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Streaming_Platforms.ipynb
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# What do streaming services actually stream: Netflix, Hulu, Prime, and Disney+"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## I: Importing the csv \nDataset found at: https://www.kaggle.com/ruchi798/movies-on-netflix-prime-video-hulu-and-disney"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# import necessary packages\nimport pandas as pd\nimport matplotlib.pyplot as plt\nfrom matplotlib.pyplot import figure\nimport numpy as np\n# create dataframe\ndf = pd.read_csv(\"MoviesOnStreamingPlatforms_updated.csv\")\n#let's look at a snippet of the dataframe\ndf.head(5)",
"execution_count": 1,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 1,
"data": {
"text/plain": " Unnamed: 0 ID Title Year Age IMDb \\\n0 0 1 Inception 2010 13+ 8.8 \n1 1 2 The Matrix 1999 18+ 8.7 \n2 2 3 Avengers: Infinity War 2018 13+ 8.5 \n3 3 4 Back to the Future 1985 7+ 8.5 \n4 4 5 The Good, the Bad and the Ugly 1966 18+ 8.8 \n\n Rotten Tomatoes Netflix Hulu Prime Video Disney+ Type \\\n0 87% 1 0 0 0 0 \n1 87% 1 0 0 0 0 \n2 84% 1 0 0 0 0 \n3 96% 1 0 0 0 0 \n4 97% 1 0 1 0 0 \n\n Directors Genres \\\n0 Christopher Nolan Action,Adventure,Sci-Fi,Thriller \n1 Lana Wachowski,Lilly Wachowski Action,Sci-Fi \n2 Anthony Russo,Joe Russo Action,Adventure,Sci-Fi \n3 Robert Zemeckis Adventure,Comedy,Sci-Fi \n4 Sergio Leone Western \n\n Country Language Runtime \n0 United States,United Kingdom English,Japanese,French 148.0 \n1 United States English 136.0 \n2 United States English 149.0 \n3 United States English 116.0 \n4 Italy,Spain,West Germany Italian 161.0 ",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Unnamed: 0</th>\n <th>ID</th>\n <th>Title</th>\n <th>Year</th>\n <th>Age</th>\n <th>IMDb</th>\n <th>Rotten Tomatoes</th>\n <th>Netflix</th>\n <th>Hulu</th>\n <th>Prime Video</th>\n <th>Disney+</th>\n <th>Type</th>\n <th>Directors</th>\n <th>Genres</th>\n <th>Country</th>\n <th>Language</th>\n <th>Runtime</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n <td>1</td>\n <td>Inception</td>\n <td>2010</td>\n <td>13+</td>\n <td>8.8</td>\n <td>87%</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>Christopher Nolan</td>\n <td>Action,Adventure,Sci-Fi,Thriller</td>\n <td>United States,United Kingdom</td>\n <td>English,Japanese,French</td>\n <td>148.0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>2</td>\n <td>The Matrix</td>\n <td>1999</td>\n <td>18+</td>\n <td>8.7</td>\n <td>87%</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>Lana Wachowski,Lilly Wachowski</td>\n <td>Action,Sci-Fi</td>\n <td>United States</td>\n <td>English</td>\n <td>136.0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2</td>\n <td>3</td>\n <td>Avengers: Infinity War</td>\n <td>2018</td>\n <td>13+</td>\n <td>8.5</td>\n <td>84%</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>Anthony Russo,Joe Russo</td>\n <td>Action,Adventure,Sci-Fi</td>\n <td>United States</td>\n <td>English</td>\n <td>149.0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>3</td>\n <td>4</td>\n <td>Back to the Future</td>\n <td>1985</td>\n <td>7+</td>\n <td>8.5</td>\n <td>96%</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>Robert Zemeckis</td>\n <td>Adventure,Comedy,Sci-Fi</td>\n <td>United States</td>\n <td>English</td>\n <td>116.0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4</td>\n <td>5</td>\n <td>The Good, the Bad and the Ugly</td>\n <td>1966</td>\n <td>18+</td>\n <td>8.8</td>\n <td>97%</td>\n <td>1</td>\n <td>0</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>Sergio Leone</td>\n <td>Western</td>\n <td>Italy,Spain,West Germany</td>\n <td>Italian</td>\n <td>161.0</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## II: Prepping the data for visualization"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Prep for genre visualization"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_genre = df[['Netflix', 'Hulu', 'Prime Video', 'Disney+', 'Genres']]",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_genre_hulu = df_genre[['Hulu', 'Genres']]\ndf_genre_hulu = df_genre_hulu.rename(columns={'Hulu': 'hulu'})\ndf_genre_hulu = df_genre_hulu[df_genre_hulu.hulu != 0]\ndf_genre_hulu['Genres'] = df_genre_hulu['Genres'].astype(str)\ndf_genre_hulu = pd.DataFrame(df_genre_hulu.Genres.str.split(',').tolist(), index=df_genre_hulu.hulu).stack()\ndf_genre_hulu = df_genre_hulu.reset_index([0, 'hulu'])\ndf_genre_hulu.columns = ['hulu', 'Genres']\ndf_genre_hulu = df_genre_hulu.groupby(['Genres'])['hulu'].agg('sum')\ndf_genre_hulu = df_genre_hulu.to_frame()\ndf_genre_hulu = df_genre_hulu.reset_index()\ndf_genre_hulu = df_genre_hulu[df_genre_hulu.Genres != 'nan']\ndf_genre_hulu = df_genre_hulu.sort_values(by=['hulu'])\ndf_genre_hulu = df_genre_hulu.rename(columns={'hulu': 'count', 'Genres':'genres'})\ndf_genre_hulu = df_genre_hulu.sort_values(by=['count'], ascending = False)\ndf_genre_hulu = df_genre_hulu.iloc[0:10]",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_genre_netflix = df_genre[['Netflix', 'Genres']]\ndf_genre_netflix = df_genre_netflix[df_genre_netflix.Netflix != 0]\ndf_genre_netflix['Genres'] = df_genre_netflix['Genres'].astype(str)\ndf_genre_netflix = pd.DataFrame(df_genre_netflix.Genres.str.split(',').tolist(), index=df_genre_netflix.Netflix).stack()\ndf_genre_netflix = df_genre_netflix.reset_index([0, 'Netflix'])\ndf_genre_netflix.columns = ['Netflix', 'Genres']\ndf_genre_netflix = df_genre_netflix.groupby(['Genres'])['Netflix'].agg('sum')\ndf_genre_netflix = df_genre_netflix.to_frame()\ndf_genre_netflix = df_genre_netflix.reset_index()\ndf_genre_netflix = df_genre_netflix[df_genre_netflix.Genres != 'nan']\ndf_genre_netflix = df_genre_netflix.sort_values(by=['Netflix'])\ndf_genre_netflix = df_genre_netflix.rename(columns={'Netflix': 'count', 'Genres':'genres'})\ndf_genre_netflix = df_genre_netflix.sort_values(by=['count'], ascending = False)\ndf_genre_netflix = df_genre_netflix.iloc[0:10]",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_genre_prime = df_genre[['Prime Video', 'Genres']]\ndf_genre_prime = df_genre_prime.rename(columns={'Prime Video': 'Prime'})\ndf_genre_prime = df_genre_prime[df_genre_prime.Prime != 0]\ndf_genre_prime['Genres'] = df_genre_prime['Genres'].astype(str)\ndf_genre_prime = pd.DataFrame(df_genre_prime.Genres.str.split(',').tolist(), index=df_genre_prime.Prime).stack()\ndf_genre_prime = df_genre_prime.reset_index([0, 'Prime'])\ndf_genre_prime.columns = ['Prime', 'Genres']\ndf_genre_prime = df_genre_prime.groupby(['Genres'])['Prime'].agg('sum')\ndf_genre_prime = df_genre_prime.to_frame()\ndf_genre_prime = df_genre_prime.reset_index()\ndf_genre_prime = df_genre_prime[df_genre_prime.Genres != 'nan']\ndf_genre_prime = df_genre_prime.sort_values(by=['Prime'])\ndf_genre_prime = df_genre_prime.rename(columns={'Prime': 'count', 'Genres':'genres'})\ndf_genre_prime = df_genre_prime.sort_values(by=['count'], ascending = False)\ndf_genre_prime = df_genre_prime.iloc[0:10]",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_genre_disney = df_genre[['Disney+', 'Genres']]\ndf_genre_disney = df_genre_disney.rename(columns={'Disney+': 'disney'})\ndf_genre_disney = df_genre_disney[df_genre_disney.disney != 0]\ndf_genre_disney['Genres'] = df_genre_disney['Genres'].astype(str)\ndf_genre_disney = pd.DataFrame(df_genre_disney.Genres.str.split(',').tolist(), index=df_genre_disney.disney).stack()\ndf_genre_disney = df_genre_disney.reset_index([0, 'disney'])\ndf_genre_disney.columns = ['disney', 'Genres']\ndf_genre_disney = df_genre_disney.groupby(['Genres'])['disney'].agg('sum')\ndf_genre_disney = df_genre_disney.to_frame()\ndf_genre_disney = df_genre_disney.reset_index()\ndf_genre_disney = df_genre_disney[df_genre_disney.Genres != 'nan']\ndf_genre_disney = df_genre_disney.sort_values(by=['disney'])\ndf_genre_disney = df_genre_disney.rename(columns={'disney': 'count', 'Genres':'genres'})\ndf_genre_disney = df_genre_disney.sort_values(by=['count'], ascending = False)\ndf_genre_disney = df_genre_disney.iloc[0:10]",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ng = df_genre_netflix['genres']\nnc = df_genre_netflix['count']\npg = df_genre_prime['genres']\npc = df_genre_prime['count']\ndg = df_genre_disney['genres']\ndc = df_genre_disney['count']\nhg = df_genre_hulu['genres']\nhc = df_genre_hulu['count']",
"execution_count": 7,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Prep for year visualization"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_year = df[['Netflix', 'Hulu', 'Prime Video', 'Disney+', 'Year']]",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_year_hulu = df_year[['Hulu', 'Year']]\ndf_year_hulu = df_year_hulu[df_year_hulu.Hulu != 0]\ndf_year_hulu = df_year_hulu[['Year']]\ndf_year_hulu['freq'] = 1\ndf_year_hulu = df_year_hulu.groupby(['Year'])['freq'].agg('sum')\ndf_year_hulu = df_year_hulu.to_frame()\ndf_year_hulu = df_year_hulu.reset_index()\ndf_year_hulu = df_year_hulu.rename(columns={'Year': 'year'})",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_year_prime = df_year[['Prime Video', 'Year']]\ndf_year_prime = df_year_prime.rename(columns={'Prime Video': 'Prime'})\ndf_year_prime = df_year_prime[df_year_prime.Prime != 0]\ndf_year_prime = df_year_prime[['Year']]\ndf_year_prime['freq'] = 1\ndf_year_prime = df_year_prime.groupby(['Year'])['freq'].agg('sum')\ndf_year_prime = df_year_prime.to_frame()\ndf_year_prime = df_year_prime.reset_index()\ndf_year_prime = df_year_prime.rename(columns={'Year': 'year'})",
"execution_count": 10,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_year_netflix = df_year[['Netflix', 'Year']]\ndf_year_netflix = df_year_netflix[df_year_netflix.Netflix != 0]\ndf_year_netflix = df_year_netflix[['Year']]\ndf_year_netflix['freq'] = 1\ndf_year_netflix = df_year_netflix.groupby(['Year'])['freq'].agg('sum')\ndf_year_netflix = df_year_netflix.to_frame()\ndf_year_netflix = df_year_netflix.reset_index()\ndf_year_netflix = df_year_netflix.rename(columns={'Year': 'year'})",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_year_disney = df_year[['Disney+', 'Year']]\ndf_year_disney = df_year_disney.rename(columns={'Disney+': 'Disney'})\ndf_year_disney = df_year_disney[df_year_disney.Disney != 0]\ndf_year_disney = df_year_disney[['Year']]\ndf_year_disney['freq'] = 1\ndf_year_disney = df_year_disney.groupby(['Year'])['freq'].agg('sum')\ndf_year_disney = df_year_disney.to_frame()\ndf_year_disney = df_year_disney.reset_index()\ndf_year_disney = df_year_disney.rename(columns={'Year': 'year'})",
"execution_count": 12,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "hy = df_year_hulu['year']\nhf = df_year_hulu['freq']\npy = df_year_prime['year']\npf = df_year_prime['freq']\nny = df_year_netflix['year']\nnf = df_year_netflix['freq']\ndiy = df_year_disney['year']\ndif = df_year_disney['freq']",
"execution_count": 13,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Prep for IMDB rating visualization"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_imdb = df[['Netflix', 'Hulu', 'Prime Video', 'Disney+', 'IMDb']]",
"execution_count": 14,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_imdb_hulu = df_imdb[['Hulu', 'IMDb']]\ndf_imdb_hulu = df_imdb_hulu[df_imdb_hulu.Hulu != 0]\ndf_imdb_hulu = df_imdb_hulu.dropna()\ndf_imdb_hulu = df_imdb_hulu[['IMDb']]\ndf_imdb_hulu = df_imdb_hulu[df_imdb_hulu.IMDb != 0]",
"execution_count": 15,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_imdb_netflix = df_imdb[['Netflix', 'IMDb']]\ndf_imdb_netflix = df_imdb_netflix[df_imdb_netflix.Netflix != 0]\ndf_imdb_netflix = df_imdb_netflix.dropna()\ndf_imdb_netflix = df_imdb_netflix[['IMDb']]\ndf_imdb_netflix = df_imdb_netflix[df_imdb_netflix.IMDb != 0]",
"execution_count": 16,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_imdb_prime = df_imdb[['Prime Video', 'IMDb']]\ndf_imdb_prime = df_imdb_prime.rename(columns={'Prime Video': 'Prime'})\ndf_imdb_prime = df_imdb_prime[df_imdb_prime.Prime != 0]\ndf_imdb_prime = df_imdb_prime.dropna()\ndf_imdb_prime = df_imdb_prime[['IMDb']]\ndf_imdb_prime = df_imdb_prime[df_imdb_prime.IMDb != 0]",
"execution_count": 17,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_imdb_disney = df_imdb[['Disney+', 'IMDb']]\ndf_imdb_disney = df_imdb_disney.rename(columns={'Disney+': 'Disney'})\ndf_imdb_disney = df_imdb_disney[df_imdb_disney.Disney != 0]\ndf_imdb_disney = df_imdb_disney.dropna()\ndf_imdb_disney = df_imdb_disney[['IMDb']]\ndf_imdb_disney = df_imdb_disney[df_imdb_disney.IMDb != 0]",
"execution_count": 18,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "him = df_imdb_hulu['IMDb']\ndim = df_imdb_disney['IMDb']\npim = df_imdb_prime['IMDb']\nnim = df_imdb_netflix['IMDb']",
"execution_count": 19,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## III: Data Visualization"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Which genres do streaming services offer?"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "figure(num=None, figsize=(12, 20), dpi=80, facecolor='w', edgecolor='k')\nplt.subplot(4,1,1)\nplt.barh(ng, nc, color = 'red')\nplt.ylabel('Netflix', size = 15)\nplt.gca().invert_yaxis()\nplt.subplot(4,1,2)\nplt.barh(pg, pc, color = 'lightblue')\nplt.ylabel('Prime', size = 15)\nplt.gca().invert_yaxis()\nplt.subplot(4,1,3)\nplt.barh(dg, dc, color = 'darkblue')\nplt.ylabel('Disney+', size = 15)\nplt.gca().invert_yaxis()\nplt.subplot(4,1,4)\nplt.barh(hg, hc, color = 'lightgreen')\nplt.ylabel('Hulu', size = 15)\nplt.gca().invert_yaxis()\nplt.show()\n",
"execution_count": 20,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 960x1600 with 4 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Do streaming services offer old or new movies?"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "colors = ['lightgreen']\nfigure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\nplt.plot(hy, hf, color = 'black', linewidth = 2, linestyle = '--')\nplt.bar(hy,hf, color = colors)\nplt.style.use('ggplot')\nplt.title(\"Number of movies available for streaming per year on Hulu\", size = 20)\nplt.xlabel('Year', size = 20)\nplt.ylabel('Number of movies', size = 20)\n\nplt.xticks(size = 18)\nplt.yticks(size = 15)",
"execution_count": 21,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 21,
"data": {
"text/plain": "(array([ 0., 20., 40., 60., 80., 100., 120., 140., 160., 180.]),\n <a list of 10 Text yticklabel objects>)"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1200x800 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "colors = ['lightblue']\nfigure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\nplt.plot(py, pf, color = 'black', linewidth = 2, linestyle = '--')\nplt.bar(py,pf, color = colors)\nplt.style.use('ggplot')\nplt.title(\"Number of movies available for streaming per year on Prime\", size = 20)\nplt.xlabel('Year', size = 20)\nplt.ylabel('Number of movies', size = 20)\n\nplt.xticks(size = 18)\nplt.yticks(size = 15)",
"execution_count": 22,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 22,
"data": {
"text/plain": "(array([ 0., 100., 200., 300., 400., 500., 600., 700., 800., 900.]),\n <a list of 10 Text yticklabel objects>)"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1200x800 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "colors = ['red']\nfigure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\nplt.plot(ny, nf, color = 'black', linewidth = 2, linestyle = '--')\nplt.bar(ny, nf, color = colors)\nplt.style.use('ggplot')\nplt.title(\"Number of movies available for streaming per year on Netflix\", size = 20)\nplt.xlabel('Year', size = 20)\nplt.ylabel('Number of movies', size = 20)\n\nplt.xticks(size = 18)\nplt.yticks(size = 15)",
"execution_count": 23,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 23,
"data": {
"text/plain": "(array([ 0., 100., 200., 300., 400., 500., 600.]),\n <a list of 7 Text yticklabel objects>)"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1200x800 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "colors = ['darkblue']\nfigure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\nplt.plot(diy, dif, color = 'black', linewidth = 2, linestyle = '--')\nplt.bar(diy,dif, color = colors)\nplt.style.use('ggplot')\n\nplt.title(\"Number of movies available for streaming per year on Disney+\", size = 20)\nplt.xlabel('Year', size = 20)\nplt.ylabel('Number of movies', size = 20)\n\nplt.xticks(size = 18)\nplt.yticks(size = 15)",
"execution_count": 24,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 24,
"data": {
"text/plain": "(array([ 0., 5., 10., 15., 20., 25., 30.]),\n <a list of 7 Text yticklabel objects>)"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1200x800 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "figure(num=None, figsize=(10, 5), dpi=80, facecolor='w', edgecolor='k')\nplt.style.use('seaborn-whitegrid')\nplt.plot(ny, nf, color = 'red', linewidth = 2, linestyle = '-', label = 'Netflix')\nplt.plot(py, pf, color = 'lightblue', linewidth = 2, linestyle = '-', label = 'Prime')\nplt.plot(hy, hf, color = 'lightgreen', linewidth = 2, linestyle = '-', label = 'Hulu')\nplt.plot(diy, dif, color = 'darkblue', linewidth = 1, linestyle = '-', label = 'Disney+')\nplt.legend(loc=\"upper left\", prop={'size': 12})\nplt.title(\"Number of movies available for streaming per year\", size = 20)\nplt.xlabel('Year', size = 20)\nplt.ylabel('Number of movies', size = 20)\nplt.xticks(size = 18)\nplt.yticks(size = 15)",
"execution_count": 30,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 30,
"data": {
"text/plain": "(array([-100., 0., 100., 200., 300., 400., 500., 600., 700.,\n 800., 900.]),\n <a list of 11 Text yticklabel objects>)"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 800x400 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### How are movies rated on the platforms?"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "colors = ['lightgreen']\nn_bins = 10\nfigure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\nplt.hist(him, bins=n_bins, edgecolor='black', color = colors)\n\nplt.title(\"Number of movies on Hulu according to their IMDb rating\", size = 20)\nplt.xlabel('IMDb rating', size = 20)\nplt.ylabel('Number of movies', size = 20)\n\nplt.xticks(size = 18)\nplt.yticks(size = 15)",
"execution_count": 26,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 26,
"data": {
"text/plain": "(array([ 0., 50., 100., 150., 200., 250.]),\n <a list of 6 Text yticklabel objects>)"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1200x800 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "colors = ['red']\nn_bins = 10\nfigure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\nplt.hist(nim, bins=n_bins, edgecolor='black', color = colors)\n\nplt.title(\"Number of movies on Netflix according to their IMDb rating\", size = 20)\nplt.xlabel('IMDb rating', size = 20)\nplt.ylabel('Number of movies', size = 20)\n\nplt.xticks(size = 18)\nplt.yticks(size = 15)",
"execution_count": 27,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 27,
"data": {
"text/plain": "(array([ 0., 200., 400., 600., 800., 1000., 1200.]),\n <a list of 7 Text yticklabel objects>)"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1200x800 with 1 Axes>",
"image/png": 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oU6eOw/t8v6xup2EYtn2ldevWxqVLl2zTU1JSjKCgIMNisRjr169Pd71WFovF6Natm2EYhnHixAnDx8fHaNWqlZGQkGBXzno8LVu2zDbt2rVrRu3atQ0fHx/jyJEjduWPHj1q+Pj4GP7+/kZcXJxtunX/uHc5hvG/4/3e4+Le9d57HKd1bPfu3dvuGIqNjTUaNmxo1KlTxzh//nym3o9WrVoZFovF2LZtm930n376ybBYLEajRo3szj8LFy40LBaLMXz4cLvyFy5cMPz9/Y1q1aoZly9fNgzDMI4fP25UrVrVaNOmjd3+n5ycbLzyyiuGxWIxfvrpJ8MwHm6/CA4ONm7fvm33mvfee8+wWCzGiBEj7KZfvXrV9rp733tn7WGdVq1aNaNfv35258jz588b1apVM7y9vY1r167Zpnfs2NGwWCzGwoUL7da7aNEio2rVqumeo+/n7Jx9584dIyAgwLBYLMbWrVvt5l25csVo3LixYbFYjJ9//jnD5ae1X1mn+/j4GLNmzbKbZz2fBwcH201/9dVXnW739evXbfvY/v37bdOdHRfWabVq1TJOnz6dYf3vf93967ZOP3v2rDFy5EjDYrEYhw8fdnj9xIkTDYvFYvz++++219x7njSM/7XFvfuxMxcuXDAsFotRs2ZN2zl1z549ttdPmzbNrvzZs2eNmjVrGlWrVrX7vEtLep+D0dHRhre3t1GrVi2HedZtHDJkiN30tM5P6bWPr6+vcfDgQbvy48ePNywWizFp0iTbtA0bNhgWi8Vo0aKF3TkxNjbWaNu2re14OHv2bIbbDZgZt9wDT7CmTZsqODhYhw4d0tdff51j60lJSVH//v3t+upbBw966qmnHAaK8vf3l3T3dtb71a1b1+FKZ2BgoEqVKqXo6Gj99ttvkqQdO3YoOjpaAQEBDo+J+stf/qJu3bopKSnJ6S2SzZs3V/HixTO1bStWrJBhGOrcubPD1Sd/f381aNBA169fT/NW4axo27at3e2axYsX17PPPqvk5GT17NnTrt+l9f299z0MDw/X7du3FRgYqKpVq9otu0KFCmrXrp2SkpK0Zs0aSdLzzz+vp556SuvXr3e4XTM8PFyS0r06bxiGlixZIunu7ZVubv+7KczV1VX/93//J+nu7bhW1v629/fXfOqppzRv3jwdOHAgwzsasrqd9+rZs6fd1ag8efLYroKdOXMm3fU64+3trV69eikyMlIff/xxhuVXr16tmzdv6sUXX5Svr6/dPB8fHwUFBenGjRvauHFjluvyICZPnqyiRYvqnXfe0a1btxQWFmbrv1umTJkMX5+amqopU6ZoxowZatSokd285557Tnny5NHly5ftrlpab8G9/0p56dKlNWrUKPXv3992G/qKFSuUmpqqV1991W7/d3V11fDhw9WvXz/bFdiH2S/at29vu4vEytoG915FlqRixYqpe/fuGb4390pOTtabb75pd44sU6aMKlWqJMMwFBkZKenu7dS//vqrChUqpFdeecVuGV26dHng27nvtW3bNl26dEn+/v4Og5YVL17cdjdFereXZ9bTTz/t0M7W/cS6zZL0+++/6+eff1aFChUcroB7eHjY7kC591ySntq1a6tixYoPU3UHf/vb3yTJds6zSkxM1MqVK+Xn55ctd8KVLl1ahQsXVkJCgq5cuWI3r0CBAurTp4/dtLJly6ply5ZKTU3N0ueQs8/BwoUL66uvvtKnn37qMM/axee///1vVjbHqdatW6t27dp206z7xR9//GGbtmnTJknSK6+8YnenRZEiRTR06FCn3TaAPyMCPfCEGzt2rIoVK6YPP/xQFy5cyLH13Nu3XpLty3fZsmUdBpiyfjAnJiY6LOf+D3kr6xd0a1+5X375RZLk6empqKgoh3+enp6S5PTWWOvtfJlx9OjRdOtVo0YNSXL6SLGsuv89lP73Xt0/Qrl1+p07dx64rsWKFVPjxo0VGxtr1y8+OTlZP/30k/Lly6fnn38+zfqePXtWV65cUZEiRZSUlOTQBi4uLipSpIgiIyN1/fp1SXdDniQNHDhQs2fP1u+//25b3r0/CKTnYdrEx8fHYZp1QLvbt29nav33GzhwoCpWrKivvvrK9oSDtFj329KlSzvdb623e2f2lu6HVapUKY0fP17nz5/XkCFDtGTJErVp08auG0d68uTJo9q1a6t169ZydXXVtWvXdO7cOUVFRSkmJsZhP01MTNSJEyeUJ08eWSwWh+V16tRJgwYNUoUKFSTdHWtAkkNAl6R69epp2LBhth8AH2a/uP+ccOfOHUVGRqZZz5o1azpdR1oKFiyoSpUqOUy/f987efKkJMlisTgMZuri4pIt/cEf9TnN1dXVbpp1ULl7x9ewjh1Rrlw5RUdHOxwX1h+XMntcZOUcn1n+/v6qUKGCVq9ebRuQUro7vkpsbKw6deqUbeuydv25/5xUtWpVpwM23v/5mBnO3qPChQurfv36atiwoVJSUnTlyhVbe1h/9HX2uZ1V6Z2H790vrJ8Pzso3adLEYd8C/qzoQw884YoXL64xY8Zo5MiRmjBhgmbOnJkj67m/766Li4vT6ffOM5w82qdEiRJOl2/9sLde4b169aqku/0Av/vuuzTrZS2XmXU4Y71CklZfe+tVjGvXrmV6mWlxNlK69b26f551+r2s25qVur7wwgvavHmz1q5dq4CAAEl3+/LHxsYqKCjIYYyDe1nfm+vXr9uu3qRXtkiRIurSpYsuX76suXPnKiwsTGFhYXr66acVEBCgjh07Zqof+oNsp1WxYsUcpqW3P2ZG3rx5NXHiRIWEhOjtt9/WkiVL0vxxwlr36dOnp/t8cGf7bU5p166d1qxZo/Xr18vDw0P//Oc/s/T6yMhITZs2Tdu2bXM6wNu9YmNjlZKSosKFC2fq6RvWfSwzYwM8zH5x/zkhNjZWhmHI3d3daf/czN7hY+Vsv5Mc973Y2Nh0y2d090pmWN+ntM6D2XlOS+/876xO27ZtS/dcktnjIqvtk1mdOnVSWFiY1qxZo5dfflmStHTpUhUsWNA27sXDMgzD9t7fvy+ntW9b3+esPHEgrfbfvXu3PvvsM/3yyy/ZEt6dSe88fK/0jodChQqpSJEij/RcCeQWAj0AdejQQT/++KM2b96s1atXq127drldpTSl9fgt6xfe++d37NhRrVu3TnN5zgJpVn7VzyjsWW/5c/ZlJLdkpa4tWrRQoUKFtH79ek2YMEGurq62W5LTu93+3uWUKVMmwwG0SpUqZXvNG2+8odDQUG3dulU7d+7U7t27tWLFCq1YsUJ///vfNXHixGzfzpxWt25d/f3vf9e3336ruXPnOtwWe7+ePXuqTp06ac63vl+PQkJCgu3KcFxcnH777TeHwbjScvnyZb3yyiu6evWqateureeff15PP/20LQSPHDlSt27dcnhdVn88yUr5B9kv0jonpLUPZeVpDFmR1nkuo/pkp9w4fqzratKkiV599dU0y2X2EayZvdsnqzp27Khp06ZpyZIlevnll3Xu3Dnt3r1bHTp0yJbB96S7jwJMTk5WiRIlHB5vl9HnY1bazNk+v2vXLrsBGRs0aKAiRYrI1dVV586ds41o/6g8DscD8Dgg0AOQJP3zn/9UcHCw7bnZzqT34Wj9pTynpXVVyLp+65Xqp59+2vZ3q1atcqw+JUuWVEREhC5duuR0vvUKYlau+ucU69WbrNQ1f/78at26tVasWKG9e/fK399fGzZsUMmSJR1Gvk9rffHx8VluAw8PDwUHBys4OFjS3atCo0eP1nfffad27dqlGygfZDsfhTfffFObN2/WjBkz1LZtW6dlrPttmTJlcnS/zYqwsDCdOXNGAwcO1Pz58zV27Fj9+OOPmQooy5cv19WrV9WwYUPNnTvX7ou3YRgOwbdo0aJydXXVrVu3dPv27QyfKlCiRAmdOXMmUyOHZ+d+Yf0h8NatW0pOTnYIiPf3bc4u1vVau6jcLzu6TT2Ox4+1Tvny5Xtsjgtnnn76aTVr1kwbN25URESEwsPDlZqaartanx1WrVolSU67O2X0+ZjZp1yk5csvv1RKSooGDx6sQYMG2c37z3/+81DLfhDWc5Cz7x8JCQmP7HsJkNvoQw9A0t2+7G+88YauXLmS5nOzrYNCObuiZr2Cl9OcfWkwDMP23HprX3JrH9a0ntUbGxubLR/21atXlyS7583fy9r301ouN1n7vma1rtZQvXHjRu3cuVNxcXFq165dhle5ypYtq5IlS+rGjRtp9h2/d4Aj6W5QiY6OdijXsGFD2yMGrX180/Kg25nTChcurPHjx+vOnTtp3rFg3W93797tdP6lS5ecHn85Zc+ePVq8eLHq1aunwYMHa8SIEYqOjs70lTjrc80bN27scBVt7969Dn2A8+bNq6pVq8owDNt4Avf6+uuvNWDAANtxbW1rZ2UPHDigAQMGaOHChXZls2O/KFiwoJ555hmlpKQ4PfcdPHgww2U8iPLly0u6e751NuBXdgy++TgeP9bj4tChQ3bjgljFx8fr4sWLj6w+6bEOjrdx40atXbtWFSpUsA1S+rB+//13zZ8/X0899ZTTOxV+/fVXJSUlOZ0uOY61klXWc/P9gyVK2bPvZZV1LA3rYLj32rFjR47dKQM8bgj0AGxCQkJUvXp1ff/9904DhfXL5LFjx+w+KFNTU3Os7/39du3a5fDl/ccff9Tly5f17LPP2kYubtSokTw9PfXf//7XYeTjpKQkjR49Wg0bNrQb7O1BvPTSS8qTJ4++/fZbh6tj27Zt08GDB1W6dOkMr2Y/CoGBgSpYsKDWrl1r+wHE6sSJE1qzZo0KFiyooKAgu3kNGzZUyZIltW3bNtvI3hndbm9lHQjqww8/dBgpf9WqVWrTpo3Gjh0r6e7t3M2aNVNoaKjTK5DWOmc0uvqDbuej0Lp1a7Vu3Vp79+7VsmXLHOYHBgaqUKFC2rJli8O+efPmTfXr108NGjSw+yHEevt6dl+NunnzpsaOHat8+fJp8uTJcnFxUZcuXVSrVi0tX77cNsJ0eqxtdf9gXFFRUXrnnXec9u196aWXJEmff/653Xnm6tWr+vzzz7Vlyxbbcd6xY0fb8XfvFWXDMDRz5kxt3LjR1l86u/cL6wB0CxYssJt++fJlLV68OFPLyKpKlSrJ09NTsbGxtiu1VosXL1ZERESWlmfdd+69shsQEKAyZcro559/dghpFy5c0L///W/lyZNHL774YobLt/4I/LD7ZuXKlVW7dm1duXJFs2fPdpg/ZcoUNWnSRCtWrHio9WSHpk2bqlSpUlq6dKl+++032/78sPbs2aMePXooMTFRw4YNczoY482bNzV//ny7aX/88Yc2bdokNzc326CjDyqt43nXrl364YcfJN09lu/t1pJT5ydJts/VJUuW2PXnj42N1dSpUzPdBQMwO265B2Dj6uqqSZMm6eWXX3Z6halatWqyWCz67bffNGTIELVr1063bt3Sjz/+qCJFisjT01PR0dEyDCPb+65ZvyC0b99eoaGhCgwMVPny5XXmzBmtXLlSefLk0ciRI23l3dzc9P777+v111/XmDFjtGnTJvn4+Oj69evatGmTzpw5o7Zt26p+/foPVa8qVapoyJAhmjZtmjp27Kjg4GCVLFlSJ0+e1Jo1a5Q/f35NmTLlsfhiUbx4cf3jH//QmDFj1LlzZwUHB9ueArBq1SqlpqZqwoQJDgNGubq6KigoSAsWLNCVK1dUpUoVp6MKO9O/f3/t3r1bO3fuVIcOHdSqVSu5ubnp6NGj2rp1q55++mlbf/LChQurb9++mjZtmtq1a6dWrVqpTJkySkhI0M8//6x9+/bJx8dHbdq0yZHtfFTGjx+vPXv26MCBAw7zihYtqkmTJunNN99Ur1691K5dO1WsWFGXL1/WunXrdPHiRfXs2dP245r0v6tuc+bMsY2Ef/+j1B7Eu+++q+joaI0cOdI2ur6Li4smT56sDh06aNy4cfLz80v3fQwODtbMmTP1/fffKzExUc8++6z++OMPrVu3TiNGjNCOHTu0efNm/etf/1JgYKC6du2qzp07a8OGDdq9e7defvlltWrVSvHx8Vq1apUuXryoMWPGqHTp0pLujndCbQgAACAASURBVN49YMAAzZgxQy+++KJeeOEF5c+fX1u3btXRo0fVqlUrW0DP7v2iT58+WrNmjZYvX66LFy+qbt26unbtmlavXq3nn39eCxcufOCBFNMzZMgQjRo1SmPHjtXu3btVrlw5HT16VAcOHFDv3r316aefZnpZVapU0bFjxzRw4EBVrVpVHTt2VI0aNfTuu++qX79+GjhwoNq1a6dKlSrp0qVLWrlypWJjYzVixAingfJ+1sfobd++XWPGjFH+/Pn1j3/844G2e9KkSQoJCdH06dP1888/y9/fX7dv39b27dv166+/qnbt2rnyI939XF1d9dJLL2nmzJlydXXN9BMhrBYuXGj7vEhJSdHFixf1888/69ixY8qbN6/GjRunbt262b3Gup81bdpU8+bN08GDB1WzZk3duHFD33//ve7cuaO+ffvajpsH1alTJ+3evVvvvPOOjh07pqJFi+ro0aPat2+f5s2bp9DQUMXFxWns2LFq06aNmjdvnmPnJ+nu94HZs2fbfjhp06aN7ty5o5UrV+r555/Xhg0bnN7xBfzZEOgB2Klatap69eqlL774wmGei4uLvvjiC7333nvau3evtm7dqjJlyqh9+/YaMGCArU9fYmKiwzObH5b11/dGjRqpQ4cO+uyzz7R27VqlpqbK19dXAwYMcLgN0N/fX8uWLdPs2bO1a9cubd68WYUKFVLFihXVs2dP262RD6t///6qUqWKFi1apBUrVighIUHFixdXUFCQ+vbtmy3Phs4uHTt2VNmyZTVnzhytW7dON2/eVJEiRRQQEKBevXqpVq1aTl8XHBysBQsW6NatW5m+Oi/d7YO/YMECLViwQOHh4frqq68k3X0sW48ePdSzZ0+7L5n9+/dXxYoVtXTpUm3atElXr16Vm5ubypcvryFDhui1115zOqp4dm3no1CqVCm9+eabGj9+vNP5QUFBKlu2rL788kvt3LlTq1evloeHh7y9vTV27FiH0bI7deqk/fv3a/v27frhhx+yZb/eunWrli5dKl9fX4cv35UrV1a/fv00ffp0TZgwQZ988kmay/Hy8tLcuXP10UcfaevWrdqyZYu8vb31wQcfqFWrVqpevboiIiL0yy+/KF++fOratatcXV01a9YszZ8/XytXrtSsWbNUsGBBValSRRMnTnR4NNvgwYP17LPPatGiRfr3v/8twzBUoUIFvf3223r11VftflzMzv3C09NTixcv1ocffqgDBw5o3759KleunPr06aO///3vWrhwYY6MAt6xY0e5uLho7ty5WrVqlQoVKqQGDRrou+++s/0Qm9kfVMeNG6e33npLhw8fVlRUlC0QN2rUSN99951mzZqlnTt3atWqVXJ3d5evr6+6d++e6cfjeXt7a9CgQVq0aJFWr16tv/71rw+20bq7333//feaNWuWtm7dqn379qlAgQLy8vLSm2++qe7du2fq3PAovPzyy/riiy/UuHHjLIfojz76yO7v4sWL65lnntGAAQP08ssvq2zZsg6vse5nJUuW1L///W+FhYXpq6++0s2bN+Xl5aV+/fqpR48eD75B/1/79u2VkJCgBQsWaMmSJSpQoID8/f319ddfq2rVqho9erQ++ugjrVmzRmXLllXz5s1z5PxklTdvXn311VcKCwvTtm3bNHv2bJUvX159+/ZV165dtWHDBkkMjoc/PxcjJ34+BgAAwCM1Z84cffDBB+ratWuaPxgBT4patWopPj5eu3fvzrU7soBHgT70AAAAJvHHH3/op59+cvp8bWvfZi8vr0ddLeCRi4+P14EDB5yO+RMdHa34+HgVLlzY6XPqgT8TAj0AAIBJzJgxQ4MHD3YYHC4iIkKrV6+Wi4uLmjdvnku1Ax6dS5cuqVu3bhoyZIjdoLSGYdjGkmjevDm33ONPj1vuAQAATCIiIkJdunTR1atX1aRJE/n5+enixYsKDw9XXFyc+vXrp2HDhuV2NYFHYvLkyVqwYIFKlCih4OBgFSxYUHv37tXBgwdVsmRJLV26VM8880xuVxPIUQR6AAAAE4mMjNSsWbO0e/duXbx4UXnz5lXVqlXVuXNntW/fPrerBzwyhmFo+fLlWrJkiSIiInTr1i2VKlVKTZs2Vf/+/R96ZH/ADAj0AAAAAACYEI+ty4TU1FQlJycrT5489MMBAAAAAOQ4wzCUmpoqNzc35cnjfPg7An0mJCcn68iRI7ldDQAAAADAE6Z69erKmzev03kE+kyw/hpSvXp1ubq65nJtkJGjR4/K19c3t6uBTKCtzIO2Mg/ayjxoK/OgrcyDtjIP2ipjKSkpOnLkSJpX5yUCfaZYb7N3dXUl0JuAi4sL7WQStJV50FbmQVuZB21lHrSVedBW5kFbZV563b55Dj0AAAAAACZEoAcAAAAAwIQI9AAAAAAAmBCBHgAAAAAAEyLQAwAAAABgQgR6AAAAAABM6LEM9PPnz5evr6+GDRvmMO/QoUPq2rWr/Pz8VLduXQ0dOlQxMTF2ZWJiYjRs2DDVq1dPfn5+6tKliw4dOmRXJjExUWFhYWrWrJl8fX0VFBSkZcuW5eh2AQAAAACQXR6rQB8bG6t+/frpyy+/VL58+Rzmnz59WqGhoSpbtqyWL1+uuXPnKioqSr169VJSUpKku0E9NDRUkZGRmjNnjlasWKHy5curZ8+eOnPmjG1ZEyZM0NKlSzV+/HitXbtWr776qt566y2tXLnyUW0uAAAAAAAP7LEK9KtWrVJ8fLxWrFihIkWKOMyfPXu2ihUrpsmTJ6tSpUqqXr26pkyZopMnT2rt2rWSpPDwcJ06dUphYWGqUaOGKlSooIkTJ8rDw0NffvmlJCkqKkrff/+9hg8frpYtW6ps2bLq3r27AgMDNWPGjEe6zQAAAAAAPIjHKtA3a9ZM8+bNU4kSJZzO37lzpwICAuTm5mabVrlyZXl5eWn79u2SpB07dqh8+fKqWLGirYybm5sCAgJsZXbv3q3U1FQ1a9bMYf1nzpzR2bNns3vTAAAAAADIVo9VoPfy8pKrq6vTefHx8YqJiZGXl5fDvHLlyikiIkKSFBERkWaZ8+fPKyEhQadPn1bevHlVunRphzLS3Vv7AQAAAAB4nD1WgT49cXFxkiR3d3eHee7u7rpx44atXKFChZyWkaQbN25kqgwAAAAAAI8zt4yLmIuLi0uG8zNTxpmjR49m+FrkvqSkJB0+fDi3q4FMoK3Mg7YyD9rKPGgr86CtzIO2Mg/aKmOGYWRYxjSB3sPDQ9L/rtTfKy4uTkWLFrWVu3nzptMyLi4u8vDwkIeHh27duiXDMOwCunXZzgbkkyRfX980uwTg8XH48GHVqFEjt6uBTKCtzIO2Mg/ayjxoK/OgrcyDtjIP2ipjKSkp+uWXX9ItY5pb7gsUKCBPT0/98ccfDvPOnDmjSpUqSbo7SF5aZTw9PZU/f35VrlxZiYmJOn/+vEMZ6zIAAAAAAHicmSbQS3dHod+xY4ftmfOSdOLECZ07d04tWrSwlYmKitLJkydtZRITE7Vjxw41b95cktS4cWO5ublp8+bNdsvftGmTvL299Ze//OURbA0AAAAAAA/usQr0sbGxunTpki5duqSUlBTduXPH9vft27fVu3dvJSQkaOzYsYqIiNDhw4c1atQo1ahRQy1btpQktWnTRj4+Pho1apQOHz6s06dPa8yYMUpKSlKvXr0kSaVKlVKXLl30ySefaOPGjYqKitLs2bO1adMmDRs2LDffAgAAAAAAMuWx6kM/ePBg7du3z/b3hQsXtHHjRknSu+++q5deeknz58/XlClT1LFjR+XLl08tWrTQyJEjlSfP3d8mXF1dNXv2bL377rvq1auXEhMT5efnpwULFuiZZ56xLXvUqFFyd3fXP//5T129elUVK1bU1KlTbVfxAQAAAAB4nD1WgX7hwoUZlvH19c2wXIkSJRQWFpZuGTc3N73xxht64403slRHAAAAAAAeB4/VLfcAAAAAACBzCPQAAAAAAJgQgR4AAAAAABMi0AMAAAAAYEIEegAAAAAATIhADwAAAACACT1Wj60DAABAxt7q1k0Jp07ldjX+NApUrqzJixbldjUAIMsI9AAAACaTcOqUpu7Zk9vV+NMYntsVAIAHxC33AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYkOkCfXJysubMmaPAwEDVrFlTzz33nN566y1dvHjRVubQoUPq2rWr/Pz8VLduXQ0dOlQxMTF2y4mJidGwYcNUr149+fn5qUuXLjp06NCj3hwAAAAAAB6I6QL91KlT9cknn6hv375atWqV3n//ff3yyy/q06ePkpOTdfr0aYWGhqps2bJavny55s6dq6ioKPXq1UtJSUmSpMTERIWGhioyMlJz5szRihUrVL58efXs2VNnzpzJ3Q0EAAAAACATTBfof/jhB7Vr104dO3aUl5eX6tWrp4EDB+r48eM6efKkZs+erWLFimny5MmqVKmSqlevrilTpujkyZNau3atJCk8PFynTp1SWFiYatSooQoVKmjixIny8PDQl19+mctbCAAAAABAxkwX6A3DkKurq900Nzc3SVJqaqp27typgIAA2zRJqly5sry8vLR9+3ZJ0o4dO1S+fHlVrFjRbhkBAQG2MgAAAAAAPM5MF+i7dOmiNWvWaP/+/TIMQzExMZo/f75q1qypihUrKiYmRl5eXg6vK1eunCIiIiRJERERaZY5f/68EhIScnw7AAAAAAB4GG4ZF3m8DBo0SAkJCerWrZvc3NyUnJysWrVqaebMmYqLi5Mkubu7O7zO3d1d0dHRkqS4uDh5eno6LSNJN27cUIECBXJwKwAAAAAAeDimC/Rz587VN998owkTJqhWrVo6f/68pk6dqsGDB+uDDz7I1DJcXFweaP7Ro0czfC1yX1JSkg4fPpzb1UAm0FbmQVuZB21lHg/TVvHx8dlcmydbfHx8um3BcWUetJV50FYZMwwjwzKmCvTXrl3T1KlTNXDgQHXu3FmSVLVqVZUpU0YdO3bUwYMHJcl2pf5ecXFxKlq0qCTJw8NDN2/edFrGxcVFHh4eTtfv6+vr0H8fj5/Dhw+rRo0auV0NZAJtZR60lXnQVubxMG1VsGDBbK7Nk61gwYLptgXHlXnQVuZBW2UsJSVFv/zyS7plTNWH/o8//lBSUpKeffZZu+nWwe0iIyPl6empP/74w+G1Z86cUaVKlSTdHSQvrTKenp7Knz9/DtQeAAAAAIDsY6pAX6JECUnSqVOn7KZbB7vz9PRUs2bNtGPHDtsz5yXpxIkTOnfunFq0aCFJatasmaKionTy5ElbmcTERO3YsUPNmzfP6c0AAAAAAOChmSrQe3l56bnnntOXX36pH3/8UWfPntWBAwc0fvx4eXp6qlWrVurdu7cSEhI0duxYRURE6PDhwxo1apRq1Kihli1bSpLatGkjHx8fjRo1SocPH9bp06c1ZswYJSUlqVevXrm8lQAAAAAAZMxUfegladq0aZozZ44+++wznT9/XsWKFVOdOnU0depUubu7y93dXfPnz9eUKVPUsWNH5cuXTy1atNDIkSOVJ8/d3y9cXV01e/Zsvfvuu+rVq5cSExPl5+enBQsW6JlnnsnlLQQAAAAAIGOmC/QFChTQ4MGDNXjw4DTL+Pr6auHChekup0SJEgoLC8vu6gEAAAAA8EiY6pZ7AAAAAABwF4EeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJuSW2xUAAAB/bm9166aEU6dyuxqPnfj4eBUsWPCBXht58mQ21wYAYEYEegAAkKMSTp3S1D17crsafyovFSqU21UAADwGCPQAAAB4oh07eVLDGzZMc/7D3E3xpCpQubImL1qU29UA/vQI9AAAAHiiFbp9m7tIstnw3K4A8IRgUDwAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYEIEeAAAAAAATItADAAAAAGBCBHoAAAAAAEyIQA8AAAAAgAkR6AEAAAAAMCECPQAAAAAAJkSgBwAAAADAhAj0AAAAAACYkNuDvCgmJkalS5e2m7Zv3z4dPXpUZcqUUevWrfXUU09lSwUBAAAAAICjLAX61NRUvfnmm9q+fbv27dtnmz5+/HgtWbLE9rePj48WLlyoAgUKZF9NAQAAAACATZZuuV+0aJFWr14tb29vpaamSpL27Nmj7777TqVLl9bo0aPVoUMHHT16VF999VWOVBgAAAAAAGTxCv3KlStVpUoVzZ8/X3ny3P0tYMWKFXJxcdGUKVNUv359SdK5c+e0bt069evXL/trDAAAAAAAsnaF/uzZs2revLlcXV1t03bs2KEyZcrYwrwk1a5dW2fOnMm2SgIAAAAAAHtZCvQ3b95UoUKFbH+fOnVKly9fVoMGDezKFShQQCkpKdlTQwAAAAAA4CBLgb5o0aKKjo62/b1582a5uLiocePGduUuXLig4sWLZ08NAQAAAACAgyz1oa9Zs6bWrFmj1q1bq0CBApo9e7by58+vZs2a2crcuHFD69evV7Vq1bK9sgAAAAAA4K4sBfrevXtr69at6tOnjyTJMAwNHDhQ7u7uku4OhhcaGqorV66oU6dO2V9bAAAAAAAgKYuBvlatWpo/f76++eYbxcXFqVmzZuratattvru7uy5evKihQ4eqTZs22V5ZAAAAAABwV5YCvST5+/vL39/f6TwPDw9t377ddsUeAAAAAADkjCwNine/uLg4nTlzRrdu3bJNI8wDAAAAAJDzshzoExMTNXPmTLVt21b16tVTYGCg9uzZY5v/9ttvKzIyMlsrCQAAAAAA7GXplvvbt2+rR48eOnz4sAzDUJEiRXTjxg3b/MjISC1dulTbt2/XkiVLVKpUqWyvMAAAAAAAyOIV+nnz5uk///mP2rZtq/Xr12vZsmUyDMM2v1y5cgoLC9PFixc1b968bK8sAAAAAAC4K0uBfs2aNapWrZo++ugjeXl5ycXFxaFM+/bt1axZM23ZsiW76ggAAAAAAO6TpUB/9uxZNWrUyGmQv5evr68uXLjwUBUDAAAAAABpy/KgeBmFeUlKTk5+oMoAAAAAAIDMyVKgL1++vLZv367U1NQ0y6SkpGjDhg2qWLHiQ1cOAAAAAAA4l6VAHxQUpBMnTujNN9/U5cuXbdOtV+2PHz+uPn366NSpUwoKCsremgIAAAAAAJssPbbutdde06ZNm7R69WqFh4fLw8NDLi4umjhxosaMGaMbN27IMAzVrFlT3bt3z6k6AwAAAADwxMvSFfq8efNqwYIF6tu3r4oXL67r16/LMAydP39e169fV4kSJdSvXz8tWLBAefPmzak6AwAAAADwxMvSFXrpbqgfNmyYhg0bprNnz+rKlStycXFRyZIl5enpmRN1BAAAAAAA98lyoL+Xl5eXvLy8sqsuAAAAAAAgk9IN9Pv371e5cuVUunRp299ZUbdu3QevGQAAAAAASFO6gb579+4aOXKkQkNDJUkhISGZeg69dHfk+19//fXhawgAAAAAABykG+j9/f1VpkwZ299ccQcAAAAA4PGQbqBfuHBhun8DAAAAAIDckaXH1n3++ec6f/58TtUFAAAAAABkUpYC/ccff6yWLVuqe/fuWrZsmW7evJlT9QIAAAAAAOnIUqDv0qWLihcvrn379untt99W48aNNWLECG3btk2pqak5VUcAAAAAAHCfLAX68ePHa9u2bZo3b546deqk/Pnza/Xq1erbt6+aNm2qKVOm6Pjx4zlVVztRUVEaMGCAatWqpXr16mnAgAGKioqyzT906JC6du0qPz8/1a1bV0OHDlVMTIzdMmJiYjRs2DDVq1dPfn5+6tKliw4dOvRI6g8AAAAAwMPIUqCXpDx58qhhw4aaOHGidu7cqVmzZqlDhw66c+eO5s2bp5deeknBwcGaO3duTtRXkhQXF6fu3burcOHCWrp0qebMmaMLFy7o9ddfV2pqqk6fPq3Q0FCVLVtWy5cv19y5cxUVFaVevXopKSlJkpSYmKjQ0FBFRkZqzpw5WrFihcqXL6+ePXvqzJkzOVZ3AAAAAACyQ7qj3GfE1dVVTZs2VdOmTZWUlKSdO3dq48aNCg8PV1hYmHr27Jld9bSzYMECFSpUSO+++67y5Ln7m8TUqVN14sQJJSYmavbs2SpWrJgmT54sN7e7mzhlyhQFBQVp7dq1Cg4OVnh4uE6dOqW1a9eqYsWKkqSJEydq165d+vLLLzVx4sQcqTsAAAAAANkhy1fonTEMQwcOHNCOHTu0b98+3bp1S4ZhZMeinVq3bp2CgoJsYV6SKlSooOeff1758+fXzp07FRAQYAvzklS5cmV5eXlp+/btkqQdO3aofPnytjAvSW5ubgoICLCVAQAAAADgcfXAV+hTU1O1d+9erVmzRhs2bNC1a9dkGIZKliyp7t27Kzg4ODvraZOUlKRTp06pTJkymjhxojZu3KjExEQ1aNBAo0aNUuHChRUTEyMvLy+H15YrV04RERGSpIiIiDTLLFu2TAkJCSpQoECObAMAAAAAAA8rS4E+NTVVe/bs0dq1a7V+/XrFxsbKMAwVKlRIHTp0UHBwsBo2bGh35Ty7Xb9+XcnJyfr444/VqVMnffbZZ4qMjNTkyZPVt29fffHFF5Ikd3d3h9e6u7srOjpa0t1++J6enk7LSNKNGzcI9AAAAACAx1aWAn2jRo10/fp1GYYhNzc3PffccwoODlbLli2VL1++nKqjneTkZElSnTp1NGjQIElStWrV9NRTT2nAgAHavXt3ppbj8v/Yu/OwqurEj+Ofy6KyiIJLKoqaCppAkrmlSVq5OxnauGfqTCao2TJqamXmkmujk6ajNS6l1jiimUvlUqZJU4ZjLigSiuCIxU8EBAHl/v4wmIj1wr1ejr5fz+Pz5Pl+77mfe+8T+LnnnO8xmSweP378eImPg/1lZ2fr2LFj9o6BUuCzMg4+K+OoiJ9Venq6vSPccbhdsHXxflpfenq6XX4WVcSfgSgcn1XJSnMZu0WFPjk5Wa1bt1bfvn3Vo0cPVa9evczhyir3CHpAQEC+7W3btpWkvFvXpaamFnhsampqXmYPDw+lpaUVOsdkMsnDw6PAmL+/vxwdHcv3AmBzx44dU2BgoL1joBT4rIyDz8o4KuJn5erqau8Idxxbng15N+L9tD5XV1e7/CyqiD8DUTg+q5LdvHlTR48eLXaORYV+3759qlevXrlClZe7u7tq1qypK1eu5Nue+82qu7u7vL29df78+QKPPXfunNq3WiOtdAAAIABJREFUby/p1iJ53333XaFzvL29VaVKFRukBwAAAADAOiwq9Lll/tKlS9q1a5dOnTqlK1euyGQyqUaNGvL391evXr3k6elpk7C5OnfurL1792rixIl5p8DnlnNfX18FBwdrz549ys7OlrOzsyQpKipKFy9eVNeuXSVJwcHBCg8PV3R0tJo1aybp1r3pDx48qJ49e9o0PwAAAAAA5WXxKvf/+Mc/tHjxYt24caPAOf1bt27VokWLNHPmTPXp08dqIX/v2WefVUhIiKZOnapRo0bp0qVLmjVrloKCgvTQQw+pYcOG2r59u6ZOnarQ0FClpqbq1VdfVWBgoB599FFJUrdu3dSyZUtNnjxZM2bMkLu7u5YtW6bs7GyNHj3aZtkBAAAAALAGiwr9V199pXnz5snFxUVPPPGEAgMD5eXlpZycHCUlJemHH37Q7t27NWXKFPn4+NjsmojGjRtr7dq1mj9/vgYMGKBKlSqpc+fOmjp1qiTJ29tba9as0bx589SvXz9VrlxZXbt21aRJk/KukXJ0dNSqVas0d+5cjR49WllZWWrVqpXWrVununXr2iQ3AAAAAADWYlGhX79+vTw8PLR582b5+PgUGB88eLBGjx6twYMHa/Xq1Vq6dKnVgv5eYGCgPvjggyLH/f39tX79+mL3UaNGDS1cuNDa0QAAAAAAsDmLlvQ8ceKE+vbtW2iZz9W8eXP16dNHP/zwQ7nDAQAAAACAwllU6FNTU3XPPfeUOK9BgwZKTk4ucygAAAAAAFA8iwq9h4dH3n3ei5OQkKCqVauWORQAAAAAACieRYX+/vvv1/bt23XmzJki50RFRemTTz5RUFBQucMBAAAAAIDCWbQo3siRI/Xll1/qqaeeUq9evRQUFKQaNWrIbDbrl19+yVvl/ubNm9z6DQAAAAAAG7Ko0Ldt21YzZ87U7NmzFR4erq1bt+YbN5vNcnFx0cyZM9W6dWurBgUAAAAAAP9jUaGXpKeeekpdunTRzp07dfz4cSUlJclkMqlmzZoKCAhQr1695OnpaYusAAAAAADgVxYXekmqWbOmnn76aWtnAQAAAAAApWTRongAAAAAAKBisPgI/bZt27Rr1y5duHBBmZmZMpvNhc4zmUzas2dPuQMCAAAAAICCLCr0H374oWbNmlVkiQcAAAAAALeHRYV+w4YNcnNz04IFC9SmTRu5u7vbKhcAAAAAACiGRYU+Pj5egwYNUpcuXWyVBwAAAAAAlIJFi+LVrl1bVapUsVUWAAAAAABQShYV+v79++uLL77Q9evXbZUHAAAAAACUgkWn3I8ZM0aXL1/WoEGDNGrUKDVr1kzVqlUrcn69evXKHRAAAAAAABRkUaG/fv26MjIydPbsWU2ePLnYuSaTSSdPnixXOAAAAAAAUDiLCv3s2bO1detWOTk5qXnz5qxyDwAAAACAnVhU6Pfv36+GDRtq48aN8vT0tFUmAAAAAABQAosWxUtLS1OPHj0o8wAAAAAA2JlFhb5JkyZKTU21VRYAAAAAAFBKFhX6sLAw7dixQz/99JOt8gAAAAAAgFKw6Bp6Dw8PDRw4UAMGDFCPHj3k6+ur6tWrFzm/X79+5Q4IAAAAAAAKsqjQDx8+XCaTSWazWVu2bJHJZCp2PoUeAAAAAADbsKjQ9+zZU5UrVy6xyAMAAAAAANuyqNC//fbbtsoBAAAAAAAsYNGieAAAAAAAoGKg0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGVGyhDw0N1datW/P+/vTTT2vXrl02DwUAAAAAAIpXbKE/cOCAzp07l/f3f//737p06ZKtMwEAAAAAgBI4FTdYq1YtffDBB0pPT5eHh4ck6eDBg7p27VqJOzaZTAoLC7NOSgAAAAAAkE+xhf6pp57S0qVLtW7dOkm3SvqhQ4d06NChIh9jMplkNpsp9AAAAAAA2FCxhT40NFRBQUE6efKk0tPTtWzZMnXs2FFBQUG3Kx8AAAAAAChEsYVekjp06KAOHTpIkpYtW6ZOnTpp5MiRNg8GAAAAAACKVmKh/629e/eqWrVqtsoCAAAAAABKyaJC7+3tLUnKzMzUV199pVOnTunKlSsymUyqUaOGAgIC1KlTJzk6OtokLAAAAAAAuMWiQi9Ju3bt0owZM5SSkiJJMpvNkm4thidJderU0bx589S2bVsrxgQAAAAAAL9lUaGPjIzUyy+/rJycHLVv316BgYHy9PSU2WxWUlKSIiMjdeTIEY0ZM0abN29WkyZNbJUbAAAAAIC7mkWF/v3335ezs7Pef/99PfDAA4XOOXDggEJDQ7Vq1Sq99dZbVgkJAAAAAADyc7BkcmRkpPr06VNkmZekzp07q0ePHoqIiCh3OAAAAAAAUDiLCn1ycrJ8fHxKnOfr66ukpKQyhwIAAAAAAMWzqNC7ubnp8uXLJc775Zdf5OrqWuZQAAAAAACgeBYV+vvuu087duxQYmJikXMSExO1fft2tWzZstzhAAAAAABA4SxaFG/o0KEaN26cQkJCNHjwYAUFBalGjRqSpJ9//lk//PCDPvroIyUnJ2vYsGE2CQwAAAAAACws9I899phCQ0P17rvvatmyZQXGzWazHBwc9Pzzz6tr165WCwkAAAAAAPKzqNBL0oQJE/T4448rPDxcJ06cUFJSkkwmk2rWrKmAgACFhISoadOmtsgKAAAAAAB+ZXGhl6QWLVqoRYsW1s4CAAAAAABKyaJF8QAAAAAAQMVAoQcAAAAAwIAo9AAAAAAAGBCFHgAAAAAAA6LQAwAAAABgQBR6AAAAAAAMqNSFPiMjQyEhIfr4449tmQcAAAAAAJRCqQu9i4uLEhIS9PPPP9syDwAAAAAAKAWLTrnv27evPvnkE129etVWeQAAAAAAQCk4WTL5j3/8o8xms5544gl16dJF9913n7y8vOTkVPhugoODrRISAAAAAADkZ1Gh/8Mf/iCTySSz2axNmzaVOP/UqVNlDgYAAAAAAIpmUaFv06aNrXIAAAAAAAALWFTo169fb6scAAAAAADAAtyHHgAAAAAAAypToU9ISNCKFSsUFhamQYMG6bvvvssb++1/AwAAAAAA27DolHtJWrNmjRYtWqQbN27IbDbLZDIpJSVFknT16lWNGDFC3bt319tvv231sAAAAAAA4BaLjtAfOHBAb731llxcXDR27FjNmjVLZrM535zOnTtr9+7d+uc//2nVoAAAAAAA4H8sKvRr165V1apV9cknn2jChAnq0KFDvvFq1arpnXfekY+Pj8LDw60aFAAAAAAA/I9Fhf748ePq1auX6tSpU+QcJycnPfroo4qNjS13OAAAAAAAUDiLCv21a9dUu3btEudVq1ZNaWlpZQ4FAAAAAACKZ1Ghr1mzpqKjo0ucd+LECdWsWbPMoQAAAAAAQPEsKvTt27fXF198oa+++qrIOVu3btWePXsKXF8PAAAAAACsx6Lb1j333HP67LPP9Nxzz6ljx46qV6+eTCaT9uzZo++++04RERE6ffq0XFxc9Oyzz9oqMwAAAAAAdz2LCn2jRo20evVq/eUvf9HBgwfztm/dujXv9nX16tXT/Pnz1ahRI6sGBQAAAAAA/2NRoZek1q1b64svvtDBgwd19OhRJSUlyWQyqVatWrr//vv10EMPydHR0RZZAQAAAADArywu9JLk6Oio4OBgBQcHWzsPAAAAAAAohTIVekk6e/asYmJilJKSIpPJpOrVq6tZs2Zq2LChNfMBAAAAAIBCWFzod+3apUWLFikhIaHQ8aZNm2ry5Mnq1KlTucMBAAAAAIDCWVToP/vsM7344osym82qXbu2mjdvrmrVqslsNis5OVlRUVGKjo7WmDFj9Pe//10dO3a0VW4AAAAAAO5qFhX61atXy9nZWQsWLFD37t0LnbNt2zZNmzZNy5cvp9ADAAAAAGAjDpZMjo6OVr9+/Yos85L0xBNPqG/fvjp58mS5wwEAAAAAgMJZVOidnZ1Vv379Euc1btyYW9cBAAAAAGBDFhV6f39/xcbGljjv/PnzatGiRZlDAQAAAACA4llU6MPCwrR79259++23Rc75z3/+o507dyo0NLTc4QAAAAAAQOGKXRTvo48+KrCtV69eGjlypNq2batWrVqpZs2aMplMunLlio4dO6ZvvvlGffr00eXLl20WGgAAAACAu12xhf7111+XyWQqsN1sNisiIkIRERF542azOW9869at2rZtm5544gkrxwUAAAAAAFIJhT4sLKzQQl8Ss9msrKysMocCAAAAAADFK7bQjx8//nblAAAAAAAAFrBoUTwAAAAAAFAxFHuEvjBpaWk6dOiQLly4oMzMzHzXzv+WyWRSWFhYuQMCAAAAAICCLCr0UVFRGjFihFJSUoos8rko9AAAAAAA2I5FhX7OnDm6evWqunXrpgcffFDu7u5lWjQPAAAAAACUj0WF/tSpU3r00Ue1dOlSW+UBAAAAAAClYNGieA4ODrrvvvtslQUAAAAAAJSSRYW+Xbt2OnnypK2yAAAAAACAUrKo0E+ZMkUnTpzQu+++q8zMTFtlAgAAAAAAJbDoGvp69epp+vTpmjhxolatWqUGDRqoWrVqhc41mUxau3atVUICAAAAAID8LCr04eHhmjp1qsxms27cuKHTp08XOZfV7wEAAAAAsB2LCv3q1avl5OSkyZMnc9s6AAAAAADsyKJCHx8fr/79+2vYsGG2ygMAAAAAAErBokXxqlevLk9PT1tlAQAAAAAApWTREfrevXvrq6++0rhx4+To6GirTAAA2NW0YcOUERNj7xhlkp6eLldXV3vHyCcuOtreEQAAuCNZVOhfeOEFTZ06VX/+858VGhoqX19feXh42CobAAB2kRETo8UREfaOcccIcXOzdwQAAO5IFhX6Hj16SJISExN1+PDhYueaTCadPHmy7MkAAAAAAECRLLqGPiEhQQkJCbpx44bMZnOxf3JycmyVOZ9Ro0bJz89P8fHxedsiIyM1dOhQtWrVSm3atNHEiROVmJiY73GJiYl64YUX1LZtW7Vq1UpDhgxRZGTkbckMAAAAAEB5WXSE/tixY6pUqZKtslhs8+bN+ve//51v208//aSRI0eqe/fuevPNN3Xt2jW98cYbGj16tMLDw+Xs7KysrCyNHDlSLi4uWr16tTw8PLRy5UqNGjVK4eHhatSokX1eEAAAAAAApWTREfqKVOYvX76sefPmadCgQfm2r1q1Sp6enpo9e7buvfdeBQQEaN68eYqOjtbu3bslSTt37lRMTIwWLlyowMBANWrUSG+++aY8PDz03nvv2ePlAAAAAABgEYsKvSWysrJstWtJ0syZM9W6dWs9/vjj+bYfOnRIHTt2lJPT/04+aNKkiRo0aKCvv/5aknTw4EE1bNhQjRs3zpvj5OSkjh075s0BAAAAAKAis+iU+xYtWpR6ri0Xxdu1a5ciIiK0Y8cOnTt3Lm97enq6EhMT1aBBgwKP8fHxUWxsrCQpNja2yDn/+te/lJGRIRcXF5tkBwAAAADAGiw6Ql/SQni5f+rWras6derYJHBycrJmzZqlSZMm6Z577sk3lpqaKklyd3cv8Dh3d3elpKTkzXMr5BY6uY/LnQcAAAAAQEVl0RH6qKioIseuXr2q6OhorVixQq6urlq8eHG5wxVmzpw5atKkif74xz+WeR8mk6lM48ePHy/xsbC/7OxsHTt2zN4xUAp8VsZxt31W6enp9o5wR7ldd765m/CeWhfvp/Wlp6fb5ffG3fb7ysj4rEpmNptLnGNRoS9OtWrV9OCDD2rVqlUaMWKE3n33XY0fP95au5ckHThwQHv27NG2bdsKHffw8JD0vyP1v5Wamqrq1avnzUtLSyt0jslkytvP7/n7+8vR0bGs8XGbHDt2TIGBgfaOgVLgszKOu+2zcnV1tXeEO4qDg82W7Llr8Z5aF++n9bm6utrl98bd9vvKyPisSnbz5k0dPXq02DlWK/S5TCaT+vbtq1WrVlm90O/atUvp6enq3r173rbcby26deumNm3ayNvbW+fPny/w2HPnzql9+/aSbi2S99133xU6x9vbW1WqVLFqbgAAAAAArM3qhV6S3Nzc9N///tfq+504caJGjhyZb9uPP/6oqVOn6u9//7saNmyo999/X3v27FF2dracnZ0l3bpU4OLFi+rataskKTg4WOHh4YqOjlazZs0k3VqV/+DBg+rZs6fVcwMAAAAAYG1WP7/IbDZr586dhS46V1733HOPfH198/2pX7++JKlRo0Zq0KCB/vSnPykjI0NTp05VbGysjh07psmTJyswMFCPPvqopFtH81u2bKnJkyfr2LFj+umnn/TKK68oOztbo0ePtnpuAAAAAACszaIj9K+88kqx49euXdOJEyd08eLFfKfF307e3t5as2aN5s2bp379+qly5crq2rWrJk2alHd9lKOjo1atWqW5c+dq9OjRysrKUqtWrbRu3TrVrVvXLrkBAAAAALCERYU+PDy8VPN8fX01ZcqUMgWyVLt27XT69Ol82/z9/bV+/fpiH1ejRg0tXLjQltEAAAAAALAZiwr93LlzixwzmUyqVKmSGjVqpPvuu6/cwQAAAAAAQNEsKvRPPvmkrXIAAAAAAAALcNNNAAAAAAAMqMQj9IXdr7202rRpU+bHAgAAAACAopVY6IcPHy6TyWTxjk0mk06ePFmmUAAAAAAAoHglFvqwsDCLCv3hw4d15MiRcoUCAAAAAADFK7HQjx8/vlQ7SklJ0dy5c3XkyBE5OTlp9OjR5Q4HAAAAAAAKZ9Eq90XZuXOn5syZo19++UUBAQGaNWuW/Pz8rLFrAAAAAABQiHIV+sTERM2YMUNffvmlqlSpoilTpujpp5+WgwOL5wMAAAAAYEtlLvQbNmzQ4sWLlZaWpk6dOumNN96Qt7e3NbMBAAAAAIAiWFzof/rpJ02fPl2RkZGqXr265s+frz/84Q+2yAYAAAAAAIpQ6kJ/8+ZNrVy5UitXrlRmZqb69u2rqVOnytPT05b5AAAAAABAIUpV6I8dO6bp06frzJkz8vb21owZM/Twww/bOhsAAAAAAChCiYV+9uzZ2rBhgyTpmWee0cSJE1WlShWbBwMAAAAAAEUrsdCvX79eJpNJfn5+unr1qt54441S7dhkMmnOnDnlDggAAAAAAAoq1Sn3ZrNZUVFRioqKKvWOKfQAAAAAANhOiYV+7969tyMHAAAAAACwQImFnnvLAwAAAABQ8TjYOwAAAAAAALAchR4AAAAAAAOi0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGRKEHAAAAAMCAKPQAAAAAABgQhR4AAAAAAAOi0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGRKEHAAAAAMCAKPQAAAAAABgQhR4AAAAAAAOi0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGRKEHAAAAAMCAKPQAAAAAABgQhR4AAAAAAAOi0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGRKEHAAAAAMCAKPQAAAAAABgQhR4AAAAAAAOi0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGRKEHAAAAAMCAKPQAAAAAABgQhR4AAAAAAAOi0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGRKEHAAAAAMCAKPQAAAAAABgQhR4AAAAAAAOi0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGRKEHAAAAAMCAKPQAAAAAABgQhR4AAAAAAAOi0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGRKEHAAAAAMCAKPQAAAAAABgQhR4AAAAAAAOi0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGRKEHAAAAAMCAnOwdAAAAAMCd5UR0tF7s0OG2P296erpcXV1v+/PeDi5Nmmj2Bx/YOwYqGAo9AAAAAKtyu35diyMi7B3jjvKivQOgQuKUewAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGRKEHAAAAAMCAKPQAAAAAABgQhR4AAAAAAAOi0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAAAAAGRKEHAAAAAMCADFnot2zZoieeeEKtWrXSI488omnTpikpKSlvPCYmRn/+85/1wAMPKCgoSH/6058UExOTbx8pKSl67bXX9NBDDykgIEAhISHav3//7X4pAAAAAACUieEK/Zo1azR9+nT1799fn3zyiWbNmqVvvvlG48aNk9ls1v/93//p6aefltls1oYNG/TRRx/JwcFBI0aMUHJyct5+JkyYoG+++UaLFy/Wzp071alTJ4WFhen777+346sDAAAAAKB0DFXozWazVq9erSeeeEJPP/20fHx88or4Dz/8oPPnz2vDhg26du2aFi9erObNm8vX11cLFixQamqqNm3aJEn67rvvdPjwYb3xxhtq3769GjRooBdffFEBAQFavny5nV8lAAAAAAAlM1ShN5lM+vTTT/XKK6/k216rVi1J0uXLl3Xo0CEFBQXJw8Mjb7xatWpq1aqVvv76a0nSwYMHVblyZbVr1y7ffjp37qx///vfysrKsvErAQAAAACgfAxV6CWpevXq+cq6JO3du1eVK1dWixYtFBsbqwYNGhR4nI+Pj2JjYyVJsbGxqlu3rpycnArMyc7O1oULF2z3AgAAAAAAsALDFfrf27dvnz7++GONGTNGVatWVWpqqtzc3ArMc3d3V0pKiiQpNTVV7u7uhc6RpKtXr9o2NAAAAAAA5eRU8pSKa9euXfrLX/6i3r17a+zYsZJunZZfkpLmFDV+/PjxUu0f9pWdna1jx47ZOwZKgc/KOO62zyo9Pd3eEe4oOTk59o5wx+E9tS7eT+vjPbW+9PT0O+p38d32b4uyMJvNJc4xbKFfv3695syZoyFDhmjatGlycLh1soGHh4fS0tIKzE9NTVX16tXz5iQkJBQ6R7p1zX1h/P395ejoaK2XABs5duyYAgMD7R0DpcBnZRx322fl6upq7wh3lNzf0bAe3lPr4v20Pt5T63N1db2jfhffbf+2KIubN2/q6NGjxc4x5P9pGzdu1OzZs/XSSy/p1VdfzfcDo0mTJjp//nyBx5w7d0733ntv3pyLFy8qOzu7wJxKlSqpfv36tn0BAAAAAACUk+EK/eHDhzVz5kxNmzZNf/rTnwqMBwcH6+jRo7py5UretqSkJB09elRdu3bNm5OVlaVDhw7le+z+/fvVqVMnVapUybYvAgAAAACAcjLUKfdms1lvvvmmHnzwQfXo0UM///xzvnFXV1cNGjRIH374oV5++WVNmjRJZrNZb731lmrXrq2nnnpKkhQYGKhHH31UM2fOlIuLi+rVq6cPPvhAZ8+e1axZs+zx0gAAAAAAsIihCv3FixcVExOjmJgYderUqcD4uHHjNH78eK1du1Zz5szRoEGDZDKZ1KFDB61bty7f6vcLFizQokWLNHHiRKWlpalFixZatWqVWrZseTtfEgAAAAAAZWKoQu/t7a3Tp0+XOM/Hx0crVqwodo6bm5tee+01vfbaa9aKBwAAAADAbWO4a+gBAAAAAACFHgAAAAAAQ6LQAwAAAABgQBR6AAAAAAAMyFCL4gEACpo2bJgyYmJs+hzp6elydXW16XNUJHHR0faOAAAAUCIKPQAYXEZMjBZHRNg7xh0l5De3OQUAAKioOOUeAAAAAAADotADAAAAAGBAFHoAAAAAAAyIQg8AAAAAgAFR6AEAAAAAMCAKPQAAAAAABkShBwAAAADAgCj0AAAAAAAYEIUeAAAAAAADotADAAAAAGBAFHoAAAAAAAyIQg8AAAAAgAFR6AEAAAAAMCAKPQAAAAAABkShBwAAAADAgCj0AAAAAAAYEIUeAAAAAAADotADAAAAAGBAFHoAAAAAAAyIQg8AAAAAgAFR6AEAAAAAMCAKPQAAAAAABkShBwAAAADAgCj0AAAAAAAYEIUeAAAAAAADotADAAAAAGBAFHoAAAAAAAyIQg8AAAAAgAFR6AEAAAAAMCAKPQAAAAAABkShBwAAAADAgCj0AAAAAAAYEIUeAAAAAAADotADAAAAAGBAFHoAAAAAAAyIQg8AAAAAgAFR6AEAAAAAMCAKPQAAAAAABkShBwAAAADAgCj0AAAAAAAYEIUeAAAAAAADotADAAAAAGBAFHoAAAAAAAyIQg8AAAAAgAFR6AEAAAAAMCAKPQAAAAAABkShBwAAAADAgCj0AAAAAAAYEIUeAAAAAAADotADAAAAAGBAFHoAAAAAAAyIQg8AAAAAgAFR6AEAAAAAMCAKPQAAAAAABkShBwAAAADAgCj0AAAAAAAYEIUeAAAAAAADotADAAAAAGBAFHoAAAAAAAyIQg8AAAAAgAFR6AEAAAAAMCAKPQAAAAAABkShBwAAAADAgCj0AAAAAAAYEIUeAAAAAAADotADAAAAAGBAFHoAAAAAAAyIQg8AAAAAgAE52TsAgLvPtGHDlBETo/T0dLm6uto7juHFRUfbOwIAAADsgEIP4LbLiInR4ogIe8e4Y4S4udk7AgAAAOyAU+4BAAAAADAgCj0AAAAAAAZEoQcAAAAAwIAo9AAAAAAAGBCFHgAAAAAAA6LQAwAAAABgQBR6AAAAAAAMiEIPAAAAAIABUegBAAAAADAgCj0AAAAAAAZEoQcAAAAAwIAo9AAAAAAAGBCFHgAAAAAAA6LQAwAk8qq2AAAY40lEQVQAAABgQBR6AAAAAAAMiEIPAAAAAIABUegBAAAAADAgCj0AAAAAAAZEoQcAAAAAwICc7B0AqOimDRumjJgYe8e4o8RFR9s7AgAAAGB4FHqgBBkxMVocEWHvGHeUEDc3e0cAAAAADI9T7gEAAAAAMCAKPQAAAAAABkShBwAAAADAgCj0AAAAAAAYEIviAQAAAEAFdyI6Wi926GDvGFaTnp4uV1dXuz2/S5Mmmv3BB3Z7fmuh0AMAAABABed2/Tp3XrKiF+0dwEo45R4AAAAAAAOi0AMAAAAAYEB3faHfvHmzevfurYCAAHXu3FkLFy5UVlaWvWMBAAAAAFCsu/oa+q1bt2r69OmaMmWKHnvsMZ09e1ZTpkzR1atX9eabb9o7HgAAAAAARbqrC/0777yj3r1765lnnpEk1a9fX88//7xmzpyp0NBQ1a1b174By2jasGHKiImxdwy7sfaKmXHR0VbbFwAAAABYy11b6M+fP68LFy5owoQJ+bY/8sgjmjFjhg4dOqQBAwbYKV35ZMTEsAKmFYW4udk7AgAAAAAUcNdeQx8bGytJatCgQb7tderUkbOzc944AAAAAAAV0V17hD4lJUWS5O7unm+7yWSSm5tb3rgkmc1mSdLNmzdvX8BycKpSRTc5qmw1lVxdZYxP3jh4T62L99P6eE+ti/fT+nhPrYv30/p4T62P99S6nKpUqfD9Ljdfbh8tjMlc3OgdbPv27Xr55Zf16aefqlmzZvnG2rVrp+7du2vmzJmSpKysLP3444/2iAkAAAAAuIsFBASoUqVKhY7dtUfoPTw8JEmpqan5tpvNZl27dk3VqlXL2+bk5KSAgAA5ODjIZDLd1pwAAAAAgLuP2WxWTk6OnJyKru13baFv0qSJJCkuLk4PPPBA3vb4+HhlZ2fnjUuSg4NDkd+IAAAAAABgD3ftonj169dX06ZNtW/fvnzb9+3bJ2dnZ3Xq1MlOyQAAAAAAKNldW+glaeLEifr888/1/vvvKyEhQXv27NE777yj4cOHq2bNmvaOBwAAAABAke7aRfFyffrpp1qxYoXOnTunmjVrasCAARo7dqwcHR3tHQ2llJSUpBUrVujAgQO6dOmSatasqcDAQI0fP1733nuvvePhd6Kjo7VixQpFRkbql19+Ua1atXT//ffrueeek6+vr73joRhLlizR8uXL9eSTT+qtt96ydxz8asqUKQoPDy9y/JVXXtEzzzxz+wKhWF999ZVWrlypU6dOydnZWS1atNDYsWPVvn17e0fDr/z8/Eqcs3fvXtWvX/82pEFpXLhwQcuXL9f333+vxMRE1axZUy1bttSzzz6rgIAAe8fDb8TGxuqdd95RRESErl69qtq1a6t3794KDQ2Vi4uLveMZ0l1f6GFsSUlJeuqpp5SUlKTBgwerefPmOnfunNatW6cbN25o48aNatmypb1j4lfffPONnn32WXl6emro0KGqU6eOfvrpJ33wwQfKzs7WmjVr1Lp1a3vHRCGio6P15JNPKjs7m0JfweQW+tdff11eXl4Fxlu0aKGGDRvaIRl+b/PmzZo2bZo6dOigvn37Ki0tTWvXrtXly5f13nvvqV27dvaOCEm7d+8ucmzRokVKT0/XF198IVdX19uYCkU5efKkhg4dKmdnZw0dOlSNGjVSYmKiNmzYoMuXL+udd95R165d7R0Tks6cOaPBgwcrKytLw4cPl6+vryIjI/Xxxx+rTZs2WrNmjRwc7uoTyMvkrl0UD3eGpUuXKiEhQe+8844ef/zxvO2BgYEaO3asVq5cqaVLl9oxIX5r7ty5cnR01MaNG/Md2QgMDFRYWJhWrVpFoa+AcnJy9Oqrr6pp06Y6deqUveOgCJ07d+aIYQX2yy+/aPbs2erSpYvefffdvLvmdOnSRQMHDtSXX35Joa8gevToUej2Xbt2KS4uTgsXLqTMVyDLli1Tenq6Vq9erYcffjhv+2OPPaaePXtqyZIlFPoKYt68eUpLS9Py5cv16KOPSpL69esnLy8vLV++XJ988on69etn55TGw1cgMLRatWqpT58+euyxx/Jt79Spk0wmk86cOWOnZPi9nJwchYSEaNq0aQVKR4cOHSRJiYmJ9oiGEmzcuFGRkZGaMmWKvaMAhhUeHq709HRNnDgx3y1wfXx8dPjwYU2ePNmO6VCStLQ0zZ49W+3atVPfvn3tHQe/ER8fL0l68MEH822/99575eXlpYsXL9ojFn4nMzNTERER8vb2zivzuUaNGiVnZ2dt27bNTumMjSP0MLRx48YVuj0tLU1ms1keHh63ORGK4uDgoJEjRxY6dvr0aUniGvoK6NKlS1q0aJH69+/PNb4GkZ2dLZPJVOw9a3H7HT58WLVq1VLz5s0lSTdv3tTNmze5La5BLF++XElJSXrvvffsHQW/07RpU0VFRencuXNq0aJF3va0tDRdvXpVgYGBdkyHXMnJybpx44a8vb0LjFWtWlV169bVjz/+aIdkxscRetyRNm3aJKno0+ZgfykpKYqPj9eOHTv00ksvycfHRxMmTLB3LPzOG2+8IRcXF44eGsDGjRvVvXt33X///fL391dISIj2799v71j41dmzZ+Xj46OjR49qyJAhCggIUEBAgHr27MlRqQru0qVLWr9+vfr161eqBfNwe40ZM0ZVq1bV5MmTFRERoZ9//lknTpzQiy++KAcHBz3//PP2jghJbm5ukqT/+7//K3S8cuXKSk1NVUpKyu2MdUfg63vccb766istX75cfn5+Gjp0qL3joAht2rSRJJlMJj355JOaNGmSPD097ZwKv7V7927t27dPb7/9tqpVq2bvOCjBgQMHNHz4cNWvX19nz57VqlWrNHbsWC1atEi9e/e2d7y7XnJyslxcXBQaGqohQ4bo2WefVUJCgv7+979r0qRJun79ugYOHGjvmCjEypUrdePGDY0dO9beUVAIX19fbdy4Uc8//7xGjBiRt7127dosNlmBuLu7y9fXV2fPntXZs2fVtGnTvLGYmBjFxMRIktLT0znD1kKsco87ytatWzV9+nTVqVNH69atU7169ewdCUX49ttvlZqaqjNnzujDDz9UlSpVtHTpUu5KUEGkpKSoV69eatmypVauXJm33c/Pj1XuK5jTp0/r8uXLateuXb7Tt8+ePat+/fqpevXqOnDgACsH29l9992nmzdvauXKlXrkkUfytsfHx6tnz55yd3fXwYMHuW1uBZOSkqLOnTurXbt2+X4WouKIiYnRn//8Z5nNZo0aNUo+Pj5KTEzU+vXrFR8fr6VLl+ZbLA/28+mnn+qll15So0aN9Nprr6lZs2Y6efKkZs2apZycHCUkJOjw4cOF3rEFReMIPe4Yy5YtyyuEK1asUO3ate0dCcXI/cb8scce0x/+8Af169dPL7zwgnbv3k3xqADmz5+va9eu6fXXX7d3FJTAz8+v0NOAmzZtqnbt2ungwYM6e/Ysa1TYmYuLi3JycvKVeUmqX7++2rZtq4MHDyomJobPqYLZvn27MjIy1L9/f3tHQRGmTZumpKQk7dixI9+iuz179lSvXr30yiuvaN++faxXUQH06dNHV65c0eLFizVq1ChJkqenp15++WXt379f//3vf+Xu7m7nlMbDv5pxR5g9e7aWLl2qbt266cMPP6TMG0z9+vX14IMP6vz584qLi7N3nLved999p82bN2v06NFycHDQpUuX8v5IUkZGhi5duqSrV6/aOSlKknuU49q1a3ZOgvr16xd59L1mzZqSbi3ihYpl9+7dqlSpkjp16mTvKChEWlqaIiMj1bx58wJ30KlataratGmjn3/+WbGxsXZKiN8bPny4Dh8+rH/+85/aunWrDhw4oAEDBiguLk4+Pj588VIGFHoY3rJly7Ru3ToNGjRIS5YskYuLi70joRBRUVEKDg4u8tZnmZmZkm6t/Az7ioiIkNls1t/+9jcFBwfn+yPd+gducHCw5s6da+ekSEtL0/bt24tc/O78+fOSpLp1697OWChEUFCQUlNT826x9Vu5t9Xiy+iKJSMjQ5GRkQoICOC+8xVUVlaWpP/9G+L3rl+/LunW3T9QcVSpUkWBgYFq0aKFKlWqpMTEREVHR+uhhx6ydzRD4pR7GFpERIT+9re/qXv37poxY0a+e/uiYrn33nuVlZWlzz//XGFhYWrQoEHeWFxcnH744Qd5eXmpUaNG9gsJSbdOifP39y907LnnnlOHDh00YsQISmIFUKlSJb355puSbl2b+NtCGBERof/85z8KDAxUnTp17BURvwoJCdHGjRu1fPlyzZkzJ297VFSUvv/+ezVt2rTAEUbY18mTJ5Wdnc3K9hWYl5eXGjRooOjoaJ05cybfJStXrlzRkSNH5ObmpmbNmtkxJXK99dZb+uc//6mPP/5YTZo0ydv+17/+VSaTSYMGDbJjOuOi0MPQ5s+fL0l66KGH9NlnnxU6Jzg4mKP2FUClSpU0ffp0vfzyyxo4cKCGDBmi+vXrKz4+Xh9++KEyMzM1c+ZMFoSqABo3bqzGjRsXOV6nTh116dLlNiZCUSpVqqTJkydr6tSpGjhwoAYPHqzatWsrKipKGzZsUNWqVTVz5kx7x4SkwMBAPf3001q3bp0yMjIUHByshIQErV27Vo6Ojpo+fbq9I+J3ci8BK+y+2ag4pkyZovHjx2v48OEaOnSofHx8lJSUpI8++kjJycmaMWOGKleubO+YkNS9e3d98MEHGjVqlJ555hl5enrq888/1969ezV+/Hi+PCsjVrmHoZXmf/y9e/dy1KMCOX78uFatWqUff/xRly9flpubmwICAjR69Gh16NDB3vFQAla5r5gOHTqkNWvW6NSpU0pOTpaXl5c6duyosWPHysfHx97x8Cuz2axNmzZp48aNio2NVeXKlRUUFKRx48bp/vvvt3c8/M6aNWs0d+5cvfHGGxw5rOCOHDmi9957T5GRkbp69arc3d3l7++vESNG5F0uhorh22+/1bvvvqtTp07p+vXratasmUaMGKG+ffvaO5phUegBAAAAADAgFsUDAAAAAMCAKPQAAAAAABgQhR4AAAAAAAOi0AMAAAAAYEAUegAAAAAADIhCDwAAAACAAVHoAQAAAAAwIAo9AAAo0ZQpU+Tn56cDBw7YO0qp+fn5yc/Pz94xAACwGSd7BwAAAMornj/88IPc3NwKbPfx8dHnn38uk8lU5D5SU1PVqVMnXb9+Xd7e3tq3b1/e2JYtW/TKK68UeIy7u7u8vLzk7++vLl26qGfPnnJ2drbWy7otTp48qb1792r8+PH5tk+aNMlOiQAAuD0o9AAAVHAmk0lxcXGKiIhQhw4dipz36aefKjMzs9h9+fr6ql+/fpIks9ms1NRUxcXF6fDhw9q5c6eWLFmihQsXKigoyKqvwZa2bNmi9evXFyj0o0ePtlMiAABuDwo9AAAVXPPmzXX27Flt3ry52EK/efNm+fv768cffyxyTuPGjQstupmZmVqzZo2WLl2qESNGaO3atbet1Ofk5Cg7O1uVK1cu0+OPHDli5UQAABgD19ADAFDBVa1aVe3bt9fnn3+u5OTkQuecPn1ax48f1yOPPFKm56hcubLGjBmj1157TZmZmZo0aZKys7MLnbtnzx4NGjRIQUFBCgoK0rBhw/Ttt9+W6nni4+Pl5+enkJAQnT9/XoMGDVJgYKA2btyYN+fnn3/WggUL1KtXL7Vu3VoBAQHq0aOHFi9erGvXruXN27Jli/z8/HTy5ElJ/7tmPj4+Pt/fc2VmZsrPz09du3bVzZs3tXLlSnXv3l0BAQFq166dXnjhBSUmJhbIHBUVpeeee05t2rRRq1atNHDgQH355ZeKioqSn5+f/vjHP5bqtQMAYG0UegAADKBXr17KysrStm3bCh3fvHmzJKlnz57lep6BAweqZcuWiouL0549ewqM79mzR5MmTZKvr6/GjBmjLl266Pvvv9fo0aP1/fffW/Rcf/nLX+Tl5aUJEyYoMDBQkpSUlKQhQ4Zo9erVqlu3rkaOHKkRI0bIbDZr5cqVGj16tHJyciRJAQEB+a6TnzRpkiZNmqTq1asX+nyVKlXK++/XX39dmzdvVpcuXTRmzBjdc8892rlzp8aOHZvvMdHR0Ro8eLD279+vBx54QM8++6waNmyocePGaceOHQX2CwDA7cQp9wAAGEC3bt305ptvavPmzRoxYkS+saysLG3fvl2BgYFq0qRJuZ+re/fuOnHihL755psCXxBs27ZNmzdvVrNmzfK23XfffVqwYIGWLFmi9evXl+o5YmJi1K1bNy1YsCDf9k2bNikuLk69e/fW4sWL87aHhoaqW7duioyM1Ndff63g4GA1a9ZMzZo10/z58yWVfM187oKCly5d0unTpxUeHi53d3dJ0qhRo9SlSxedOHFCp06dUosWLSRJS5YsUXp6ukaNGqXJkyfn7atXr14KDQ3Nt18AAG43jtADAGAA7u7u6tmzp86cOaOjR4/mG9u7d6+uXLmi/v37W+W5cr8USEhIKDDWq1evfGVekoYMGSJnZ2d9//33Sk1NLdVzXL9+XcOGDSuwvU+fPlq1apUmTpyYb7urq6seeughSbcuLyiPmzdvasKECXllPnf/uWsGnDt3TpKUnZ2dd5u+UaNG5dvHI488oocffrhcOQAAKC8KPQAABjFgwABJ0scff5xv+7/+9S+5uLioT58+VnmeKlWqSJIyMjIKjBW2UJ6rq6t8fHyUk5Oj2NjYUj9P7lHw32rYsKE6d+4sHx8fZWRkKDExUfHx8YqPj887tb2klfxLo2XLlgW2VatWTdKtLxsk6cKFC8rMzFTt2rVVq1atAvPLul4BAADWwin3AAAYxAMPPKAmTZpo165dmjp1qtzd3XXp0iUdOnRIffv2zXfEuTx++eUXSSq0xNaoUaPQx+SW4ZSUlFI9R9WqVQu99jw7O1vvvfeetmzZovPnz5c2ssW8vLwKbMs9dd5sNktS3gKEnp6ehe6jXr16NkoHAEDpUOgBADCQAQMGaN68edqxY4cGDhyoLVu2KCcnx2qn20u3VnWXpAYNGhQYc3Ao/OS+3BJc1PjvOTo6Frp9+vTp2rp1q7y8vPTcc8+pSZMmcnV1lXRrVfu9e/eWav/WYOlrAgDgdqPQAwBgIP369dPixYsVHh6ugQMHKjw8XD4+Pmrbtq1V9p+dna3du3dLknr06FFg/MqVK4U+Lvdodu6R+rK4fPmytm7dKmdnZ23atEkNGzbMN/7111+Xed9lUbVqVUnS1atXCx2/dOnS7YwDAEABfOUMAICBeHl5qWvXrjp69Ki+/PJLxcXFKSQkxGorrS9fvlz//e9/FRQUpICAgALj//nPfwpsS0tL04ULF+Tk5KTGjRuX+bkvXrwo6dZ19L8v8zdu3NChQ4fKvO+yaNCggRwdHXXp0qVCS/2XX355W/MAAPB7FHoAAAymf//+MpvNeuutt+Tg4KAnn3yy3PvMysrS22+/rXfffVfu7u4FbieXa/v27YqLi8u3bd26dbpx44Y6duyYd3p8WdSpU0fSrSPfaWlpedtv3LihmTNn5i1W9/tynXstflFnD5SVi4uLWrdurZycHG3YsCHf2P79+/XNN99Y9fkAALAUp9wDAGAwDz/8sOrWravY2Fg9/PDDeUW4NGJjY/Xee+/l/T0jI0MJCQnat2+fkpOTde+99+qvf/1rgevnc68n7969u/r376++ffvqnnvu0cmTJ/XZZ5+pSpUqeuGFF8r1uurUqaNOnTrp4MGDGjJkiLp166b09HTt3btXnp6emjJlil566SVt375d1atXV0hIiOrVq6dmzZrpxIkTCgsLU/PmzdWvXz8FBgaWK0uusLAwHTlyREuWLFFUVJRatGihmJgY7dmzR2FhYVq0aJFVngcAgLKg0AMAYDC5R+WXL19u8WJ4Z86c0fz58/P+7uzsrNq1a8vf3199+/ZVjx498m5b91tZWVmSpJCQEHXs2FH/+Mc/FBMTIwcHB3Xo0EEvvPBCobehs9TChQu1aNEiHTx4UCtXrlTdunXVo0cPhYaGysHBQV27dtXhw4e1adMmPf7445KkV199VdOmTdP/t3eHuGoFYRiGv7IVVgCKoEhwBIODHSBZDQGBwsAKwIFiAXgEyUkgOYQEgb5VV93SNG1TctLnsSPmt+9kzpzj8ZiiKNLr9f54jk+tViuz2SzT6TT7/T6HwyGNRiPL5TLP5/Ov7QMAv+Pbx+eROwAAv2yz2WQymaTT6WQ+n797HAD+Q76hBwB44XK5ZLfbpSiKL2un0ynJj3/vBwD/gqAHAHhhvV5nPB5/eSTwdrtltVolSbrd7jtGAwBX7gEAXrnf7xkOhzmfz2k2m2m323k8HtlutynLMv1+38N4ALyNoAcA+ImyLLNYLLLb7XK9XlOr1VKv1zMYDDIajVKrufAIwHsIegAAAKggR8oAAABQQYIeAAAAKkjQAwAAQAUJegAAAKggQQ8AAAAVJOgBAACgggQ9AAAAVNB3DDrsfuLBR70AAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "colors = ['darkblue']\nn_bins = 10\nfigure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\nplt.hist(dim, bins=n_bins, edgecolor='black', color = colors)\n\nplt.title(\"Number of movies on Disney+ according to their IMDb rating\", size = 20)\nplt.xlabel('IMDb rating', size = 20)\nplt.ylabel('Number of movies', size = 20)\n\nplt.xticks(size = 18)\nplt.yticks(size = 15)",
"execution_count": 28,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 28,
"data": {
"text/plain": "(array([ 0., 20., 40., 60., 80., 100., 120., 140., 160.]),\n <a list of 9 Text yticklabel objects>)"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1200x800 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "colors = ['lightblue']\nn_bins = 10\nfigure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\nplt.hist(pim, bins=n_bins, edgecolor='black', color = colors)\n\nplt.title(\"Number of movies on Prime according to their IMDb rating\", size = 20)\nplt.xlabel('IMDb rating', size = 20)\nplt.ylabel('Number of movies', size = 20)\n\nplt.xticks(size = 18)\nplt.yticks(size = 15)",
"execution_count": 29,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 29,
"data": {
"text/plain": "(array([ 0., 500., 1000., 1500., 2000., 2500., 3000., 3500.]),\n <a list of 8 Text yticklabel objects>)"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1200x800 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Bonus: do the platforms host the same movies?"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_movie = df[['Title', 'Netflix', 'Hulu', 'Prime Video', 'Disney+']]\ndf_movie['all'] = df_movie['Netflix'] + df_movie['Hulu'] + df_movie['Prime Video']+ df_movie['Disney+']",
"execution_count": 51,
"outputs": [
{
"output_type": "stream",
"text": "/home/neetje/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \nA value is trying to be set on a copy of a slice from a DataFrame.\nTry using .loc[row_indexer,col_indexer] = value instead\n\nSee the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n \n",
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"execution_count": 51,
"data": {
"text/plain": " Title Netflix Hulu Prime Video Disney+ all\n103 Amy 1 0 1 1 3\n148 The Square 1 1 1 0 3\n340 The Interview 1 1 1 0 3\n497 Blame! 1 1 1 0 3\n610 Evolution 1 1 1 0 3\n1133 No Game No Life: Zero 1 1 1 0 3\n1776 Zapped 1 1 0 1 3\n2017 Mother 1 1 1 0 3\n3960 The Kid 0 1 1 1 3\n4313 Inside Out 0 1 1 1 3",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Title</th>\n <th>Netflix</th>\n <th>Hulu</th>\n <th>Prime Video</th>\n <th>Disney+</th>\n <th>all</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>103</th>\n <td>Amy</td>\n <td>1</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>3</td>\n </tr>\n <tr>\n <th>148</th>\n <td>The Square</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>3</td>\n </tr>\n <tr>\n <th>340</th>\n <td>The Interview</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>3</td>\n </tr>\n <tr>\n <th>497</th>\n <td>Blame!</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>3</td>\n </tr>\n <tr>\n <th>610</th>\n <td>Evolution</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>3</td>\n </tr>\n <tr>\n <th>1133</th>\n <td>No Game No Life: Zero</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>3</td>\n </tr>\n <tr>\n <th>1776</th>\n <td>Zapped</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>1</td>\n <td>3</td>\n </tr>\n <tr>\n <th>2017</th>\n <td>Mother</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>3</td>\n </tr>\n <tr>\n <th>3960</th>\n <td>The Kid</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3</td>\n </tr>\n <tr>\n <th>4313</th>\n <td>Inside Out</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>1</td>\n <td>3</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
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},
{
"metadata": {},
"cell_type": "markdown",
"source": "Which movies do at least 3 of the platforms have in common?"
},
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"trusted": true
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"cell_type": "code",
"source": "df_movie.loc[df_movie['all'] == 3]\n# The answer is 10 movies",
"execution_count": 53,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 53,
"data": {
"text/plain": " Title Netflix Hulu Prime Video Disney+ all\n103 Amy 1 0 1 1 3\n148 The Square 1 1 1 0 3\n340 The Interview 1 1 1 0 3\n497 Blame! 1 1 1 0 3\n610 Evolution 1 1 1 0 3\n1133 No Game No Life: Zero 1 1 1 0 3\n1776 Zapped 1 1 0 1 3\n2017 Mother 1 1 1 0 3\n3960 The Kid 0 1 1 1 3\n4313 Inside Out 0 1 1 1 3",
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},
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]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "movies = df_movie.loc[df_movie['all'] == 3]\nmovies = movies[['Title', 'Netflix', 'Hulu', 'Prime Video', 'Disney+']]\ndict = {1: 'Yes', 0 : 'No'}\nmovies = movies.replace({'Netflix': dict}) \nmovies = movies.replace({'Hulu': dict}) \nmovies = movies.replace({'Prime Video': dict}) \nmovies = movies.replace({'Disney+': dict}) \nmovies = movies.set_index('Title')\nmovies = movies.reset_index()",
"execution_count": 69,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "html = movies.to_html()\n#write html to file\ntext_file = open(\"movies.html\", \"w\")\ntext_file.write(html)\ntext_file.close()",
"execution_count": 71,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Which movies do all 4 platforms have in common?"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_movie.loc[df_movie['all'] == 4]\n#The answer is none",
"execution_count": 52,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 52,
"data": {
"text/plain": "Empty DataFrame\nColumns: [Title, Netflix, Hulu, Prime Video, Disney+, all]\nIndex: []",
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},
"metadata": {}
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}
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