmiVLFq1atarWqFFD06RJkyh759u5c6emTJlS69atawx79OiRbt68WW/evKn79u1TPz8/46a7n332mbq4uGi1atVs2o4vXrxYLRaLXTvn+Pbbb9Xd3V3r1KmjhQoV0mTJktnc12X9+vWaPXt2o8nOnj17tGHDhja9dSYkkXec9u/fr23bttVUqVJphw4dbJqz1atXT9OlS6fLly+PcoYiPjThiSnrvMyZM0e/+uorrVixooaEhNhc6xJ5/ps2baqnTp1653Xi3Tpy5IjRMiNymLJeM3Xx4kVt1qyZBgQEaIkSJeL9AciOHTvqL7/8onfv3tULFy7ojRs3tHjx4jpu3DhVfXkvuYwZM6rFYtGRI0faudo3c/HiRXV3d9eGDRvaDF+0aJG6urrqoUOHdPHixRocHKwlSpTQcePGabdu3TRTpkz6999/26nqdy/yAebvvvtOv/rqK6PFyaVLl7RIkSJaoUKFKGEqLgZqgtR/cP36dc2YMaN+8MEHumHDBq1fv77mzZtXO3XqpGvXrjV2pidNmqSqqkWKFNGsWbPqjh07Elyzhj59+mjz5s2N5iiNGzfWnDlz6vvvv6/BwcGaJEkSoyvfhMT6pc6RI4f6+fnpjh079NChQ5o5c2b9/PPPddOmTVqlShX18fHRRYsWqerLrs5/+OEHbdy4sQ4aNEj/+usve86C3Tx69EgXLVqkmTNn1jp16hjDrWfmhg8frjVr1jTWqXHjxmm5cuW0a9euUXay7XmU9rvvvtPkyZPrwoULVfXl5+vj46MVKlQwrm3YtWuX+vj46Oeff66XL1/WatWqadu2bY31J6GEqVd/5Hr16qUBAQHavXt3rV+/vtF0J3KzloYNG6rFYkmQXWK/7kd/586dWr58eQ0JCbHphe3VHtmQcF24cEGLFy+uLVq0MEKzNUxVqFBBN27caEx7+fLleHlj9sjr/+bNmzVdunQ2zRdPnjypuXPnNnqsu3Llivbt21e3bt0aL5rxRefcuXNarFgxrVWrlk3PlNu3b9fUqVMbYXjt2rX6wQcfaObMmbV06dLxPiS/iYULF6qXl5cGBQVpjRo11GKxGE30rWEqODhYV65caedK/xlB6j9av369uri4aJYsWbRAgQK6YcMGo4ex27dva8GCBW16pypTpoy6urpGe8O5+GzBggVaqlQpDQ8P13bt2qmnp6ceOXJEVVVPnTqlkydPNh4nFK/uzAcFBWnOnDl15syZ+vHHH9uMq1+/vvr6+urChQuNEJ2Qjri/qRcvXuiSJUvUz89Pa9eubTOuX79+GhQUZISkOnXq6E8//WT8OL948cLuP7abNm1Si8Wiw4YNsxmeNWtWzZMnj16/fl1v376tERER+tFHH2mmTJk0Q4YMWrhw4QTZxXlk1h2nyNu6BQsWqKurq7Zq1crmzNTAgQMTTJi0sn6uv//+u44cOVI/+ugjXb9+vXGgYNeuXVqhQgUNCQnRadOm6dChQ9Visejly5ftWTbeof/9739apkwZbd++fZQzU5UqVYrzO5AxNWvWLO3Vq5eOGjXKZvjx48c1RYoUOnjwYF2zZo2GhIRo+fLljfH23r6/KWs3/5UrV9a//vpL79+/rx4eHtqnTx+b6SIiIvTWrVvxMiT/V4cOHVJPT0+dNm2aqr4MoBaLxea34OLFi5o5c2atVatWnL6GnCAVC0JDQ6PtgvH27dtatmxZ/eabb2w2CJUqVUqQzTbKlSunSZIkUW9v7wTfVM0ags6dO6eTJ0822uwWL15cLRaLVqlSJUrTzfr162tAQID+9NNPifZiUlXVLVu26JgxY/Szzz4zeiiyhqnIZ6Z++eUXzZIlixYuXFhz5sypuXLlMr5HcSV8nDx5UsuWLau1atUymrbWq1dPnZycNDg4WMuUKaP58+fXwYMH6/fff6+bN2/WzZs3J7ibb3fq1MmmibPqyyDl6+trXCdo/czmzJmjFotFO3fuHGU7kVCWh3VeFy1apKlTp9amTZtqiRIltHTp0kbX1qqqf/zxh9atW1fz58+v2bNnT5T3jEksrOvEq78LX331lZYsWVLbt29vc2YqPuxAvk7k7fOVK1e0TJky6uTkZBxUtvbeq/ry3oDJkyfX7Nmza6lSpRLMAaaTJ09qtWrVNCgoSF1dXbVHjx7GuIR20MgM6+e6Zs0arVGjhqqqnj17Vn18fLRTp07GdNZLQC5duhQnujj/JwSptyQ0NFSrV6+uJUqUML40CeWaqFdZvxgrV67U7NmzGztU8X1D+DrWH4BDhw5p9uzZtW7durps2TJjfHBwsLq6uuqGDRuibDCDg4M1f/78Ca5r55j67rvvNH369FqyZElNkyaN+vr66uzZs1X15bVO1p0Hq7lz5+rYsWN12LBhxk52XPsRsh59rF69upYpU0YLFy6shw8f1hcvXuiff/6pCxYs0GLFimn69Om1ZcuWxvPi2ny8Cet3vGnTplHGbd26VZ2cnIwmStbe6e7du6d+fn7q6empPXr00AcPHiTIbcXOnTvVz8/PuFbu/Pnz6uzsrNmzZ9euXbsaYerq1at64cIFvX79uj3LxTuwY8cOHTRokIaGhtoM/+qrrzRv3rzaoUMH46BcfNiBjE7k9fiHH37Q8PBwXbt2rb733nvq4eFhXN8aHh5ufO/Pnz+vp06dMn5bE8oBlZMnT+p7772n/v7+xkFD1YS7b/RPXp3n6dOna6FChfTQoUPq7++vHTp0MD7/9evXa6tWreJNxxsEqVh248YNHT16tFavXl2LFStmhKeEsNP0b65du6ZZs2a1udloQnXs2DF1dXXV/v37R3uBaOnSpTVTpky6devWKE34rB0OJDbWa4nmz5+vT58+1T179milSpW0cOHCGhoaqo8fPzaumYocpiKLq9+jkydPaqVKldTFxcWma1brZ//48WM9duxYnK3/v5gxY4b6+vqqqurMmTNtejFt1aqVurq62nQEcuPGDf3www918uTJmiRJEv3tt9/eec2xbdSoUcYNJK1mzZql7du3V9WXR1wDAgK0devW2q9fP02fPr326dNH7969a49yYSf9+vXT7Nmz69ChQ6PcZLx79+7q6uqqTZo0iZc986m+3AH29vbWo0ePavfu3dXR0dFoqrp+/XoNDg7W4sWLG838I4cpq4TW5P3UqVNatWpVrVKlSoK8DtSMHTt2aMeOHfXFixd68OBBLV26tKZNm9Y4wGhdF3r37q21atWK9sbscRFBKpYdOHBAa9Sood27dzeOqiSUoysx8dNPP6mzs7PNzdQSmsePH2uDBg20S5cuNsOfPXumZ8+eNY42Vq1aVf38/HT79u0J7sfBrN9++00tFouOHj1aVf9/gzllyhR1d3c3wuXTp0910aJFmjVrVi1Tpozd6n0Tp0+f1ipVqmi1atVsLjJ+9fufkMLUtGnT1NHR0ejuvVKlSlqyZEnjHiBXrlzRGjVqqLOzs3755Zf63XffaXBwsJYtW1ZVVQsUKKC9evWyW/2xISwsTHv27KkWi8W4N5TqyzNvf/31l4aFhWlwcLC2adPGmD5Tpkzq5eWlvXv3TpRHpxOzAQMGaOHChXXw4ME2Z6ZmzpypuXPn1rp169rccy2+sP7GlSpVStOnT2/TsYLV6tWrNSQkREuWLKlHjx5V1cRxdubkyZPGDWVfvY9kYvHixQsdOXKk5suXzzgb36NHD3Vzc9Phw4frpUuX9PTp09qvXz91c3OzuYY2riNIvQV37txJcL1xxdTly5e1fPnyCfqsy7Nnz7RMmTJGb4yqL38gevTooWnSpFEfHx9t0KCBqr4MUy4uLgmucxGzlixZojlz5tT27dvbhOxx48ZF6fb16dOnOnv2bG3QoEG8C6DWZn5Vq1ZN8Ecfv/32W02ePLnNtVF37tzR6tWra9WqVfXHH39UVdX79+9r3759NVu2bJovXz6tUqWK0eFKsWLFbL5H8UnkdfP58+c6cuRITZIkif7www+q+v87iCdPntScOXMaTXsuXryotWvX1sGDB+vFixfffeF4J6yf//Hjx/Xo0aM2vbP27dtXCxcurIMGDTK2fQMHDtQJEybEy5vtrlmzRkeOHKl///23Dh8+XC0Wi/r5+emBAweiHEhavXq11qhRQ7NkyRIvmy6+qWPHjmmDBg0S5O1fYurmzZuaPn16m1ZLnTt31kKFCqmDg4MWK1ZMc+bMqQcOHLBfkW+AIPUWJYYjLdGxdledUN27d88IBceOHdNRo0Zpjhw5tH79+vrll1/q9OnT1d/fX4cPH66qqhUrVkyQnYuYtXDhQi1atKg2b95cL168qGvWrFFHR0ej2/DI35fItweIj2GqevXqWrRo0Sh3r08oXtdbYc+ePbVz585at25dLV26tBGmVF9eCxS5k5WBAweqr69vvGzGZF0nL1y4YNwDZfHixTplyhSbMKX6cgcqV65cOnr0aL1x44YOGTJEg4OD9fbt2/YqH+/IokWLNH369JoxY0YtWLCgfvXVV8a4AQMGaMmSJTVz5swaEhKiTk5Odr0X3pv64YcfNGPGjPrhhx/qX3/9pYcOHdITJ05oYGCgBgQE6LZt26IcUF6/fr1279490R1oTmi3vXmd8PDwKL/b1t/3SZMmafHixW1+G8+cOaMrVqzQgwcPxpvroiIjSAFvYMOGDZosWTL19/fX1KlT67Rp04yw9OzZM61cuXK0F+AnRpEDkrXjhaCgIE2ZMqXOnDlTVRPemdu//vpLe/XqFe9CYEy9rrfCbNmy6aNHj/TGjRtav359LVu2rM2NiVVfdtLSpUsX9fDwiJf3TrF+pn/++admypRJCxQooGnSpFEXFxcdO3asTpo0SS0Wi7FuP3r0SDt16qRZs2ZVX19f9fT01H379tlzFvCWRURE6I0bN7RIkSI6Y8YMXb16tQ4aNEhdXV1tbjS7bNkyHTx4sHbv3j1ehqg5c+aok5OTzps3L9rr/cqUKaP+/v42zdnGjBljc5YqoW37E7MZM2bYBKQ1a9boiBEjbFoo7d69WwMCAnTGjBn2KPGtIEgBb+jixYu6d+/eKBcNv3jxQhs2bKiffPKJTTeviVnkH8vFixdrnjx5tGTJkjbdXyfUM7gJ9fOPrrdCa49jqi/PQDVs2FBz5sypK1asMIZfu3ZNly5dqmfOnLFD1f9N5BDl5OSk/fr109u3b+vOnTu1ZcuW6unpqVu2bNHBgwerxWKxad64fv16Xbhwoc0yQsISuUn/jRs3tE2bNsZ9w65fv66jRo3SNGnSRLmfUnzcRly/fl3LlStn07mM6ssbqm/btk2PHz+uqqohISHq5+enX3zxhVauXFn9/PwITwnQmTNnNDAwUIsUKWJc/zZ+/HhNkSKFBgUFaadOnYywPXbsWPX29o6XZ5+iQ5ACYlFYWJh+8skn6u3tbdxgEf+/g2HthWfJkiVatGhRff/997l3TjwWubfC+fPnG8OtvZX+/fff0d5sNz6H5osXL6q7u7s2bNjQZviSJUs0derU+scff+izZ8+MMJWQjrzi9azr9PLly7VWrVrapEkTLVCggBGkVF/eFmXUqFGaLl06/fTTT+1Vaqy4fv265sqVy+YayalTp2qDBg3UYrFo+vTpjZusv//++1qhQgWtWrWqsW2Ij+ER/2zVqlUaEhKiJUqUMM6wXrlyRcePH6+FChVSX19f7du3r86aNUtr1Khh0wQ6PiNIAbHkp59+0o8++kg9PT3jZZOltyHyjVjnzZunZcqUMXqqWrhwoZYoUUKrV69uHL1E/PO63gpfvW9eQjkKfe7cOS1WrJjWqlXLZn63b9+uLi4u+scff6iq6sOHD3XIkCFqsVh07ty59ioXb1nkgwKbNm3SVKlSaZMmTbR27dqaNGnSKIEpNDRUP/nkE/Xz89ObN2/G24MK169f14wZM+oHH3ygGzZs0Pr162vevHm1U6dOunbtWl2wYIH6+voancmEhoYa85qYejJODCJv25cuXap16tTRwMBAo4MV6/hRo0Zp/fr11cnJSS0WizZs+H/t3XtQVOUfx/H3srtiaaGjCVgaCViIJq14IUoNNUTTUkeyUBxTkZHUalCzixkpIxJZZpZ3CSuvZY43DI1KNBUnA1OUQJ1sRLwFGohczu8Pxy1+Vr/4pW4sn9df7rOHs9+V5Zz9PM9znjPYKc4LClIi10FOTo7RvXt3Y8CAAdVWZ6pL/qqHcdWqVUaDBg2qXWxtGFfutTNy5Ej1TtZydWm1QsP47f0++uijxsGDB43i4mKjWbNmRmxsbLXtLly4YMyYMaPOHhPqkqNHjxrLli0zkpKSDMO4Mvr+/vvvGxaLxYiLi6u27enTp2vl6nz/LS0tzXBzczNatWpltG/f3ti2bZt9qvu5c+eMgICAa+4rWVuDo/y5q7/T1NRUY9iwYUbnzp0Nk8lkBAUF2e8ZdtX58+eNdevWGb169bLfnLm2MxmGYSAi/1hhYSGurq64ubk5upSbrqqqChcXFwA2btxIUVERRUVFjB49muLiYsaMGUP37t2JiYkBwDAMTCbTn+5Dap/c3Fyef/55Tp06xeLFi7n//vsdXdINlZuby4QJEygpKSErK4vhw4cze/ZsACorKzGbzcAff9aldps+fTo9e/akS5cuABQUFNC8eXNcXV2ZOnUqU6ZMAaCsrIylS5fy7LPPEhcXx0svveTIsm+I06dPc/HiRe65555q7efPn+fxxx9n6NChREVFOag6uVnS09MJCQnhnXfewWazsWvXLj799FOqqqpYunQpfn5+XI0bJpOJ8vJyrFarg6u+PhSkROS6mTRpEqtXr6Zly5acPXuW8vJyFi5ciLe3N3feeWe1bfUF0/kcOnSIRYsWkZiYWCdCcW5uLtHR0eTl5fHhhx/StWtXQJ9tZ3X19xoSEsK7776Lv7+//blVq1YRFRVF3759WbhwIbfeeitwJUwlJycTHR3NrFmziI2NdVT5N83p06cZMWIEZ86cISMjw96pIM7naoR48cUXycnJ4fPPP7c/t379eqZPn47VaiU5ORkfHx97J5MzHSMtji5ARJzD4sWLSU5OJjU1lYCAAD7//HMGDBhAWVmZPUT9/uDpLAdR+Y2fnx9JSUlA3Rhh9PX1Zf78+YwbN474+HjMZjPBwcH6bDuh33+et2/fDlzphbdYLAQFBREeHg5AREQELVq0IC4ujnr16uHq6srw4cOxWq32ESxndebMGRYtWsSOHTsoLCy0h6jfj9BK7fXfx/TfPzabzeTl5VFSUmLvROjfvz/Z2dm8+uqr9O/fn7Vr1+Ln5wc41/nfuc9yInJD7N+//5q248ePM3LkSAICAli5ciWRkZHMmzePXr168euvvwJXDp4aBK8bnD1EXeXj48OcOXOwWq3Exsby7bffOrokuc6ufmE8duwYCxYsIDMzE7gyAj9o0CB2795NZWUl4eHhpKSkkJSUxNSpUykvLwfA1dWVESNG2L9EOqsTJ06QkZGBj48PO3fuxGq1UlFRoRDlJFxcXMjJyWHKlCnk5+dXO5fff//9VFZWkpaWRllZmb3dZrMRFBREly5dqF+/viPKvuHqxplORK6befPmYbPZSE1Nrda+f/9+SkpK+Oabbxg9ejQzZ84kOjoawzBISkrizTffBJyrJ0oEroxMJSYmctddd9G8eXNHlyPX0dUQlZ2dTWhoKFu2bKGwsBCAPXv24OvrS2RkJLt27aKyspIhQ4aQkpLCnDlzeP755+1hqi4ICAggJSWF2bNnY7FYqKysxGLRxCdncfnyZSIjI0lISCA0NJTY2FhWrFgBwJAhQ/D39yc2NpZNmzbxyy+/APD111/Ttm1bZs+efc11dM5C10iJSI2NGjWKNWvWsGLFCnr37g3AypUrmTFjBjk5Obz33nuMHj0agIsXL/LUU0/h7+/PzJkzHVm2yA11+fJl6tWr5+gy5DrLycnhwQcfZMyYMYwbN+6asBwcHMzPP//M8uXLCQoKwmw2k5ycTGxsLD/88APNmjVzUOWO40zXwMhvEhMTsVgstGvXjh07dvD222/z6KOP0r9/f4YOHcqAAQM4ceIEhYWFeHl5sXv3bjIzM2nbtq2jS79hFKRE5P8ycuRIVq9ezapVq+jduzd5eXmMHz+en376icmTJ/Pkk09y5MgRJk6cyKlTp/j222/VOykitUppaSmRkZG4u7szd+5ce3t5eTknTpygYcOG3HHHHYSFhXHw4EE++eQTOnfujNlspri4mNtvv92B1YtcX+np6TzxxBOkpaURGBjIyZMnWbBgAW+88QY9evRg4MCBXLhwgQYNGlBUVMTAgQNp3bq1o8u+oTS1T0T+L4sWLWLw4MEMHjyYzZs34+3tTXx8PPfddx9TpkzBw8ODiIgILly4wK5du+xTPUREaguLxUJBQQH33XefvS01NZVJkyYREBCAzWazHwPbtGlDnz592Lt3L4BClDid7t27M3r0aN5++20uXbqEp6cnhw4dwtfXF3d3dz799FMmT56MYRhMmjTJ6UMUaNU+Efkb/mgFNpPJxOLFi6msrGTw4MGsWrWKPn36MG/ePM6ePcv+/fvx9vbGZrPh4uJCRUWFRqREpFYpLS3lzJkzZGVlkZOTw2effUZycjJt27bljTfeoGHDhsTFxTF9+nQ2b95Mz549adq0qaPLFrlhOnfuzFtvvYXVamXUqFGkp6ezbds2/P39+fHHH9myZQvdunWrMwsOaWqfiPyl34eotWvXcvz4cerXr0+nTp0IDAwEYPjw4axdu5bVq1cTFhb2l/sQEalNtm/fTmhoKHfeeSfnzp0jMTGRHj164OPjQ3l5OY899hhNmjTh448/dnSpIjdFt27d2LFjBx4eHmzatIn27ds7uiSHUfewiPylqwFo4sSJLF26lICAALKysmjRogV9+/YlLi6O5ORkXFxcePrpp1m2bBmPP/74H+5DRKS2CQkJIT8/n8LCQu6+++5qI05msxk3Nze8vb2pqqoCdLwT53V1EZHJkydTUFBAQkIC7du3r9OLi+ivXUT+p/Xr1/PRRx+xceNG0tLSOHjwIGFhYWzevJmEhAQAli5dSkhISLULskVEnEGLFi3o0KFDtRB1+fJlXnvtNTIyMoiMjMTFxUUhSpza1bDUoUMHqqqq2LdvX7X2ukhT+0Tkf0pKSuKjjz5i9+7dWK1WAAoKCnj99dc5fPgwGzdu5JZbbgE0jU9EnN/y5cvZu3cvK1euZPPmzTzwwAOOLknkplq+fDnR0dFs376dTp06Oboch9HUPhGpZuvWrXzxxRcUFxfzyCOPMGTIEJo2bUpZWRknT56kZcuWGIaBh4cHI0aMoEuXLhw4cICOHTsCV6a1KEyJiLM6fPgwixcvpnHjxnz55Zf4+fk5uiSRm+6RRx6hY8eOdf4m5BqREhG7hQsX8tJLL/HQQw9x/PhxsrOz+fDDD3n44Yfx8/MjJiaGadOmUb9+fQCys7MZOnQon3zyCW3atHFw9SIiN0dhYSGurq64ubk5uhQRh7l06ZL9+0BdpSAlIsCV+0LFxMTw8ccfM2jQIA4cOEBYWBitWrXiq6++YsWKFURERBAdHU1YWBgtW7Zk0qRJFBcXs2PHDo1AiYiISJ2iICUipKenExISwrRp05g6daq93dfXF6vVyvbt2/Hw8GDnzp2MGjWK0tJS6tWrh7u7O9u2bcNqtWo6n4iIiNQpClIiQm5uLiNHjqRx48a8+uqrBAYGMmjQILZs2UJwcDAlJSUUFxfz9NNP06RJE/z9/WncuDH33nuvbrYrIiIidZKClIgAV8LU+PHjMZvNFBUVUVJSQnJyMm3atOHAgQMcOXKEWbNmcfToUXr37k1KSgqgVfpERESkblKQEhG73Nxcxo4dy969e1mwYAHh4eHAb2GptLSU48eP4+vri9lsdnC1IiIiIo6jICUi1eTl5RETE4OLi4t9BT/gmul7lZWVClMiIiJSZylIicg1rk7zA3jllVcIDg52cEUiIiIi/y66sEFEruHr68ucOXMwm80899xzZGVlObokERERkX8VBSkR+UO+vr4kJibStWtX2rZt6+hyRERERP5VNLVPRP4Wrc4nIiIi8hsFKRERERERkRpS97KIiIiIiEgNKUiJiIiIiIjUkIKUiIiIiIhIDSlIiYiIiIiI1JCClIiIiIiISA0pSImIiIiIiNSQgpSIiNR6BQUFTJgwAR8fH+rXr4+7uzsPPfQQH3zwASUlJY4uT0REnJDF0QWIiIj8E/n5+QQHB9OoUSPi4+Np164dFRUVHDlyhCVLltC8eXP69+9/Q1778uXL1KtX74bsW0RE/t00IiUiIrXa2LFjsVgsZGZmEh4ejp+fH+3atWPQoEFs3LiRfv36AVBUVERUVBTNmjXj9ttvJyQkhO+//96+n2nTphEQEEBKSgpeXl64ubkxZMgQLly4YN+me/fuPPvss7zwwgs0bdqUXr16AXDw4EH69OlDw4YNcXd3Z9iwYZw5c+bm/keIiMhNpSAlIiK11tmzZ9m6dSsxMTE0aNDgD7cxmUwYhkHfvn0pKChg06ZN7Nu3D5vNRo8ePTh37px927y8PNatW8eGDRvYsGEDX331FTNnzqy2v+TkZCwWCxkZGcyfP5+TJ0/SrVs3AgICyMzMZMuWLZw6dYrw8PAb+t5FRMSxNLVPRERqrR9//BHDMLj33nurtTdt2pRLly4BEBMTQ2hoKNnZ2RQWFuLq6grAm2++ybp161izZg1RUVEAVFVVsWzZMm677TYAhg0bxrZt25gxY4Z93z4+PsyaNcv+eOrUqdhsNuLj4+1tS5YsoUWLFhw5coTWrVvfmDcvIiIOpSAlIiK1nslkqvZ4z549VFVVERERQVlZGfv27ePixYs0adKk2nalpaXk5eXZH3t5edlDFICnpyeFhYXVfiYwMLDa43379vHll1/SsGHDa+rKy8tTkBIRcVIKUiIiUmv5+PhgMpnIycmp1t6qVSsAbrnlFuDKSJOnpyfp6enX7KNRo0b2f1ut1mrPmUwmqqqqqrX99xTCqqoq+vXrR0JCwjX79vT0/NvvRUREahcFKRERqbWaNGlCr169mDt3LuPGjfvT66RsNhsFBQVYLBa8vLyuaw02m421a9fi5eWFxaLTqohIXaHFJkREpFabN28eFRUVBAYGsnLlSg4dOsThw4dZvnw5OTk5mM1mevbsSVBQEE888QSpqakcO3aMnTt38sorr5CZmfmPXj8mJoZz587x1FNPsWfPHvLz89m6dSvPPPMMlZWV1+ldiojIv426zkREpFbz9vbmu+++Iz4+nilTpnDixAlcXV1p06YNsbGxjB07FpPJxKZNm3j55Zd55plnOH36NB4eHnTt2hV3d/d/9PrNmzcnIyODyZMnExoaSllZGXfffTe9e/fGxUX9lSIizspkGIbh6CJERERERERqE3WViYiIiIiI1JCClIiIiIiISA0pSImIiIiIiNSQgpSIiIiIiEgNKUiJiIiIiIjUkIKUiIiIiIhIDSlIiYiIiIiI1JCClIiIiIiISA0pSImIiIiIiNSQgpSIiIiIiEgNKUiJiIiIiIjUkIKUiIiIiIhIDf0HyxAi6lPBCSEAAAAASUVORK5CYII=", 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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": 115, "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": 116, "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": 117, "id": "93eec4a4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Least Popular Highest-Rated Games in Japan:\n", " Name Critic_Score JP_Sales\n", "3171 X-Men Legends II: Rise of Apocalypse 82.0 0.0\n", "5170 Left 4 Dead 2 89.0 0.0\n", "5165 Sid Meier's Civilization: Beyond Earth 81.0 0.0\n", "5162 Elite Beat Agents 87.0 0.0\n", "5156 NBA Live 2003 82.0 0.0\n", "\n", "Least Popular Highest-Rated Games in North America:\n", " Name Critic_Score NA_Sales\n", "16696 Metal Gear Solid V: Ground Zeroes 80.0 0.0\n", "13440 Silent Hunter: Wolves of the Pacific 79.0 0.0\n", "7521 Phantasy Star Online 89.0 0.0\n", "13431 Company of Heroes 93.0 0.0\n", "7643 Grandia II 90.0 0.0\n", "\n", "Least Popular Highest-Rated Games in Europe:\n", " Name Critic_Score EU_Sales\n", "10450 Winning Eleven: Pro Evolution Soccer 2007 79.0 0.0\n", "9417 Ninjatown 80.0 0.0\n", "9280 Persona 4: Arena Ultimax 84.0 0.0\n", "9204 College Hoops 2K8 82.0 0.0\n", "9024 Geometry Wars: Galaxies 79.0 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": 118, "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": 119, "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 X-Men Legends II: Rise of Apocalypse 0.00 0.53 0.02\n", "1 Left 4 Dead 2 0.00 0.00 0.32\n", "2 Sid Meier's Civilization: Beyond Earth 0.00 0.11 0.22\n", "3 Elite Beat Agents 0.00 0.30 0.03\n", "4 NBA Live 2003 0.00 0.31 0.04\n", "5 Metal Gear Solid V: Ground Zeroes 0.00 0.00 0.01\n", "6 Silent Hunter: Wolves of the Pacific 0.00 0.00 0.04\n", "7 Phantasy Star Online 0.20 0.00 0.00\n", "8 Company of Heroes 0.00 0.00 0.04\n", "9 Grandia II 0.20 0.00 0.00\n", "10 Winning Eleven: Pro Evolution Soccer 2007 0.00 0.09 0.00\n", "11 Ninjatown 0.00 0.12 0.00\n", "12 Persona 4: Arena Ultimax 0.13 0.00 0.00\n", "13 College Hoops 2K8 0.00 0.13 0.00\n", "14 Geometry Wars: Galaxies 0.00 0.13 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": 122, "id": "07bdd4eb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate the variance in sales across regions to find games with the most significant differences\n", "combined_games['Sales_Variance'] = combined_games[['JP_Sales', 'NA_Sales', 'EU_Sales']].var(axis=1)\n", "\n", "# Sort by 'Sales_Variance' and select the top N games\n", "top_n_games = combined_games.sort_values('Sales_Variance', ascending=False).head(10)\n", "\n", "# Plotting sales for the top N games with the most significant differences across regions\n", "top_n_games[['JP_Sales', 'NA_Sales', 'EU_Sales']].plot(kind='barh', figsize=(10, 8), width=0.75)\n", "plt.title('Top Games with Significant Regional Sales Differences')\n", "plt.xlabel('Sales (in millions)')\n", "plt.ylabel('Game Name')\n", "plt.legend(title='Region')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 123, "id": "45adda5d", "metadata": {}, "outputs": [], "source": [ "# Example mappings\n", "platform_to_brand = {\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", " # Add other platforms and their corresponding brands\n", "}\n" ] }, { "cell_type": "code", "execution_count": 124, "id": "40f7664e", "metadata": {}, "outputs": [], "source": [ "df['Console_Brand'] = df['Platform'].map(platform_to_brand)\n" ] }, { "cell_type": "code", "execution_count": 125, "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": 126, "id": "fa219708", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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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": 127, "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", "14 Kinect Adventures! 0.24\n", "987 Dead or Alive 3 0.24\n", "2044 Ace Combat 6: Fires of Liberation 0.22\n", "2262 Blue Dragon 0.21\n", "2608 Star Ocean: The Last Hope 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", "29 Call of Duty: Modern Warfare 3 4.24\n", "35 Call of Duty: Black Ops II 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": 137, "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": 146, "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": 145, "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": 145, "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": null, "id": "1b301fd6", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "d4dbfc7f", "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 }