Review_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2d8e4ba8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlite3 as sqlite\n",
    "import pandas as pd\n",
    "import scipy.stats as stats\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4bb3a285",
   "metadata": {},
   "source": [
    "IMDB Database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ecb51ae3",
   "metadata": {},
   "outputs": [],
   "source": [
    "db = 'Data/im.db'\n",
    "conn = sqlite.connect(db)\n",
    "df = pd.read_sql(\"\"\"SELECT \n",
    "                * \n",
    "            \n",
    "            FROM movie_basics\n",
    "                JOIN movie_ratings\n",
    "                USING(movie_id)\n",
    "            \"\"\", conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "73318c5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>start_year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>averagerating</th>\n",
       "      <th>numvotes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>73856.000000</td>\n",
       "      <td>66236.000000</td>\n",
       "      <td>73856.000000</td>\n",
       "      <td>7.385600e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2014.276132</td>\n",
       "      <td>94.654040</td>\n",
       "      <td>6.332729</td>\n",
       "      <td>3.523662e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.614807</td>\n",
       "      <td>208.574111</td>\n",
       "      <td>1.474978</td>\n",
       "      <td>3.029402e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2010.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2012.000000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>1.400000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2014.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>4.900000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2016.000000</td>\n",
       "      <td>104.000000</td>\n",
       "      <td>7.400000</td>\n",
       "      <td>2.820000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2019.000000</td>\n",
       "      <td>51420.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.841066e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         start_year  runtime_minutes  averagerating      numvotes\n",
       "count  73856.000000     66236.000000   73856.000000  7.385600e+04\n",
       "mean    2014.276132        94.654040       6.332729  3.523662e+03\n",
       "std        2.614807       208.574111       1.474978  3.029402e+04\n",
       "min     2010.000000         3.000000       1.000000  5.000000e+00\n",
       "25%     2012.000000        81.000000       5.500000  1.400000e+01\n",
       "50%     2014.000000        91.000000       6.500000  4.900000e+01\n",
       "75%     2016.000000       104.000000       7.400000  2.820000e+02\n",
       "max     2019.000000     51420.000000      10.000000  1.841066e+06"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "867b2872",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.genres = df.genres.map(lambda x: x.split(',') if type(x) == str else x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c6c36f96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    129294.000000\n",
       "mean          6.303352\n",
       "std           1.458034\n",
       "min           1.000000\n",
       "25%           5.400000\n",
       "50%           6.400000\n",
       "75%           7.300000\n",
       "max          10.000000\n",
       "Name: averagerating, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exploded_df_genres = df.explode('genres')\n",
    "#describe of avg_rating of all movies\n",
    "exploded_df_genres.averagerating.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0555cf7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    579.000000\n",
       "mean       7.271330\n",
       "std        0.999155\n",
       "min        2.000000\n",
       "25%        6.700000\n",
       "50%        7.300000\n",
       "75%        7.950000\n",
       "max        9.400000\n",
       "Name: averagerating, dtype: float64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Groupby dataset by genres and get means\n",
    "genres_means = exploded_df_genres[exploded_df_genres.numvotes >= 50].groupby('genres').mean(numeric_only=True)\n",
    "#describe of avg_rating of 'News'\n",
    "news_rating = exploded_df_genres[exploded_df_genres.genres == 'News'].averagerating\n",
    "news_rating.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de1cab05",
   "metadata": {},
   "source": [
    "## Ratings per Genre "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "af77d4ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genres_means.averagerating.sort_values(ascending=True).plot(kind='barh',\n",
    "                                                           xlabel = 'average ratings per genre',\n",
    "                                                           title = 'IMDB Ratings per Genre');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8b08568e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#tn budgets dataset\n",
    "budgets = pd.read_csv(\"Data/tn.movie_budgets.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75e50acb",
   "metadata": {},
   "source": [
    "##  Joins tn movie budgets dataset with imdb movie basics dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7072ab76",
   "metadata": {},
   "outputs": [],
   "source": [
    "#merge budgets with imdb\n",
    "budget_join_imdb = budgets.merge(df, how='inner', left_on = 'movie', right_on = 'primary_title')\n",
    "\n",
    "#turn strings into numbers\n",
    "budget_join_imdb.production_budget = budget_join_imdb.production_budget.map(lambda x: int(x.strip(\"$\").replace(',', '')))\n",
    "budget_join_imdb.domestic_gross = budget_join_imdb.domestic_gross.map(lambda x: int(x.strip(\"$\").replace(',', '')))\n",
    "budget_join_imdb.worldwide_gross = budget_join_imdb.worldwide_gross.map(lambda x: int(x.strip(\"$\").replace(',', '')))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da76461b",
   "metadata": {},
   "source": [
    "Creates roi row.\n",
    "\n",
    "roi = gross / budget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e75734a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "budget_join_imdb['roi'] = budget_join_imdb.worldwide_gross / budget_join_imdb.production_budget"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57a8dff9",
   "metadata": {},
   "source": [
    "Explodes each movie row by genre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "93e53b92",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "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>genres</th>\n",
       "      <th>roi</th>\n",
       "      <th>movie</th>\n",
       "      <th>averagerating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Horror</td>\n",
       "      <td>6.532577</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>6.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Action</td>\n",
       "      <td>2.546673</td>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>2.546673</td>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fantasy</td>\n",
       "      <td>2.546673</td>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Action</td>\n",
       "      <td>0.427892</td>\n",
       "      <td>Dark Phoenix</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2873</th>\n",
       "      <td>Sci-Fi</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Red 11</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2873</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Red 11</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2874</th>\n",
       "      <td>Drama</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>A Plague So Pleasant</td>\n",
       "      <td>5.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2874</th>\n",
       "      <td>Horror</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>A Plague So Pleasant</td>\n",
       "      <td>5.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2874</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>A Plague So Pleasant</td>\n",
       "      <td>5.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6452 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         genres       roi                                        movie  \\\n",
       "0        Horror  6.532577                                       Avatar   \n",
       "1        Action  2.546673  Pirates of the Caribbean: On Stranger Tides   \n",
       "1     Adventure  2.546673  Pirates of the Caribbean: On Stranger Tides   \n",
       "1       Fantasy  2.546673  Pirates of the Caribbean: On Stranger Tides   \n",
       "2        Action  0.427892                                 Dark Phoenix   \n",
       "...         ...       ...                                          ...   \n",
       "2873     Sci-Fi  0.000000                                       Red 11   \n",
       "2873   Thriller  0.000000                                       Red 11   \n",
       "2874      Drama  0.000000                         A Plague So Pleasant   \n",
       "2874     Horror  0.000000                         A Plague So Pleasant   \n",
       "2874   Thriller  0.000000                         A Plague So Pleasant   \n",
       "\n",
       "      averagerating  \n",
       "0               6.1  \n",
       "1               6.6  \n",
       "1               6.6  \n",
       "1               6.6  \n",
       "2               6.0  \n",
       "...             ...  \n",
       "2873            5.6  \n",
       "2873            5.6  \n",
       "2874            5.4  \n",
       "2874            5.4  \n",
       "2874            5.4  \n",
       "\n",
       "[6452 rows x 4 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exploded_roi = budget_join_imdb[['genres', 'roi', 'movie', 'averagerating']].explode('genres')\n",
    "exploded_roi"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7aa5be5d",
   "metadata": {},
   "source": [
    "## ROI bar chart "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4581c7eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exploded_roi.groupby('genres').mean(numeric_only = True).sort_values(by = 'roi', ascending=False).plot(kind = 'bar',\n",
    "                                                                                                      y = 'roi',\n",
    "                                                                                                      ylabel = 'ROI mean',\n",
    "                                                                                                      title = 'ROI per genre');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46aa9ef2",
   "metadata": {},
   "source": [
    "## Number of movies per genre with roi > 50 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "22f76d4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "genres\n",
       "Drama          15\n",
       "Horror         10\n",
       "Thriller        9\n",
       "Romance         4\n",
       "Mystery         4\n",
       "Comedy          3\n",
       "Sport           3\n",
       "Action          3\n",
       "Family          2\n",
       "Fantasy         2\n",
       "Biography       2\n",
       "Crime           2\n",
       "Documentary     2\n",
       "Adventure       1\n",
       "Animation       1\n",
       "History         1\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "exploded_roi[exploded_roi['roi'] > 50].genres.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88c28cb1",
   "metadata": {},
   "source": [
    "## Correlation between ROI and ratings by genre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d78cc271",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juank/opt/anaconda3/envs/learn-env/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
      "  if pd.api.types.is_categorical_dtype(vector):\n",
      "/Users/juank/opt/anaconda3/envs/learn-env/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
      "  if pd.api.types.is_categorical_dtype(vector):\n"
     ]
    },
    {
     "data": {
      "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>roi</th>\n",
       "      <th>averagerating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>roi</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.484866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>averagerating</th>\n",
       "      <td>-0.484866</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    roi  averagerating\n",
       "roi            1.000000      -0.484866\n",
       "averagerating -0.484866       1.000000"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "roi_rating_df = exploded_roi.groupby('genres').mean(numeric_only = True)\n",
    "sns.scatterplot(data = roi_rating_df, x = 'roi', y = 'averagerating')\n",
    "roi_rating_df.corr(numeric_only = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "230946d8",
   "metadata": {},
   "source": [
    "# Rotten Tomatoes review analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f65230ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "rt_reviews = pd.read_csv('Data/rt.reviews.tsv', sep = '\\t', encoding = 'unicode_escape')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "1fe39397",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "rt_info = pd.read_csv('Data/rt.movie_info.tsv', sep='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5b0b1f1",
   "metadata": {},
   "source": [
    "- Join reviews and info tables\n",
    "- Find the count of fresh and rotten reviews by top critics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "0c2d9126",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Join tables\n",
    "reviews_info_join = rt_reviews.merge(rt_info, how='left', left_on = 'id', right_on = 'id')\n",
    "#Filter by top critics\n",
    "reviews_info_join = reviews_info_join[reviews_info_join['top_critic'] == 1]\n",
    "#Explode genres\n",
    "reviews_info_join['genre'] = reviews_info_join['genre'].map(lambda x: x.split('|') if type(x) == str else x)\n",
    "reviews_info_join = reviews_info_join.explode('genre')\n",
    "#Fresh rotten table\n",
    "fresh_rotten = reviews_info_join.groupby(['genre', 'fresh']).count()['id'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0d1ab59a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Pivot table to get individual columns of fresh and rotten reviews\n",
    "fresh_rotten = fresh_rotten.reset_index().pivot(columns='fresh', index = 'genre', values = 'id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "37d91039",
   "metadata": {},
   "outputs": [],
   "source": [
    "#fresh to rotten ratio column\n",
    "fresh_rotten['fresh_to_rotten'] = fresh_rotten['fresh'] / fresh_rotten['rotten']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "6852f3fa",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "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>fresh</th>\n",
       "      <th>fresh</th>\n",
       "      <th>rotten</th>\n",
       "      <th>fresh_to_rotten</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genre</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Gay and Lesbian</th>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>4.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Documentary</th>\n",
       "      <td>274</td>\n",
       "      <td>78</td>\n",
       "      <td>3.512821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Art House and International</th>\n",
       "      <td>910</td>\n",
       "      <td>309</td>\n",
       "      <td>2.944984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sports and Fitness</th>\n",
       "      <td>60</td>\n",
       "      <td>23</td>\n",
       "      <td>2.608696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Classics</th>\n",
       "      <td>275</td>\n",
       "      <td>113</td>\n",
       "      <td>2.433628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cult Movies</th>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animation</th>\n",
       "      <td>391</td>\n",
       "      <td>222</td>\n",
       "      <td>1.761261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Special Interest</th>\n",
       "      <td>162</td>\n",
       "      <td>98</td>\n",
       "      <td>1.653061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drama</th>\n",
       "      <td>5018</td>\n",
       "      <td>3291</td>\n",
       "      <td>1.524765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Musical and Performing Arts</th>\n",
       "      <td>355</td>\n",
       "      <td>235</td>\n",
       "      <td>1.510638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Romance</th>\n",
       "      <td>1120</td>\n",
       "      <td>780</td>\n",
       "      <td>1.435897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kids and Family</th>\n",
       "      <td>598</td>\n",
       "      <td>452</td>\n",
       "      <td>1.323009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mystery and Suspense</th>\n",
       "      <td>1459</td>\n",
       "      <td>1271</td>\n",
       "      <td>1.147915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comedy</th>\n",
       "      <td>2828</td>\n",
       "      <td>2519</td>\n",
       "      <td>1.122668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Action and Adventure</th>\n",
       "      <td>1517</td>\n",
       "      <td>1381</td>\n",
       "      <td>1.098479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Faith and Spirituality</th>\n",
       "      <td>34</td>\n",
       "      <td>31</td>\n",
       "      <td>1.096774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anime and Manga</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Western</th>\n",
       "      <td>144</td>\n",
       "      <td>146</td>\n",
       "      <td>0.986301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Science Fiction and Fantasy</th>\n",
       "      <td>754</td>\n",
       "      <td>798</td>\n",
       "      <td>0.944862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Television</th>\n",
       "      <td>17</td>\n",
       "      <td>29</td>\n",
       "      <td>0.586207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Horror</th>\n",
       "      <td>323</td>\n",
       "      <td>552</td>\n",
       "      <td>0.585145</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "fresh                        fresh  rotten  fresh_to_rotten\n",
       "genre                                                      \n",
       "Gay and Lesbian                  9       2         4.500000\n",
       "Documentary                    274      78         3.512821\n",
       "Art House and International    910     309         2.944984\n",
       "Sports and Fitness              60      23         2.608696\n",
       "Classics                       275     113         2.433628\n",
       "Cult Movies                      7       3         2.333333\n",
       "Animation                      391     222         1.761261\n",
       "Special Interest               162      98         1.653061\n",
       "Drama                         5018    3291         1.524765\n",
       "Musical and Performing Arts    355     235         1.510638\n",
       "Romance                       1120     780         1.435897\n",
       "Kids and Family                598     452         1.323009\n",
       "Mystery and Suspense          1459    1271         1.147915\n",
       "Comedy                        2828    2519         1.122668\n",
       "Action and Adventure          1517    1381         1.098479\n",
       "Faith and Spirituality          34      31         1.096774\n",
       "Anime and Manga                  5       5         1.000000\n",
       "Western                        144     146         0.986301\n",
       "Science Fiction and Fantasy    754     798         0.944862\n",
       "Television                      17      29         0.586207\n",
       "Horror                         323     552         0.585145"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fresh_rotten = fresh_rotten.sort_values('fresh_to_rotten', ascending = False)\n",
    "fresh_rotten"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ea169fd",
   "metadata": {},
   "source": [
    "## Fresh:Rotten ratio bar chart\n",
    "Considering only top critics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "df1e5dac",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juank/opt/anaconda3/envs/learn-env/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
      "  if pd.api.types.is_categorical_dtype(vector):\n",
      "/Users/juank/opt/anaconda3/envs/learn-env/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
      "  if pd.api.types.is_categorical_dtype(vector):\n",
      "/Users/juank/opt/anaconda3/envs/learn-env/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
      "  if pd.api.types.is_categorical_dtype(vector):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data = fresh_rotten, y = fresh_rotten.index, x = 'fresh_to_rotten'). \\\n",
    "set(title='Rotten Tomatoes Freshness', xlabel = 'fresh:rotten ratio', ylabel = 'Genres');"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (learn-env)",
   "language": "python",
   "name": "learn-env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}