DS+in+Python+Movie+Assignment.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Supress Warnings\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the numpy and pandas packages\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Task 1: Reading and Inspection\n",
    "\n",
    "-  ### Subtask 1.1: Import and read\n",
    "\n",
    "Import and read the movie database. Store it in a variable called `movies`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "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>color</th>\n",
       "      <th>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>duration</th>\n",
       "      <th>director_facebook_likes</th>\n",
       "      <th>actor_3_facebook_likes</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_1_facebook_likes</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>...</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>country</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>actor_2_facebook_likes</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>aspect_ratio</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>760505847.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>936.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1.78</td>\n",
       "      <td>33000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>302.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>602.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>994.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>85000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Color</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>813.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   color      director_name  num_critic_for_reviews  duration  \\\n",
       "0  Color      James Cameron                   723.0     178.0   \n",
       "1  Color     Gore Verbinski                   302.0     169.0   \n",
       "2  Color         Sam Mendes                   602.0     148.0   \n",
       "3  Color  Christopher Nolan                   813.0     164.0   \n",
       "4    NaN        Doug Walker                     NaN       NaN   \n",
       "\n",
       "   director_facebook_likes  actor_3_facebook_likes      actor_2_name  \\\n",
       "0                      0.0                   855.0  Joel David Moore   \n",
       "1                    563.0                  1000.0     Orlando Bloom   \n",
       "2                      0.0                   161.0      Rory Kinnear   \n",
       "3                  22000.0                 23000.0    Christian Bale   \n",
       "4                    131.0                     NaN        Rob Walker   \n",
       "\n",
       "   actor_1_facebook_likes        gross                           genres  ...  \\\n",
       "0                  1000.0  760505847.0  Action|Adventure|Fantasy|Sci-Fi  ...   \n",
       "1                 40000.0  309404152.0         Action|Adventure|Fantasy  ...   \n",
       "2                 11000.0  200074175.0        Action|Adventure|Thriller  ...   \n",
       "3                 27000.0  448130642.0                  Action|Thriller  ...   \n",
       "4                   131.0          NaN                      Documentary  ...   \n",
       "\n",
       "  num_user_for_reviews language  country  content_rating       budget  \\\n",
       "0               3054.0  English      USA           PG-13  237000000.0   \n",
       "1               1238.0  English      USA           PG-13  300000000.0   \n",
       "2                994.0  English       UK           PG-13  245000000.0   \n",
       "3               2701.0  English      USA           PG-13  250000000.0   \n",
       "4                  NaN      NaN      NaN             NaN          NaN   \n",
       "\n",
       "   title_year actor_2_facebook_likes imdb_score  aspect_ratio  \\\n",
       "0      2009.0                  936.0        7.9          1.78   \n",
       "1      2007.0                 5000.0        7.1          2.35   \n",
       "2      2015.0                  393.0        6.8          2.35   \n",
       "3      2012.0                23000.0        8.5          2.35   \n",
       "4         NaN                   12.0        7.1           NaN   \n",
       "\n",
       "  movie_facebook_likes  \n",
       "0                33000  \n",
       "1                    0  \n",
       "2                85000  \n",
       "3               164000  \n",
       "4                    0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 319,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies =pd.read_csv('Movie+Assignment+Data.csv') # Write your code for importing the csv file here\n",
    "movies.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  ### Subtask 1.2: Inspect the dataframe\n",
    "\n",
    "Inspect the dataframe's columns, shapes, variable types etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5043 entries, 0 to 5042\n",
      "Data columns (total 28 columns):\n",
      "color                        5024 non-null object\n",
      "director_name                4939 non-null object\n",
      "num_critic_for_reviews       4993 non-null float64\n",
      "duration                     5028 non-null float64\n",
      "director_facebook_likes      4939 non-null float64\n",
      "actor_3_facebook_likes       5020 non-null float64\n",
      "actor_2_name                 5030 non-null object\n",
      "actor_1_facebook_likes       5036 non-null float64\n",
      "gross                        4159 non-null float64\n",
      "genres                       5043 non-null object\n",
      "actor_1_name                 5036 non-null object\n",
      "movie_title                  5043 non-null object\n",
      "num_voted_users              5043 non-null int64\n",
      "cast_total_facebook_likes    5043 non-null int64\n",
      "actor_3_name                 5020 non-null object\n",
      "facenumber_in_poster         5030 non-null float64\n",
      "plot_keywords                4890 non-null object\n",
      "movie_imdb_link              5043 non-null object\n",
      "num_user_for_reviews         5022 non-null float64\n",
      "language                     5031 non-null object\n",
      "country                      5038 non-null object\n",
      "content_rating               4740 non-null object\n",
      "budget                       4551 non-null float64\n",
      "title_year                   4935 non-null float64\n",
      "actor_2_facebook_likes       5030 non-null float64\n",
      "imdb_score                   5043 non-null float64\n",
      "aspect_ratio                 4714 non-null float64\n",
      "movie_facebook_likes         5043 non-null int64\n",
      "dtypes: float64(13), int64(3), object(12)\n",
      "memory usage: 1.1+ MB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Index(['color', 'director_name', 'num_critic_for_reviews', 'duration',\n",
       "       'director_facebook_likes', 'actor_3_facebook_likes', 'actor_2_name',\n",
       "       'actor_1_facebook_likes', 'gross', 'genres', 'actor_1_name',\n",
       "       'movie_title', 'num_voted_users', 'cast_total_facebook_likes',\n",
       "       'actor_3_name', 'facenumber_in_poster', 'plot_keywords',\n",
       "       'movie_imdb_link', 'num_user_for_reviews', 'language', 'country',\n",
       "       'content_rating', 'budget', 'title_year', 'actor_2_facebook_likes',\n",
       "       'imdb_score', 'aspect_ratio', 'movie_facebook_likes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 320,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.info()\n",
    "\n",
    "movies.describe()\n",
    "\n",
    "movies.shape\n",
    "\n",
    "movies.columns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Task 2: Cleaning the Data\n",
    "\n",
    "-  ### Subtask 2.1: Inspect Null values\n",
    "\n",
    "Find out the number of Null values in all the columns and rows. Also, find the percentage of Null values in each column. Round off the percentages upto two decimal places."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "color                         19\n",
       "director_name                104\n",
       "num_critic_for_reviews        50\n",
       "duration                      15\n",
       "director_facebook_likes      104\n",
       "actor_3_facebook_likes        23\n",
       "actor_2_name                  13\n",
       "actor_1_facebook_likes         7\n",
       "gross                        884\n",
       "genres                         0\n",
       "actor_1_name                   7\n",
       "movie_title                    0\n",
       "num_voted_users                0\n",
       "cast_total_facebook_likes      0\n",
       "actor_3_name                  23\n",
       "facenumber_in_poster          13\n",
       "plot_keywords                153\n",
       "movie_imdb_link                0\n",
       "num_user_for_reviews          21\n",
       "language                      12\n",
       "country                        5\n",
       "content_rating               303\n",
       "budget                       492\n",
       "title_year                   108\n",
       "actor_2_facebook_likes        13\n",
       "imdb_score                     0\n",
       "aspect_ratio                 329\n",
       "movie_facebook_likes           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 321,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for column-wise null count here\n",
    "\n",
    "movies.isnull().sum()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        0\n",
       "1        0\n",
       "2        0\n",
       "3        0\n",
       "4       14\n",
       "5        0\n",
       "6        0\n",
       "7        0\n",
       "8        0\n",
       "9        0\n",
       "10       0\n",
       "11       0\n",
       "12       0\n",
       "13       0\n",
       "14       0\n",
       "15       0\n",
       "16       0\n",
       "17       0\n",
       "18       0\n",
       "19       0\n",
       "20       0\n",
       "21       0\n",
       "22       0\n",
       "23       0\n",
       "24       0\n",
       "25       0\n",
       "26       0\n",
       "27       0\n",
       "28       0\n",
       "29       0\n",
       "        ..\n",
       "5013     2\n",
       "5014     2\n",
       "5015     0\n",
       "5016     5\n",
       "5017     2\n",
       "5018     2\n",
       "5019     2\n",
       "5020     5\n",
       "5021     1\n",
       "5022     4\n",
       "5023     2\n",
       "5024     1\n",
       "5025     0\n",
       "5026     0\n",
       "5027     0\n",
       "5028     3\n",
       "5029     1\n",
       "5030     5\n",
       "5031     3\n",
       "5032     4\n",
       "5033     0\n",
       "5034     1\n",
       "5035     0\n",
       "5036     3\n",
       "5037     1\n",
       "5038     4\n",
       "5039     5\n",
       "5040     4\n",
       "5041     2\n",
       "5042     0\n",
       "Length: 5043, dtype: int64"
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for row-wise null count here\n",
    "movies.isnull().sum(axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "color                         0.38\n",
       "director_name                 2.06\n",
       "num_critic_for_reviews        0.99\n",
       "duration                      0.30\n",
       "director_facebook_likes       2.06\n",
       "actor_3_facebook_likes        0.46\n",
       "actor_2_name                  0.26\n",
       "actor_1_facebook_likes        0.14\n",
       "gross                        17.53\n",
       "genres                        0.00\n",
       "actor_1_name                  0.14\n",
       "movie_title                   0.00\n",
       "num_voted_users               0.00\n",
       "cast_total_facebook_likes     0.00\n",
       "actor_3_name                  0.46\n",
       "facenumber_in_poster          0.26\n",
       "plot_keywords                 3.03\n",
       "movie_imdb_link               0.00\n",
       "num_user_for_reviews          0.42\n",
       "language                      0.24\n",
       "country                       0.10\n",
       "content_rating                6.01\n",
       "budget                        9.76\n",
       "title_year                    2.14\n",
       "actor_2_facebook_likes        0.26\n",
       "imdb_score                    0.00\n",
       "aspect_ratio                  6.52\n",
       "movie_facebook_likes          0.00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 323,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for column-wise null percentages here\n",
    "round(100*(movies.isnull().sum()/len(movies.index)), 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  ### Subtask 2.2: Drop unecessary columns\n",
    "\n",
    "For this assignment, you will mostly be analyzing the movies with respect to the ratings, gross collection, popularity of movies, etc. So many of the columns in this dataframe are not required. So it is advised to drop the following columns.\n",
    "-  color\n",
    "-  director_facebook_likes\n",
    "-  actor_1_facebook_likes\n",
    "-  actor_2_facebook_likes\n",
    "-  actor_3_facebook_likes\n",
    "-  actor_2_name\n",
    "-  cast_total_facebook_likes\n",
    "-  actor_3_name\n",
    "-  duration\n",
    "-  facenumber_in_poster\n",
    "-  content_rating\n",
    "-  country\n",
    "-  movie_imdb_link\n",
    "-  aspect_ratio\n",
    "-  plot_keywords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Write your code for dropping the columns here. It is advised to keep inspecting the dataframe after each set of operations \n",
    "\n",
    "movies = movies.drop(['color'], axis=1)\n",
    "movies = movies.drop('director_facebook_likes', axis=1)\n",
    "movies = movies.drop('actor_1_facebook_likes', axis=1)\n",
    "movies = movies.drop('actor_2_facebook_likes', axis=1)\n",
    "movies = movies.drop('actor_3_facebook_likes', axis=1)\n",
    "movies = movies.drop('actor_2_name', axis=1)\n",
    "movies = movies.drop('cast_total_facebook_likes', axis=1)\n",
    "movies = movies.drop('actor_3_name', axis=1)\n",
    "movies = movies.drop('duration', axis=1)\n",
    "movies = movies.drop('facenumber_in_poster', axis=1)\n",
    "movies = movies.drop('content_rating', axis=1)\n",
    "movies = movies.drop('country', axis=1)\n",
    "movies = movies.drop('movie_imdb_link', axis=1)\n",
    "movies = movies.drop('aspect_ratio', axis=1)\n",
    "movies = movies.drop('plot_keywords', axis=1)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  ### Subtask 2.3: Drop unecessary rows using columns with high Null percentages\n",
    "\n",
    "Now, on inspection you might notice that some columns have large percentage (greater than 5%) of Null values. Drop all the rows which have Null values for such columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director_name              2.06\n",
       "num_critic_for_reviews     0.99\n",
       "gross                     17.53\n",
       "genres                     0.00\n",
       "actor_1_name               0.14\n",
       "movie_title                0.00\n",
       "num_voted_users            0.00\n",
       "num_user_for_reviews       0.42\n",
       "language                   0.24\n",
       "budget                     9.76\n",
       "title_year                 2.14\n",
       "imdb_score                 0.00\n",
       "movie_facebook_likes       0.00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 325,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for dropping the rows here\n",
    "movies.columns\n",
    "\n",
    "round(100*((movies.isnull().sum(axis=0))/len(movies.index)), 2)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director_name             0.00\n",
       "num_critic_for_reviews    0.03\n",
       "gross                     0.00\n",
       "genres                    0.00\n",
       "actor_1_name              0.08\n",
       "movie_title               0.00\n",
       "num_voted_users           0.00\n",
       "num_user_for_reviews      0.00\n",
       "language                  0.08\n",
       "budget                    0.00\n",
       "title_year                0.00\n",
       "imdb_score                0.00\n",
       "movie_facebook_likes      0.00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 326,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies = movies[~np.isnan(movies['gross'])]\n",
    "movies = movies[~np.isnan(movies['budget'])]\n",
    "round(100*((movies.isnull().sum(axis=0))/len(movies.index)), 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  ### Subtask 2.4: Drop unecessary rows\n",
    "\n",
    "Some of the rows might have greater than five NaN values. Such rows aren't of much use for the analysis and hence, should be removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director_name             0.00\n",
       "num_critic_for_reviews    0.03\n",
       "gross                     0.00\n",
       "genres                    0.00\n",
       "actor_1_name              0.08\n",
       "movie_title               0.00\n",
       "num_voted_users           0.00\n",
       "num_user_for_reviews      0.00\n",
       "language                  0.08\n",
       "budget                    0.00\n",
       "title_year                0.00\n",
       "imdb_score                0.00\n",
       "movie_facebook_likes      0.00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 327,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# Write your code for dropping the rows here\n",
    "\n",
    "movies= movies[movies.isnull().sum(axis=1) <= 5]\n",
    "round(100*((movies.isnull().sum(axis=0))/len(movies.index)), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  ### Subtask 2.5: Fill NaN values\n",
    "\n",
    "You might notice that the `language` column has some NaN values. Here, on inspection, you will see that it is safe to replace all the missing values with `'English'`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director_name             0.00\n",
       "num_critic_for_reviews    0.03\n",
       "gross                     0.00\n",
       "genres                    0.00\n",
       "actor_1_name              0.08\n",
       "movie_title               0.00\n",
       "num_voted_users           0.00\n",
       "num_user_for_reviews      0.00\n",
       "language                  0.00\n",
       "budget                    0.00\n",
       "title_year                0.00\n",
       "imdb_score                0.00\n",
       "movie_facebook_likes      0.00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 328,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for filling the NaN values in the 'language' column here\n",
    "\n",
    "movies.loc[pd.isnull(movies['language']), ['language']] = 'English'\n",
    "round(100*((movies.isnull().sum(axis=0))/len(movies.index)), 2)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  ### Subtask 2.6: Check the number of retained rows\n",
    "\n",
    "You might notice that two of the columns viz. `num_critic_for_reviews` and `actor_1_name` have small percentages of NaN values left. You can let these columns as it is for now. Check the number and percentage of the rows retained after completing all the tasks above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3891\n",
      "0.771717572391908\n"
     ]
    }
   ],
   "source": [
    "# Write your code for checking number of retained rows here\n",
    "print(len(movies.index))\n",
    "print(len(movies.index)/5042)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Checkpoint 1:** You might have noticed that we still have around `77%` of the rows!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Task 3: Data Analysis\n",
    "\n",
    "-  ### Subtask 3.1: Change the unit of columns\n",
    "\n",
    "Convert the unit of the `budget` and `gross` columns from `$` to `million $`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Write your code for unit conversion here\n",
    "movies['budget']= movies['budget']/1000000\n",
    "movies['gross'] = movies['gross']/1000000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  ### Subtask 3.2: Find the movies with highest profit\n",
    "\n",
    "    1. Create a new column called `profit` which contains the difference of the two columns: `gross` and `budget`.\n",
    "    2. Sort the dataframe using the `profit` column as reference.\n",
    "    3. Extract the top ten profiting movies in descending order and store them in a new dataframe - `top10`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['director_name', 'num_critic_for_reviews', 'gross', 'genres',\n",
       "       'actor_1_name', 'movie_title', 'num_voted_users',\n",
       "       'num_user_for_reviews', 'language', 'budget', 'title_year',\n",
       "       'imdb_score', 'movie_facebook_likes', 'profit'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 331,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for creating the profit column here\n",
    "movies['profit']= movies['gross']-movies['budget']\n",
    "movies.columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "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>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>760.505847</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>886204</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>237.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>33000</td>\n",
       "      <td>523.505847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>644.0</td>\n",
       "      <td>652.177271</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>Bryce Dallas Howard</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>418214</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>English</td>\n",
       "      <td>150.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>150000</td>\n",
       "      <td>502.177271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>658.672302</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>793059</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>26000</td>\n",
       "      <td>458.672302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3024</th>\n",
       "      <td>George Lucas</td>\n",
       "      <td>282.0</td>\n",
       "      <td>460.935665</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>Harrison Ford</td>\n",
       "      <td>Star Wars: Episode IV - A New Hope</td>\n",
       "      <td>911097</td>\n",
       "      <td>1470.0</td>\n",
       "      <td>English</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>33000</td>\n",
       "      <td>449.935665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3080</th>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>215.0</td>\n",
       "      <td>434.949459</td>\n",
       "      <td>Family|Sci-Fi</td>\n",
       "      <td>Henry Thomas</td>\n",
       "      <td>E.T. the Extra-Terrestrial</td>\n",
       "      <td>281842</td>\n",
       "      <td>515.0</td>\n",
       "      <td>English</td>\n",
       "      <td>10.5</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>34000</td>\n",
       "      <td>424.449459</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         director_name  num_critic_for_reviews       gross  \\\n",
       "0        James Cameron                   723.0  760.505847   \n",
       "29     Colin Trevorrow                   644.0  652.177271   \n",
       "26       James Cameron                   315.0  658.672302   \n",
       "3024      George Lucas                   282.0  460.935665   \n",
       "3080  Steven Spielberg                   215.0  434.949459   \n",
       "\n",
       "                                genres         actor_1_name  \\\n",
       "0      Action|Adventure|Fantasy|Sci-Fi          CCH Pounder   \n",
       "29    Action|Adventure|Sci-Fi|Thriller  Bryce Dallas Howard   \n",
       "26                       Drama|Romance    Leonardo DiCaprio   \n",
       "3024   Action|Adventure|Fantasy|Sci-Fi        Harrison Ford   \n",
       "3080                     Family|Sci-Fi         Henry Thomas   \n",
       "\n",
       "                              movie_title  num_voted_users  \\\n",
       "0                                 Avatar            886204   \n",
       "29                        Jurassic World            418214   \n",
       "26                               Titanic            793059   \n",
       "3024  Star Wars: Episode IV - A New Hope            911097   \n",
       "3080          E.T. the Extra-Terrestrial            281842   \n",
       "\n",
       "      num_user_for_reviews language  budget  title_year  imdb_score  \\\n",
       "0                   3054.0  English   237.0      2009.0         7.9   \n",
       "29                  1290.0  English   150.0      2015.0         7.0   \n",
       "26                  2528.0  English   200.0      1997.0         7.7   \n",
       "3024                1470.0  English    11.0      1977.0         8.7   \n",
       "3080                 515.0  English    10.5      1982.0         7.9   \n",
       "\n",
       "      movie_facebook_likes      profit  \n",
       "0                    33000  523.505847  \n",
       "29                  150000  502.177271  \n",
       "26                   26000  458.672302  \n",
       "3024                 33000  449.935665  \n",
       "3080                 34000  424.449459  "
      ]
     },
     "execution_count": 332,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for sorting the dataframe here\n",
    "movies.sort_values(by='profit', ascending = False).head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "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>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>760.505847</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>886204</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>237.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>33000</td>\n",
       "      <td>523.505847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>644.0</td>\n",
       "      <td>652.177271</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>Bryce Dallas Howard</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>418214</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>English</td>\n",
       "      <td>150.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>150000</td>\n",
       "      <td>502.177271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>658.672302</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>793059</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>26000</td>\n",
       "      <td>458.672302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3024</th>\n",
       "      <td>George Lucas</td>\n",
       "      <td>282.0</td>\n",
       "      <td>460.935665</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>Harrison Ford</td>\n",
       "      <td>Star Wars: Episode IV - A New Hope</td>\n",
       "      <td>911097</td>\n",
       "      <td>1470.0</td>\n",
       "      <td>English</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>33000</td>\n",
       "      <td>449.935665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3080</th>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>215.0</td>\n",
       "      <td>434.949459</td>\n",
       "      <td>Family|Sci-Fi</td>\n",
       "      <td>Henry Thomas</td>\n",
       "      <td>E.T. the Extra-Terrestrial</td>\n",
       "      <td>281842</td>\n",
       "      <td>515.0</td>\n",
       "      <td>English</td>\n",
       "      <td>10.5</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>34000</td>\n",
       "      <td>424.449459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>703.0</td>\n",
       "      <td>623.279547</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Chris Hemsworth</td>\n",
       "      <td>The Avengers</td>\n",
       "      <td>995415</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>English</td>\n",
       "      <td>220.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>123000</td>\n",
       "      <td>403.279547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>703.0</td>\n",
       "      <td>623.279547</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Chris Hemsworth</td>\n",
       "      <td>The Avengers</td>\n",
       "      <td>995415</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>English</td>\n",
       "      <td>220.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>123000</td>\n",
       "      <td>403.279547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Roger Allers</td>\n",
       "      <td>186.0</td>\n",
       "      <td>422.783777</td>\n",
       "      <td>Adventure|Animation|Drama|Family|Musical</td>\n",
       "      <td>Matthew Broderick</td>\n",
       "      <td>The Lion King</td>\n",
       "      <td>644348</td>\n",
       "      <td>656.0</td>\n",
       "      <td>English</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>17000</td>\n",
       "      <td>377.783777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>George Lucas</td>\n",
       "      <td>320.0</td>\n",
       "      <td>474.544677</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>Natalie Portman</td>\n",
       "      <td>Star Wars: Episode I - The Phantom Menace</td>\n",
       "      <td>534658</td>\n",
       "      <td>3597.0</td>\n",
       "      <td>English</td>\n",
       "      <td>115.0</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>13000</td>\n",
       "      <td>359.544677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>645.0</td>\n",
       "      <td>533.316061</td>\n",
       "      <td>Action|Crime|Drama|Thriller</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>1676169</td>\n",
       "      <td>4667.0</td>\n",
       "      <td>English</td>\n",
       "      <td>185.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>37000</td>\n",
       "      <td>348.316061</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          director_name  num_critic_for_reviews       gross  \\\n",
       "0         James Cameron                   723.0  760.505847   \n",
       "29      Colin Trevorrow                   644.0  652.177271   \n",
       "26        James Cameron                   315.0  658.672302   \n",
       "3024       George Lucas                   282.0  460.935665   \n",
       "3080   Steven Spielberg                   215.0  434.949459   \n",
       "794         Joss Whedon                   703.0  623.279547   \n",
       "17          Joss Whedon                   703.0  623.279547   \n",
       "509        Roger Allers                   186.0  422.783777   \n",
       "240        George Lucas                   320.0  474.544677   \n",
       "66    Christopher Nolan                   645.0  533.316061   \n",
       "\n",
       "                                        genres         actor_1_name  \\\n",
       "0              Action|Adventure|Fantasy|Sci-Fi          CCH Pounder   \n",
       "29            Action|Adventure|Sci-Fi|Thriller  Bryce Dallas Howard   \n",
       "26                               Drama|Romance    Leonardo DiCaprio   \n",
       "3024           Action|Adventure|Fantasy|Sci-Fi        Harrison Ford   \n",
       "3080                             Family|Sci-Fi         Henry Thomas   \n",
       "794                    Action|Adventure|Sci-Fi      Chris Hemsworth   \n",
       "17                     Action|Adventure|Sci-Fi      Chris Hemsworth   \n",
       "509   Adventure|Animation|Drama|Family|Musical    Matthew Broderick   \n",
       "240            Action|Adventure|Fantasy|Sci-Fi      Natalie Portman   \n",
       "66                 Action|Crime|Drama|Thriller       Christian Bale   \n",
       "\n",
       "                                     movie_title  num_voted_users  \\\n",
       "0                                        Avatar            886204   \n",
       "29                               Jurassic World            418214   \n",
       "26                                      Titanic            793059   \n",
       "3024         Star Wars: Episode IV - A New Hope            911097   \n",
       "3080                 E.T. the Extra-Terrestrial            281842   \n",
       "794                                The Avengers            995415   \n",
       "17                                 The Avengers            995415   \n",
       "509                               The Lion King            644348   \n",
       "240   Star Wars: Episode I - The Phantom Menace            534658   \n",
       "66                              The Dark Knight           1676169   \n",
       "\n",
       "      num_user_for_reviews language  budget  title_year  imdb_score  \\\n",
       "0                   3054.0  English   237.0      2009.0         7.9   \n",
       "29                  1290.0  English   150.0      2015.0         7.0   \n",
       "26                  2528.0  English   200.0      1997.0         7.7   \n",
       "3024                1470.0  English    11.0      1977.0         8.7   \n",
       "3080                 515.0  English    10.5      1982.0         7.9   \n",
       "794                 1722.0  English   220.0      2012.0         8.1   \n",
       "17                  1722.0  English   220.0      2012.0         8.1   \n",
       "509                  656.0  English    45.0      1994.0         8.5   \n",
       "240                 3597.0  English   115.0      1999.0         6.5   \n",
       "66                  4667.0  English   185.0      2008.0         9.0   \n",
       "\n",
       "      movie_facebook_likes      profit  \n",
       "0                    33000  523.505847  \n",
       "29                  150000  502.177271  \n",
       "26                   26000  458.672302  \n",
       "3024                 33000  449.935665  \n",
       "3080                 34000  424.449459  \n",
       "794                 123000  403.279547  \n",
       "17                  123000  403.279547  \n",
       "509                  17000  377.783777  \n",
       "240                  13000  359.544677  \n",
       "66                   37000  348.316061  "
      ]
     },
     "execution_count": 333,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top10 = movies.sort_values(by='profit', ascending = False).head(10)\n",
    "top10\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  ### Subtask 3.3: Drop duplicate values\n",
    "\n",
    "After you found out the top 10 profiting movies, you might have notice a duplicate value. So, it seems like the dataframe has duplicate values as well. Drop the duplicate values from the dataframe and repeat `Subtask 3.2`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "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>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>760.505847</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>886204</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>237.0000</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>33000</td>\n",
       "      <td>523.505847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>302.0</td>\n",
       "      <td>309.404152</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>471220</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>English</td>\n",
       "      <td>300.0000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>0</td>\n",
       "      <td>9.404152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>602.0</td>\n",
       "      <td>200.074175</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>Christoph Waltz</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>275868</td>\n",
       "      <td>994.0</td>\n",
       "      <td>English</td>\n",
       "      <td>245.0000</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>85000</td>\n",
       "      <td>-44.925825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>813.0</td>\n",
       "      <td>448.130642</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>1144337</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>164000</td>\n",
       "      <td>198.130642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>462.0</td>\n",
       "      <td>73.058679</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Daryl Sabara</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>212204</td>\n",
       "      <td>738.0</td>\n",
       "      <td>English</td>\n",
       "      <td>263.7000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>24000</td>\n",
       "      <td>-190.641321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>392.0</td>\n",
       "      <td>336.530303</td>\n",
       "      <td>Action|Adventure|Romance</td>\n",
       "      <td>J.K. Simmons</td>\n",
       "      <td>Spider-Man 3</td>\n",
       "      <td>383056</td>\n",
       "      <td>1902.0</td>\n",
       "      <td>English</td>\n",
       "      <td>258.0000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>0</td>\n",
       "      <td>78.530303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nathan Greno</td>\n",
       "      <td>324.0</td>\n",
       "      <td>200.807262</td>\n",
       "      <td>Adventure|Animation|Comedy|Family|Fantasy|Musi...</td>\n",
       "      <td>Brad Garrett</td>\n",
       "      <td>Tangled</td>\n",
       "      <td>294810</td>\n",
       "      <td>387.0</td>\n",
       "      <td>English</td>\n",
       "      <td>260.0000</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>29000</td>\n",
       "      <td>-59.192738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>635.0</td>\n",
       "      <td>458.991599</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Chris Hemsworth</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>462669</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>118000</td>\n",
       "      <td>208.991599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>David Yates</td>\n",
       "      <td>375.0</td>\n",
       "      <td>301.956980</td>\n",
       "      <td>Adventure|Family|Fantasy|Mystery</td>\n",
       "      <td>Alan Rickman</td>\n",
       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
       "      <td>321795</td>\n",
       "      <td>973.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>10000</td>\n",
       "      <td>51.956980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>673.0</td>\n",
       "      <td>330.249062</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Henry Cavill</td>\n",
       "      <td>Batman v Superman: Dawn of Justice</td>\n",
       "      <td>371639</td>\n",
       "      <td>3018.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>197000</td>\n",
       "      <td>80.249062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>434.0</td>\n",
       "      <td>200.069408</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Kevin Spacey</td>\n",
       "      <td>Superman Returns</td>\n",
       "      <td>240396</td>\n",
       "      <td>2367.0</td>\n",
       "      <td>English</td>\n",
       "      <td>209.0000</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>0</td>\n",
       "      <td>-8.930592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>403.0</td>\n",
       "      <td>168.368427</td>\n",
       "      <td>Action|Adventure</td>\n",
       "      <td>Giancarlo Giannini</td>\n",
       "      <td>Quantum of Solace</td>\n",
       "      <td>330784</td>\n",
       "      <td>1243.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0000</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>0</td>\n",
       "      <td>-31.631573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>313.0</td>\n",
       "      <td>423.032628</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
       "      <td>522040</td>\n",
       "      <td>1832.0</td>\n",
       "      <td>English</td>\n",
       "      <td>225.0000</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5000</td>\n",
       "      <td>198.032628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>450.0</td>\n",
       "      <td>89.289910</td>\n",
       "      <td>Action|Adventure|Western</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>The Lone Ranger</td>\n",
       "      <td>181792</td>\n",
       "      <td>711.0</td>\n",
       "      <td>English</td>\n",
       "      <td>215.0000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>48000</td>\n",
       "      <td>-125.710090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>733.0</td>\n",
       "      <td>291.021565</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>Henry Cavill</td>\n",
       "      <td>Man of Steel</td>\n",
       "      <td>548573</td>\n",
       "      <td>2536.0</td>\n",
       "      <td>English</td>\n",
       "      <td>225.0000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>118000</td>\n",
       "      <td>66.021565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Andrew Adamson</td>\n",
       "      <td>258.0</td>\n",
       "      <td>141.614023</td>\n",
       "      <td>Action|Adventure|Family|Fantasy</td>\n",
       "      <td>Peter Dinklage</td>\n",
       "      <td>The Chronicles of Narnia: Prince Caspian</td>\n",
       "      <td>149922</td>\n",
       "      <td>438.0</td>\n",
       "      <td>English</td>\n",
       "      <td>225.0000</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0</td>\n",
       "      <td>-83.385977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>703.0</td>\n",
       "      <td>623.279547</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Chris Hemsworth</td>\n",
       "      <td>The Avengers</td>\n",
       "      <td>995415</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>English</td>\n",
       "      <td>220.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>123000</td>\n",
       "      <td>403.279547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Rob Marshall</td>\n",
       "      <td>448.0</td>\n",
       "      <td>241.063875</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>370704</td>\n",
       "      <td>484.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>58000</td>\n",
       "      <td>-8.936125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>451.0</td>\n",
       "      <td>179.020854</td>\n",
       "      <td>Action|Adventure|Comedy|Family|Fantasy|Sci-Fi</td>\n",
       "      <td>Will Smith</td>\n",
       "      <td>Men in Black 3</td>\n",
       "      <td>268154</td>\n",
       "      <td>341.0</td>\n",
       "      <td>English</td>\n",
       "      <td>225.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>40000</td>\n",
       "      <td>-45.979146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>422.0</td>\n",
       "      <td>255.108370</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>Aidan Turner</td>\n",
       "      <td>The Hobbit: The Battle of the Five Armies</td>\n",
       "      <td>354228</td>\n",
       "      <td>802.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>65000</td>\n",
       "      <td>5.108370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Marc Webb</td>\n",
       "      <td>599.0</td>\n",
       "      <td>262.030663</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>Emma Stone</td>\n",
       "      <td>The Amazing Spider-Man</td>\n",
       "      <td>451803</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>English</td>\n",
       "      <td>230.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>56000</td>\n",
       "      <td>32.030663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>343.0</td>\n",
       "      <td>105.219735</td>\n",
       "      <td>Action|Adventure|Drama|History</td>\n",
       "      <td>Mark Addy</td>\n",
       "      <td>Robin Hood</td>\n",
       "      <td>211765</td>\n",
       "      <td>546.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0000</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>17000</td>\n",
       "      <td>-94.780265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>509.0</td>\n",
       "      <td>258.355354</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>Aidan Turner</td>\n",
       "      <td>The Hobbit: The Desolation of Smaug</td>\n",
       "      <td>483540</td>\n",
       "      <td>951.0</td>\n",
       "      <td>English</td>\n",
       "      <td>225.0000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>83000</td>\n",
       "      <td>33.355354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chris Weitz</td>\n",
       "      <td>251.0</td>\n",
       "      <td>70.083519</td>\n",
       "      <td>Adventure|Family|Fantasy</td>\n",
       "      <td>Christopher Lee</td>\n",
       "      <td>The Golden Compass</td>\n",
       "      <td>149019</td>\n",
       "      <td>666.0</td>\n",
       "      <td>English</td>\n",
       "      <td>180.0000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>0</td>\n",
       "      <td>-109.916481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>446.0</td>\n",
       "      <td>218.051260</td>\n",
       "      <td>Action|Adventure|Drama|Romance</td>\n",
       "      <td>Naomi Watts</td>\n",
       "      <td>King Kong</td>\n",
       "      <td>316018</td>\n",
       "      <td>2618.0</td>\n",
       "      <td>English</td>\n",
       "      <td>207.0000</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>0</td>\n",
       "      <td>11.051260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>658.672302</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>793059</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0000</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>26000</td>\n",
       "      <td>458.672302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>516.0</td>\n",
       "      <td>407.197282</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>Captain America: Civil War</td>\n",
       "      <td>272670</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>72000</td>\n",
       "      <td>157.197282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Peter Berg</td>\n",
       "      <td>377.0</td>\n",
       "      <td>65.173160</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>Liam Neeson</td>\n",
       "      <td>Battleship</td>\n",
       "      <td>202382</td>\n",
       "      <td>751.0</td>\n",
       "      <td>English</td>\n",
       "      <td>209.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>44000</td>\n",
       "      <td>-143.826840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>644.0</td>\n",
       "      <td>652.177271</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>Bryce Dallas Howard</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>418214</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>English</td>\n",
       "      <td>150.0000</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>150000</td>\n",
       "      <td>502.177271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>750.0</td>\n",
       "      <td>304.360277</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>Albert Finney</td>\n",
       "      <td>Skyfall</td>\n",
       "      <td>522030</td>\n",
       "      <td>1498.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>80000</td>\n",
       "      <td>104.360277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4959</th>\n",
       "      <td>Robert Townsend</td>\n",
       "      <td>21.0</td>\n",
       "      <td>5.228617</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Robert Townsend</td>\n",
       "      <td>Hollywood Shuffle</td>\n",
       "      <td>2770</td>\n",
       "      <td>32.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.1000</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>471</td>\n",
       "      <td>5.128617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4962</th>\n",
       "      <td>Larry Blamire</td>\n",
       "      <td>88.0</td>\n",
       "      <td>0.110536</td>\n",
       "      <td>Comedy|Horror|Sci-Fi</td>\n",
       "      <td>Fay Masterson</td>\n",
       "      <td>The Lost Skeleton of Cadavra</td>\n",
       "      <td>4117</td>\n",
       "      <td>118.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.070536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4964</th>\n",
       "      <td>E.L. Katz</td>\n",
       "      <td>193.0</td>\n",
       "      <td>0.059379</td>\n",
       "      <td>Comedy|Crime|Drama|Horror|Thriller</td>\n",
       "      <td>Brighton Sharbino</td>\n",
       "      <td>Cheap Thrills</td>\n",
       "      <td>12796</td>\n",
       "      <td>52.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.2000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.140621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4971</th>\n",
       "      <td>Dennis Iliadis</td>\n",
       "      <td>241.0</td>\n",
       "      <td>32.721635</td>\n",
       "      <td>Crime|Horror|Thriller</td>\n",
       "      <td>Tony Goldwyn</td>\n",
       "      <td>The Last House on the Left</td>\n",
       "      <td>67824</td>\n",
       "      <td>279.0</td>\n",
       "      <td>English</td>\n",
       "      <td>15.0000</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0</td>\n",
       "      <td>17.721635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4973</th>\n",
       "      <td>Darren Aronofsky</td>\n",
       "      <td>138.0</td>\n",
       "      <td>3.216970</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "      <td>Mark Margolis</td>\n",
       "      <td>Pi</td>\n",
       "      <td>142619</td>\n",
       "      <td>586.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>24000</td>\n",
       "      <td>3.156970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975</th>\n",
       "      <td>Myles Berkowitz</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.536767</td>\n",
       "      <td>Biography|Comedy|Romance</td>\n",
       "      <td>Tia Carrere</td>\n",
       "      <td>20 Dates</td>\n",
       "      <td>1622</td>\n",
       "      <td>83.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>30</td>\n",
       "      <td>0.476767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4977</th>\n",
       "      <td>Morgan Spurlock</td>\n",
       "      <td>193.0</td>\n",
       "      <td>11.529368</td>\n",
       "      <td>Comedy|Documentary|Drama</td>\n",
       "      <td>Chemeeka Walker</td>\n",
       "      <td>Super Size Me</td>\n",
       "      <td>85028</td>\n",
       "      <td>404.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>0</td>\n",
       "      <td>11.464368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4978</th>\n",
       "      <td>Brandon Trost</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.040557</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Clifton Collins Jr.</td>\n",
       "      <td>The FP</td>\n",
       "      <td>1389</td>\n",
       "      <td>22.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.019443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4979</th>\n",
       "      <td>Joe Swanberg</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.030084</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>Anna Kendrick</td>\n",
       "      <td>Happy Christmas</td>\n",
       "      <td>5507</td>\n",
       "      <td>23.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>812</td>\n",
       "      <td>-0.039916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4984</th>\n",
       "      <td>Edward Burns</td>\n",
       "      <td>36.0</td>\n",
       "      <td>10.246600</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>Shari Albert</td>\n",
       "      <td>The Brothers McMullen</td>\n",
       "      <td>6375</td>\n",
       "      <td>36.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>265</td>\n",
       "      <td>10.221600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4987</th>\n",
       "      <td>Lena Dunham</td>\n",
       "      <td>113.0</td>\n",
       "      <td>0.389804</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>Lena Dunham</td>\n",
       "      <td>Tiny Furniture</td>\n",
       "      <td>11816</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.324804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>David Gordon Green</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0.241816</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Paul Schneider</td>\n",
       "      <td>George Washington</td>\n",
       "      <td>6246</td>\n",
       "      <td>76.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0420</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>451</td>\n",
       "      <td>0.199816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>Kevin Jordan</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.277233</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>Derick Martini</td>\n",
       "      <td>Smiling Fish &amp; Goat on Fire</td>\n",
       "      <td>2631</td>\n",
       "      <td>26.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0.237233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5004</th>\n",
       "      <td>Mike Bruce</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.243768</td>\n",
       "      <td>Western</td>\n",
       "      <td>Joseph Campanella</td>\n",
       "      <td>The Legend of God's Gun</td>\n",
       "      <td>143</td>\n",
       "      <td>9.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>13</td>\n",
       "      <td>0.213768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5008</th>\n",
       "      <td>Kevin Smith</td>\n",
       "      <td>136.0</td>\n",
       "      <td>3.151130</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Jason Mewes</td>\n",
       "      <td>Clerks</td>\n",
       "      <td>181749</td>\n",
       "      <td>615.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.2300</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>0</td>\n",
       "      <td>2.921130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5009</th>\n",
       "      <td>James Bidgood</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.008231</td>\n",
       "      <td>Drama|Fantasy</td>\n",
       "      <td>Don Brooks</td>\n",
       "      <td>Pink Narcissus</td>\n",
       "      <td>803</td>\n",
       "      <td>16.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0270</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>85</td>\n",
       "      <td>-0.018769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5011</th>\n",
       "      <td>Neil LaBute</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2.856622</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>Stacy Edwards</td>\n",
       "      <td>In the Company of Men</td>\n",
       "      <td>11550</td>\n",
       "      <td>197.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>489</td>\n",
       "      <td>2.831622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5012</th>\n",
       "      <td>David Ayer</td>\n",
       "      <td>233.0</td>\n",
       "      <td>10.499968</td>\n",
       "      <td>Action|Crime|Drama|Thriller</td>\n",
       "      <td>Mireille Enos</td>\n",
       "      <td>Sabotage</td>\n",
       "      <td>47502</td>\n",
       "      <td>212.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0000</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>10000</td>\n",
       "      <td>-24.500032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5015</th>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1.227508</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>Tommy Pallotta</td>\n",
       "      <td>Slacker</td>\n",
       "      <td>15103</td>\n",
       "      <td>80.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0230</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2000</td>\n",
       "      <td>1.204508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5021</th>\n",
       "      <td>Jay Duplass</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.192467</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>Mark Duplass</td>\n",
       "      <td>The Puffy Chair</td>\n",
       "      <td>4067</td>\n",
       "      <td>71.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>297</td>\n",
       "      <td>0.177467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5023</th>\n",
       "      <td>Daryl Wein</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.076382</td>\n",
       "      <td>Romance</td>\n",
       "      <td>Zoe Lister-Jones</td>\n",
       "      <td>Breaking Upwards</td>\n",
       "      <td>1194</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>324</td>\n",
       "      <td>0.061382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5025</th>\n",
       "      <td>John Waters</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.180483</td>\n",
       "      <td>Comedy|Crime|Horror</td>\n",
       "      <td>Divine</td>\n",
       "      <td>Pink Flamingos</td>\n",
       "      <td>16792</td>\n",
       "      <td>183.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.170483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5026</th>\n",
       "      <td>Olivier Assayas</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.136007</td>\n",
       "      <td>Drama|Music|Romance</td>\n",
       "      <td>Maggie Cheung</td>\n",
       "      <td>Clean</td>\n",
       "      <td>3924</td>\n",
       "      <td>39.0</td>\n",
       "      <td>French</td>\n",
       "      <td>0.0045</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>171</td>\n",
       "      <td>0.131507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5027</th>\n",
       "      <td>Jafar Panahi</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.673780</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Fereshteh Sadre Orafaiy</td>\n",
       "      <td>The Circle</td>\n",
       "      <td>4555</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Persian</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>697</td>\n",
       "      <td>0.663780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5029</th>\n",
       "      <td>Kiyoshi Kurosawa</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.094596</td>\n",
       "      <td>Crime|Horror|Mystery|Thriller</td>\n",
       "      <td>Kôji Yakusho</td>\n",
       "      <td>The Cure</td>\n",
       "      <td>6318</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>817</td>\n",
       "      <td>-0.905404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>143.0</td>\n",
       "      <td>0.424760</td>\n",
       "      <td>Drama|Sci-Fi|Thriller</td>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>Primer</td>\n",
       "      <td>72639</td>\n",
       "      <td>371.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0070</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>19000</td>\n",
       "      <td>0.417760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5034</th>\n",
       "      <td>Neill Dela Llana</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.070071</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>Ian Gamazon</td>\n",
       "      <td>Cavite</td>\n",
       "      <td>589</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0070</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>74</td>\n",
       "      <td>0.063071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035</th>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>56.0</td>\n",
       "      <td>2.040920</td>\n",
       "      <td>Action|Crime|Drama|Romance|Thriller</td>\n",
       "      <td>Carlos Gallardo</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>52055</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>0.0070</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>0</td>\n",
       "      <td>2.033920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5037</th>\n",
       "      <td>Edward Burns</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.004584</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>Kerry Bishé</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>1338</td>\n",
       "      <td>14.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0090</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>413</td>\n",
       "      <td>-0.004416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.085222</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>John August</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>4285</td>\n",
       "      <td>84.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0011</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>456</td>\n",
       "      <td>0.084122</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3856 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           director_name  num_critic_for_reviews       gross  \\\n",
       "0          James Cameron                   723.0  760.505847   \n",
       "1         Gore Verbinski                   302.0  309.404152   \n",
       "2             Sam Mendes                   602.0  200.074175   \n",
       "3      Christopher Nolan                   813.0  448.130642   \n",
       "5         Andrew Stanton                   462.0   73.058679   \n",
       "6              Sam Raimi                   392.0  336.530303   \n",
       "7           Nathan Greno                   324.0  200.807262   \n",
       "8            Joss Whedon                   635.0  458.991599   \n",
       "9            David Yates                   375.0  301.956980   \n",
       "10           Zack Snyder                   673.0  330.249062   \n",
       "11          Bryan Singer                   434.0  200.069408   \n",
       "12          Marc Forster                   403.0  168.368427   \n",
       "13        Gore Verbinski                   313.0  423.032628   \n",
       "14        Gore Verbinski                   450.0   89.289910   \n",
       "15           Zack Snyder                   733.0  291.021565   \n",
       "16        Andrew Adamson                   258.0  141.614023   \n",
       "17           Joss Whedon                   703.0  623.279547   \n",
       "18          Rob Marshall                   448.0  241.063875   \n",
       "19      Barry Sonnenfeld                   451.0  179.020854   \n",
       "20         Peter Jackson                   422.0  255.108370   \n",
       "21             Marc Webb                   599.0  262.030663   \n",
       "22          Ridley Scott                   343.0  105.219735   \n",
       "23         Peter Jackson                   509.0  258.355354   \n",
       "24           Chris Weitz                   251.0   70.083519   \n",
       "25         Peter Jackson                   446.0  218.051260   \n",
       "26         James Cameron                   315.0  658.672302   \n",
       "27         Anthony Russo                   516.0  407.197282   \n",
       "28            Peter Berg                   377.0   65.173160   \n",
       "29       Colin Trevorrow                   644.0  652.177271   \n",
       "30            Sam Mendes                   750.0  304.360277   \n",
       "...                  ...                     ...         ...   \n",
       "4959     Robert Townsend                    21.0    5.228617   \n",
       "4962       Larry Blamire                    88.0    0.110536   \n",
       "4964           E.L. Katz                   193.0    0.059379   \n",
       "4971      Dennis Iliadis                   241.0   32.721635   \n",
       "4973    Darren Aronofsky                   138.0    3.216970   \n",
       "4975     Myles Berkowitz                    32.0    0.536767   \n",
       "4977     Morgan Spurlock                   193.0   11.529368   \n",
       "4978       Brandon Trost                    66.0    0.040557   \n",
       "4979        Joe Swanberg                    65.0    0.030084   \n",
       "4984        Edward Burns                    36.0   10.246600   \n",
       "4987         Lena Dunham                   113.0    0.389804   \n",
       "4997  David Gordon Green                    75.0    0.241816   \n",
       "4998        Kevin Jordan                    21.0    0.277233   \n",
       "5004          Mike Bruce                     3.0    0.243768   \n",
       "5008         Kevin Smith                   136.0    3.151130   \n",
       "5009       James Bidgood                     8.0    0.008231   \n",
       "5011         Neil LaBute                    80.0    2.856622   \n",
       "5012          David Ayer                   233.0   10.499968   \n",
       "5015   Richard Linklater                    61.0    1.227508   \n",
       "5021         Jay Duplass                    51.0    0.192467   \n",
       "5023          Daryl Wein                    22.0    0.076382   \n",
       "5025         John Waters                    73.0    0.180483   \n",
       "5026     Olivier Assayas                    81.0    0.136007   \n",
       "5027        Jafar Panahi                    64.0    0.673780   \n",
       "5029    Kiyoshi Kurosawa                    78.0    0.094596   \n",
       "5033       Shane Carruth                   143.0    0.424760   \n",
       "5034    Neill Dela Llana                    35.0    0.070071   \n",
       "5035    Robert Rodriguez                    56.0    2.040920   \n",
       "5037        Edward Burns                    14.0    0.004584   \n",
       "5042            Jon Gunn                    43.0    0.085222   \n",
       "\n",
       "                                                 genres  \\\n",
       "0                       Action|Adventure|Fantasy|Sci-Fi   \n",
       "1                              Action|Adventure|Fantasy   \n",
       "2                             Action|Adventure|Thriller   \n",
       "3                                       Action|Thriller   \n",
       "5                               Action|Adventure|Sci-Fi   \n",
       "6                              Action|Adventure|Romance   \n",
       "7     Adventure|Animation|Comedy|Family|Fantasy|Musi...   \n",
       "8                               Action|Adventure|Sci-Fi   \n",
       "9                      Adventure|Family|Fantasy|Mystery   \n",
       "10                              Action|Adventure|Sci-Fi   \n",
       "11                              Action|Adventure|Sci-Fi   \n",
       "12                                     Action|Adventure   \n",
       "13                             Action|Adventure|Fantasy   \n",
       "14                             Action|Adventure|Western   \n",
       "15                      Action|Adventure|Fantasy|Sci-Fi   \n",
       "16                      Action|Adventure|Family|Fantasy   \n",
       "17                              Action|Adventure|Sci-Fi   \n",
       "18                             Action|Adventure|Fantasy   \n",
       "19        Action|Adventure|Comedy|Family|Fantasy|Sci-Fi   \n",
       "20                                    Adventure|Fantasy   \n",
       "21                             Action|Adventure|Fantasy   \n",
       "22                       Action|Adventure|Drama|History   \n",
       "23                                    Adventure|Fantasy   \n",
       "24                             Adventure|Family|Fantasy   \n",
       "25                       Action|Adventure|Drama|Romance   \n",
       "26                                        Drama|Romance   \n",
       "27                              Action|Adventure|Sci-Fi   \n",
       "28                     Action|Adventure|Sci-Fi|Thriller   \n",
       "29                     Action|Adventure|Sci-Fi|Thriller   \n",
       "30                            Action|Adventure|Thriller   \n",
       "...                                                 ...   \n",
       "4959                                             Comedy   \n",
       "4962                               Comedy|Horror|Sci-Fi   \n",
       "4964                 Comedy|Crime|Drama|Horror|Thriller   \n",
       "4971                              Crime|Horror|Thriller   \n",
       "4973                             Drama|Mystery|Thriller   \n",
       "4975                           Biography|Comedy|Romance   \n",
       "4977                           Comedy|Documentary|Drama   \n",
       "4978                                             Comedy   \n",
       "4979                                       Comedy|Drama   \n",
       "4984                               Comedy|Drama|Romance   \n",
       "4987                               Comedy|Drama|Romance   \n",
       "4997                                              Drama   \n",
       "4998                                     Comedy|Romance   \n",
       "5004                                            Western   \n",
       "5008                                             Comedy   \n",
       "5009                                      Drama|Fantasy   \n",
       "5011                                       Comedy|Drama   \n",
       "5012                        Action|Crime|Drama|Thriller   \n",
       "5015                                       Comedy|Drama   \n",
       "5021                               Comedy|Drama|Romance   \n",
       "5023                                            Romance   \n",
       "5025                                Comedy|Crime|Horror   \n",
       "5026                                Drama|Music|Romance   \n",
       "5027                                              Drama   \n",
       "5029                      Crime|Horror|Mystery|Thriller   \n",
       "5033                              Drama|Sci-Fi|Thriller   \n",
       "5034                                           Thriller   \n",
       "5035                Action|Crime|Drama|Romance|Thriller   \n",
       "5037                                       Comedy|Drama   \n",
       "5042                                        Documentary   \n",
       "\n",
       "                 actor_1_name                                   movie_title  \\\n",
       "0                 CCH Pounder                                       Avatar    \n",
       "1                 Johnny Depp     Pirates of the Caribbean: At World's End    \n",
       "2             Christoph Waltz                                      Spectre    \n",
       "3                   Tom Hardy                        The Dark Knight Rises    \n",
       "5                Daryl Sabara                                  John Carter    \n",
       "6                J.K. Simmons                                 Spider-Man 3    \n",
       "7                Brad Garrett                                      Tangled    \n",
       "8             Chris Hemsworth                      Avengers: Age of Ultron    \n",
       "9                Alan Rickman       Harry Potter and the Half-Blood Prince    \n",
       "10               Henry Cavill           Batman v Superman: Dawn of Justice    \n",
       "11               Kevin Spacey                             Superman Returns    \n",
       "12         Giancarlo Giannini                            Quantum of Solace    \n",
       "13                Johnny Depp   Pirates of the Caribbean: Dead Man's Chest    \n",
       "14                Johnny Depp                              The Lone Ranger    \n",
       "15               Henry Cavill                                 Man of Steel    \n",
       "16             Peter Dinklage     The Chronicles of Narnia: Prince Caspian    \n",
       "17            Chris Hemsworth                                 The Avengers    \n",
       "18                Johnny Depp  Pirates of the Caribbean: On Stranger Tides    \n",
       "19                 Will Smith                               Men in Black 3    \n",
       "20               Aidan Turner    The Hobbit: The Battle of the Five Armies    \n",
       "21                 Emma Stone                       The Amazing Spider-Man    \n",
       "22                  Mark Addy                                   Robin Hood    \n",
       "23               Aidan Turner          The Hobbit: The Desolation of Smaug    \n",
       "24            Christopher Lee                           The Golden Compass    \n",
       "25                Naomi Watts                                    King Kong    \n",
       "26          Leonardo DiCaprio                                      Titanic    \n",
       "27          Robert Downey Jr.                   Captain America: Civil War    \n",
       "28                Liam Neeson                                   Battleship    \n",
       "29        Bryce Dallas Howard                               Jurassic World    \n",
       "30              Albert Finney                                      Skyfall    \n",
       "...                       ...                                           ...   \n",
       "4959          Robert Townsend                            Hollywood Shuffle    \n",
       "4962            Fay Masterson                 The Lost Skeleton of Cadavra    \n",
       "4964        Brighton Sharbino                                Cheap Thrills    \n",
       "4971             Tony Goldwyn                   The Last House on the Left    \n",
       "4973            Mark Margolis                                           Pi    \n",
       "4975              Tia Carrere                                     20 Dates    \n",
       "4977          Chemeeka Walker                                Super Size Me    \n",
       "4978      Clifton Collins Jr.                                       The FP    \n",
       "4979            Anna Kendrick                              Happy Christmas    \n",
       "4984             Shari Albert                        The Brothers McMullen    \n",
       "4987              Lena Dunham                               Tiny Furniture    \n",
       "4997           Paul Schneider                            George Washington    \n",
       "4998           Derick Martini                  Smiling Fish & Goat on Fire    \n",
       "5004        Joseph Campanella                      The Legend of God's Gun    \n",
       "5008              Jason Mewes                                       Clerks    \n",
       "5009               Don Brooks                               Pink Narcissus    \n",
       "5011            Stacy Edwards                        In the Company of Men    \n",
       "5012            Mireille Enos                                     Sabotage    \n",
       "5015           Tommy Pallotta                                      Slacker    \n",
       "5021             Mark Duplass                              The Puffy Chair    \n",
       "5023         Zoe Lister-Jones                             Breaking Upwards    \n",
       "5025                   Divine                               Pink Flamingos    \n",
       "5026            Maggie Cheung                                        Clean    \n",
       "5027  Fereshteh Sadre Orafaiy                                   The Circle    \n",
       "5029             Kôji Yakusho                                     The Cure    \n",
       "5033            Shane Carruth                                       Primer    \n",
       "5034              Ian Gamazon                                       Cavite    \n",
       "5035          Carlos Gallardo                                  El Mariachi    \n",
       "5037              Kerry Bishé                                    Newlyweds    \n",
       "5042              John August                            My Date with Drew    \n",
       "\n",
       "      num_voted_users  num_user_for_reviews  language    budget  title_year  \\\n",
       "0              886204                3054.0   English  237.0000      2009.0   \n",
       "1              471220                1238.0   English  300.0000      2007.0   \n",
       "2              275868                 994.0   English  245.0000      2015.0   \n",
       "3             1144337                2701.0   English  250.0000      2012.0   \n",
       "5              212204                 738.0   English  263.7000      2012.0   \n",
       "6              383056                1902.0   English  258.0000      2007.0   \n",
       "7              294810                 387.0   English  260.0000      2010.0   \n",
       "8              462669                1117.0   English  250.0000      2015.0   \n",
       "9              321795                 973.0   English  250.0000      2009.0   \n",
       "10             371639                3018.0   English  250.0000      2016.0   \n",
       "11             240396                2367.0   English  209.0000      2006.0   \n",
       "12             330784                1243.0   English  200.0000      2008.0   \n",
       "13             522040                1832.0   English  225.0000      2006.0   \n",
       "14             181792                 711.0   English  215.0000      2013.0   \n",
       "15             548573                2536.0   English  225.0000      2013.0   \n",
       "16             149922                 438.0   English  225.0000      2008.0   \n",
       "17             995415                1722.0   English  220.0000      2012.0   \n",
       "18             370704                 484.0   English  250.0000      2011.0   \n",
       "19             268154                 341.0   English  225.0000      2012.0   \n",
       "20             354228                 802.0   English  250.0000      2014.0   \n",
       "21             451803                1225.0   English  230.0000      2012.0   \n",
       "22             211765                 546.0   English  200.0000      2010.0   \n",
       "23             483540                 951.0   English  225.0000      2013.0   \n",
       "24             149019                 666.0   English  180.0000      2007.0   \n",
       "25             316018                2618.0   English  207.0000      2005.0   \n",
       "26             793059                2528.0   English  200.0000      1997.0   \n",
       "27             272670                1022.0   English  250.0000      2016.0   \n",
       "28             202382                 751.0   English  209.0000      2012.0   \n",
       "29             418214                1290.0   English  150.0000      2015.0   \n",
       "30             522030                1498.0   English  200.0000      2012.0   \n",
       "...               ...                   ...       ...       ...         ...   \n",
       "4959             2770                  32.0   English    0.1000      1987.0   \n",
       "4962             4117                 118.0   English    0.0400      2001.0   \n",
       "4964            12796                  52.0   English    0.2000      2013.0   \n",
       "4971            67824                 279.0   English   15.0000      2009.0   \n",
       "4973           142619                 586.0   English    0.0600      1998.0   \n",
       "4975             1622                  83.0   English    0.0600      1998.0   \n",
       "4977            85028                 404.0   English    0.0650      2004.0   \n",
       "4978             1389                  22.0   English    0.0600      2011.0   \n",
       "4979             5507                  23.0   English    0.0700      2014.0   \n",
       "4984             6375                  36.0   English    0.0250      1995.0   \n",
       "4987            11816                  35.0   English    0.0650      2010.0   \n",
       "4997             6246                  76.0   English    0.0420      2000.0   \n",
       "4998             2631                  26.0   English    0.0400      1999.0   \n",
       "5004              143                   9.0   English    0.0300      2007.0   \n",
       "5008           181749                 615.0   English    0.2300      1994.0   \n",
       "5009              803                  16.0   English    0.0270      1971.0   \n",
       "5011            11550                 197.0   English    0.0250      1997.0   \n",
       "5012            47502                 212.0   English   35.0000      2014.0   \n",
       "5015            15103                  80.0   English    0.0230      1991.0   \n",
       "5021             4067                  71.0   English    0.0150      2005.0   \n",
       "5023             1194                   8.0   English    0.0150      2009.0   \n",
       "5025            16792                 183.0   English    0.0100      1972.0   \n",
       "5026             3924                  39.0    French    0.0045      2004.0   \n",
       "5027             4555                  26.0   Persian    0.0100      2000.0   \n",
       "5029             6318                  50.0  Japanese    1.0000      1997.0   \n",
       "5033            72639                 371.0   English    0.0070      2004.0   \n",
       "5034              589                  35.0   English    0.0070      2005.0   \n",
       "5035            52055                 130.0   Spanish    0.0070      1992.0   \n",
       "5037             1338                  14.0   English    0.0090      2011.0   \n",
       "5042             4285                  84.0   English    0.0011      2004.0   \n",
       "\n",
       "      imdb_score  movie_facebook_likes      profit  \n",
       "0            7.9                 33000  523.505847  \n",
       "1            7.1                     0    9.404152  \n",
       "2            6.8                 85000  -44.925825  \n",
       "3            8.5                164000  198.130642  \n",
       "5            6.6                 24000 -190.641321  \n",
       "6            6.2                     0   78.530303  \n",
       "7            7.8                 29000  -59.192738  \n",
       "8            7.5                118000  208.991599  \n",
       "9            7.5                 10000   51.956980  \n",
       "10           6.9                197000   80.249062  \n",
       "11           6.1                     0   -8.930592  \n",
       "12           6.7                     0  -31.631573  \n",
       "13           7.3                  5000  198.032628  \n",
       "14           6.5                 48000 -125.710090  \n",
       "15           7.2                118000   66.021565  \n",
       "16           6.6                     0  -83.385977  \n",
       "17           8.1                123000  403.279547  \n",
       "18           6.7                 58000   -8.936125  \n",
       "19           6.8                 40000  -45.979146  \n",
       "20           7.5                 65000    5.108370  \n",
       "21           7.0                 56000   32.030663  \n",
       "22           6.7                 17000  -94.780265  \n",
       "23           7.9                 83000   33.355354  \n",
       "24           6.1                     0 -109.916481  \n",
       "25           7.2                     0   11.051260  \n",
       "26           7.7                 26000  458.672302  \n",
       "27           8.2                 72000  157.197282  \n",
       "28           5.9                 44000 -143.826840  \n",
       "29           7.0                150000  502.177271  \n",
       "30           7.8                 80000  104.360277  \n",
       "...          ...                   ...         ...  \n",
       "4959         7.0                   471    5.128617  \n",
       "4962         7.0                     0    0.070536  \n",
       "4964         6.8                     0   -0.140621  \n",
       "4971         6.6                     0   17.721635  \n",
       "4973         7.5                 24000    3.156970  \n",
       "4975         5.3                    30    0.476767  \n",
       "4977         7.3                     0   11.464368  \n",
       "4978         5.6                     0   -0.019443  \n",
       "4979         5.6                   812   -0.039916  \n",
       "4984         6.6                   265   10.221600  \n",
       "4987         6.3                     0    0.324804  \n",
       "4997         7.5                   451    0.199816  \n",
       "4998         7.6                     0    0.237233  \n",
       "5004         4.1                    13    0.213768  \n",
       "5008         7.8                     0    2.921130  \n",
       "5009         6.7                    85   -0.018769  \n",
       "5011         7.3                   489    2.831622  \n",
       "5012         5.7                 10000  -24.500032  \n",
       "5015         7.1                  2000    1.204508  \n",
       "5021         6.6                   297    0.177467  \n",
       "5023         6.2                   324    0.061382  \n",
       "5025         6.1                     0    0.170483  \n",
       "5026         6.9                   171    0.131507  \n",
       "5027         7.5                   697    0.663780  \n",
       "5029         7.4                   817   -0.905404  \n",
       "5033         7.0                 19000    0.417760  \n",
       "5034         6.3                    74    0.063071  \n",
       "5035         6.9                     0    2.033920  \n",
       "5037         6.4                   413   -0.004416  \n",
       "5042         6.6                   456    0.084122  \n",
       "\n",
       "[3856 rows x 14 columns]"
      ]
     },
     "execution_count": 334,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for dropping duplicate values here\n",
    "movies.drop_duplicates(subset=None, keep= 'first', inplace=True)\n",
    "movies\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "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>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>760.505847</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>886204</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>237.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>33000</td>\n",
       "      <td>523.505847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>644.0</td>\n",
       "      <td>652.177271</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>Bryce Dallas Howard</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>418214</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>English</td>\n",
       "      <td>150.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>150000</td>\n",
       "      <td>502.177271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>658.672302</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>793059</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>26000</td>\n",
       "      <td>458.672302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3024</th>\n",
       "      <td>George Lucas</td>\n",
       "      <td>282.0</td>\n",
       "      <td>460.935665</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>Harrison Ford</td>\n",
       "      <td>Star Wars: Episode IV - A New Hope</td>\n",
       "      <td>911097</td>\n",
       "      <td>1470.0</td>\n",
       "      <td>English</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>33000</td>\n",
       "      <td>449.935665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3080</th>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>215.0</td>\n",
       "      <td>434.949459</td>\n",
       "      <td>Family|Sci-Fi</td>\n",
       "      <td>Henry Thomas</td>\n",
       "      <td>E.T. the Extra-Terrestrial</td>\n",
       "      <td>281842</td>\n",
       "      <td>515.0</td>\n",
       "      <td>English</td>\n",
       "      <td>10.5</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>34000</td>\n",
       "      <td>424.449459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>703.0</td>\n",
       "      <td>623.279547</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Chris Hemsworth</td>\n",
       "      <td>The Avengers</td>\n",
       "      <td>995415</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>English</td>\n",
       "      <td>220.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>123000</td>\n",
       "      <td>403.279547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Roger Allers</td>\n",
       "      <td>186.0</td>\n",
       "      <td>422.783777</td>\n",
       "      <td>Adventure|Animation|Drama|Family|Musical</td>\n",
       "      <td>Matthew Broderick</td>\n",
       "      <td>The Lion King</td>\n",
       "      <td>644348</td>\n",
       "      <td>656.0</td>\n",
       "      <td>English</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>17000</td>\n",
       "      <td>377.783777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>George Lucas</td>\n",
       "      <td>320.0</td>\n",
       "      <td>474.544677</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>Natalie Portman</td>\n",
       "      <td>Star Wars: Episode I - The Phantom Menace</td>\n",
       "      <td>534658</td>\n",
       "      <td>3597.0</td>\n",
       "      <td>English</td>\n",
       "      <td>115.0</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>13000</td>\n",
       "      <td>359.544677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>645.0</td>\n",
       "      <td>533.316061</td>\n",
       "      <td>Action|Crime|Drama|Thriller</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>1676169</td>\n",
       "      <td>4667.0</td>\n",
       "      <td>English</td>\n",
       "      <td>185.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>37000</td>\n",
       "      <td>348.316061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Gary Ross</td>\n",
       "      <td>673.0</td>\n",
       "      <td>407.999255</td>\n",
       "      <td>Adventure|Drama|Sci-Fi|Thriller</td>\n",
       "      <td>Jennifer Lawrence</td>\n",
       "      <td>The Hunger Games</td>\n",
       "      <td>701607</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>English</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>140000</td>\n",
       "      <td>329.999255</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          director_name  num_critic_for_reviews       gross  \\\n",
       "0         James Cameron                   723.0  760.505847   \n",
       "29      Colin Trevorrow                   644.0  652.177271   \n",
       "26        James Cameron                   315.0  658.672302   \n",
       "3024       George Lucas                   282.0  460.935665   \n",
       "3080   Steven Spielberg                   215.0  434.949459   \n",
       "17          Joss Whedon                   703.0  623.279547   \n",
       "509        Roger Allers                   186.0  422.783777   \n",
       "240        George Lucas                   320.0  474.544677   \n",
       "66    Christopher Nolan                   645.0  533.316061   \n",
       "439           Gary Ross                   673.0  407.999255   \n",
       "\n",
       "                                        genres         actor_1_name  \\\n",
       "0              Action|Adventure|Fantasy|Sci-Fi          CCH Pounder   \n",
       "29            Action|Adventure|Sci-Fi|Thriller  Bryce Dallas Howard   \n",
       "26                               Drama|Romance    Leonardo DiCaprio   \n",
       "3024           Action|Adventure|Fantasy|Sci-Fi        Harrison Ford   \n",
       "3080                             Family|Sci-Fi         Henry Thomas   \n",
       "17                     Action|Adventure|Sci-Fi      Chris Hemsworth   \n",
       "509   Adventure|Animation|Drama|Family|Musical    Matthew Broderick   \n",
       "240            Action|Adventure|Fantasy|Sci-Fi      Natalie Portman   \n",
       "66                 Action|Crime|Drama|Thriller       Christian Bale   \n",
       "439            Adventure|Drama|Sci-Fi|Thriller    Jennifer Lawrence   \n",
       "\n",
       "                                     movie_title  num_voted_users  \\\n",
       "0                                        Avatar            886204   \n",
       "29                               Jurassic World            418214   \n",
       "26                                      Titanic            793059   \n",
       "3024         Star Wars: Episode IV - A New Hope            911097   \n",
       "3080                 E.T. the Extra-Terrestrial            281842   \n",
       "17                                 The Avengers            995415   \n",
       "509                               The Lion King            644348   \n",
       "240   Star Wars: Episode I - The Phantom Menace            534658   \n",
       "66                              The Dark Knight           1676169   \n",
       "439                            The Hunger Games            701607   \n",
       "\n",
       "      num_user_for_reviews language  budget  title_year  imdb_score  \\\n",
       "0                   3054.0  English   237.0      2009.0         7.9   \n",
       "29                  1290.0  English   150.0      2015.0         7.0   \n",
       "26                  2528.0  English   200.0      1997.0         7.7   \n",
       "3024                1470.0  English    11.0      1977.0         8.7   \n",
       "3080                 515.0  English    10.5      1982.0         7.9   \n",
       "17                  1722.0  English   220.0      2012.0         8.1   \n",
       "509                  656.0  English    45.0      1994.0         8.5   \n",
       "240                 3597.0  English   115.0      1999.0         6.5   \n",
       "66                  4667.0  English   185.0      2008.0         9.0   \n",
       "439                 1959.0  English    78.0      2012.0         7.3   \n",
       "\n",
       "      movie_facebook_likes      profit  \n",
       "0                    33000  523.505847  \n",
       "29                  150000  502.177271  \n",
       "26                   26000  458.672302  \n",
       "3024                 33000  449.935665  \n",
       "3080                 34000  424.449459  \n",
       "17                  123000  403.279547  \n",
       "509                  17000  377.783777  \n",
       "240                  13000  359.544677  \n",
       "66                   37000  348.316061  \n",
       "439                 140000  329.999255  "
      ]
     },
     "execution_count": 335,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write code for repeating subtask 2 here\n",
    "movies.sort_values(by='profit', ascending = False).head()\n",
    "top10 = movies.sort_values(by='profit', ascending = False).head(10)\n",
    "top10\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Checkpoint 2:** You might spot two movies directed by `James Cameron` in the list."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  ### Subtask 3.4: Find IMDb Top 250\n",
    "\n",
    "    1. Create a new dataframe `IMDb_Top_250` and store the top 250 movies with the highest IMDb Rating (corresponding to the column: `imdb_score`). Also make sure that for all of these movies, the `num_voted_users` is greater than 25,000.\n",
    "Also add a `Rank` column containing the values 1 to 250 indicating the ranks of the corresponding films.\n",
    "    2. Extract all the movies in the `IMDb_Top_250` dataframe which are not in the English language and store them in a new dataframe named `Top_Foreign_Lang_Film`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Write your code for extracting the top 250 movies as per the IMDb score here. Make sure that you store it in a new dataframe \n",
    "# and name that dataframe as 'IMDb_Top_250'\n",
    "IMDb_Top_250= movies.sort_values(by=['imdb_score'], ascending=False)\n",
    "IMDb_Top_250 = IMDb_Top_250.loc[IMDb_Top_250.num_voted_users > 25000]\n",
    "IMDb_Top_250 = IMDb_Top_250.iloc[:250, ]\n",
    "IMDb_Top_250['Rank']=range(1,251)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "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>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "      <th>profit</th>\n",
       "      <th>Rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4498</th>\n",
       "      <td>Sergio Leone</td>\n",
       "      <td>181.0</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>Western</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>The Good, the Bad and the Ugly</td>\n",
       "      <td>503509</td>\n",
       "      <td>780.0</td>\n",
       "      <td>Italian</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>8.9</td>\n",
       "      <td>20000</td>\n",
       "      <td>4.900000</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4747</th>\n",
       "      <td>Akira Kurosawa</td>\n",
       "      <td>153.0</td>\n",
       "      <td>0.269061</td>\n",
       "      <td>Action|Adventure|Drama</td>\n",
       "      <td>Takashi Shimura</td>\n",
       "      <td>Seven Samurai</td>\n",
       "      <td>229012</td>\n",
       "      <td>596.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1954.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>11000</td>\n",
       "      <td>-1.730939</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4029</th>\n",
       "      <td>Fernando Meirelles</td>\n",
       "      <td>214.0</td>\n",
       "      <td>7.563397</td>\n",
       "      <td>Crime|Drama</td>\n",
       "      <td>Alice Braga</td>\n",
       "      <td>City of God</td>\n",
       "      <td>533200</td>\n",
       "      <td>749.0</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>28000</td>\n",
       "      <td>4.263397</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2373</th>\n",
       "      <td>Hayao Miyazaki</td>\n",
       "      <td>246.0</td>\n",
       "      <td>10.049886</td>\n",
       "      <td>Adventure|Animation|Family|Fantasy</td>\n",
       "      <td>Bunta Sugawara</td>\n",
       "      <td>Spirited Away</td>\n",
       "      <td>417971</td>\n",
       "      <td>902.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>8.6</td>\n",
       "      <td>28000</td>\n",
       "      <td>-8.950114</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4259</th>\n",
       "      <td>Florian Henckel von Donnersmarck</td>\n",
       "      <td>215.0</td>\n",
       "      <td>11.284657</td>\n",
       "      <td>Drama|Thriller</td>\n",
       "      <td>Sebastian Koch</td>\n",
       "      <td>The Lives of Others</td>\n",
       "      <td>259379</td>\n",
       "      <td>407.0</td>\n",
       "      <td>German</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>39000</td>\n",
       "      <td>9.284657</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4921</th>\n",
       "      <td>Majid Majidi</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.925402</td>\n",
       "      <td>Drama|Family</td>\n",
       "      <td>Bahare Seddiqi</td>\n",
       "      <td>Children of Heaven</td>\n",
       "      <td>27882</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Persian</td>\n",
       "      <td>0.180000</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.745402</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>Jean-Pierre Jeunet</td>\n",
       "      <td>242.0</td>\n",
       "      <td>33.201661</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>Mathieu Kassovitz</td>\n",
       "      <td>Amélie</td>\n",
       "      <td>534262</td>\n",
       "      <td>1314.0</td>\n",
       "      <td>French</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>8.4</td>\n",
       "      <td>39000</td>\n",
       "      <td>-43.798339</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4105</th>\n",
       "      <td>Chan-wook Park</td>\n",
       "      <td>305.0</td>\n",
       "      <td>2.181290</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "      <td>Min-sik Choi</td>\n",
       "      <td>Oldboy</td>\n",
       "      <td>356181</td>\n",
       "      <td>809.0</td>\n",
       "      <td>Korean</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>8.4</td>\n",
       "      <td>43000</td>\n",
       "      <td>-0.818710</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2323</th>\n",
       "      <td>Hayao Miyazaki</td>\n",
       "      <td>174.0</td>\n",
       "      <td>2.298191</td>\n",
       "      <td>Adventure|Animation|Fantasy</td>\n",
       "      <td>Minnie Driver</td>\n",
       "      <td>Princess Mononoke</td>\n",
       "      <td>221552</td>\n",
       "      <td>570.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>2400.000000</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>8.4</td>\n",
       "      <td>11000</td>\n",
       "      <td>-2397.701809</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1329</th>\n",
       "      <td>S.S. Rajamouli</td>\n",
       "      <td>44.0</td>\n",
       "      <td>6.498000</td>\n",
       "      <td>Action|Adventure|Drama|Fantasy|War</td>\n",
       "      <td>Tamannaah Bhatia</td>\n",
       "      <td>Baahubali: The Beginning</td>\n",
       "      <td>62756</td>\n",
       "      <td>410.0</td>\n",
       "      <td>Telugu</td>\n",
       "      <td>18.026148</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>8.4</td>\n",
       "      <td>21000</td>\n",
       "      <td>-11.528148</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2970</th>\n",
       "      <td>Wolfgang Petersen</td>\n",
       "      <td>96.0</td>\n",
       "      <td>11.433134</td>\n",
       "      <td>Adventure|Drama|Thriller|War</td>\n",
       "      <td>Jürgen Prochnow</td>\n",
       "      <td>Das Boot</td>\n",
       "      <td>168203</td>\n",
       "      <td>426.0</td>\n",
       "      <td>German</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>8.4</td>\n",
       "      <td>11000</td>\n",
       "      <td>-2.566866</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4659</th>\n",
       "      <td>Asghar Farhadi</td>\n",
       "      <td>354.0</td>\n",
       "      <td>7.098492</td>\n",
       "      <td>Drama|Mystery</td>\n",
       "      <td>Shahab Hosseini</td>\n",
       "      <td>A Separation</td>\n",
       "      <td>151812</td>\n",
       "      <td>264.0</td>\n",
       "      <td>Persian</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>8.4</td>\n",
       "      <td>48000</td>\n",
       "      <td>6.598492</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2829</th>\n",
       "      <td>Oliver Hirschbiegel</td>\n",
       "      <td>192.0</td>\n",
       "      <td>5.501940</td>\n",
       "      <td>Biography|Drama|History|War</td>\n",
       "      <td>Thomas Kretschmann</td>\n",
       "      <td>Downfall</td>\n",
       "      <td>248354</td>\n",
       "      <td>564.0</td>\n",
       "      <td>German</td>\n",
       "      <td>13.500000</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>14000</td>\n",
       "      <td>-7.998060</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4033</th>\n",
       "      <td>Thomas Vinterberg</td>\n",
       "      <td>349.0</td>\n",
       "      <td>0.610968</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Thomas Bo Larsen</td>\n",
       "      <td>The Hunt</td>\n",
       "      <td>170155</td>\n",
       "      <td>249.0</td>\n",
       "      <td>Danish</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>60000</td>\n",
       "      <td>-3.189032</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2734</th>\n",
       "      <td>Fritz Lang</td>\n",
       "      <td>260.0</td>\n",
       "      <td>0.026435</td>\n",
       "      <td>Drama|Sci-Fi</td>\n",
       "      <td>Brigitte Helm</td>\n",
       "      <td>Metropolis</td>\n",
       "      <td>111841</td>\n",
       "      <td>413.0</td>\n",
       "      <td>German</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1927.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>12000</td>\n",
       "      <td>-5.973565</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2551</th>\n",
       "      <td>Guillermo del Toro</td>\n",
       "      <td>406.0</td>\n",
       "      <td>37.623143</td>\n",
       "      <td>Drama|Fantasy|War</td>\n",
       "      <td>Ivana Baquero</td>\n",
       "      <td>Pan's Labyrinth</td>\n",
       "      <td>467234</td>\n",
       "      <td>1083.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>13.500000</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>27000</td>\n",
       "      <td>24.123143</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4000</th>\n",
       "      <td>Juan José Campanella</td>\n",
       "      <td>262.0</td>\n",
       "      <td>20.167424</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "      <td>Ricardo Darín</td>\n",
       "      <td>The Secret in Their Eyes</td>\n",
       "      <td>131831</td>\n",
       "      <td>231.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>33000</td>\n",
       "      <td>18.167424</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2047</th>\n",
       "      <td>Hayao Miyazaki</td>\n",
       "      <td>212.0</td>\n",
       "      <td>4.710455</td>\n",
       "      <td>Adventure|Animation|Family|Fantasy</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>Howl's Moving Castle</td>\n",
       "      <td>214091</td>\n",
       "      <td>330.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>13000</td>\n",
       "      <td>-19.289545</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3550</th>\n",
       "      <td>Denis Villeneuve</td>\n",
       "      <td>226.0</td>\n",
       "      <td>6.857096</td>\n",
       "      <td>Drama|Mystery|War</td>\n",
       "      <td>Lubna Azabal</td>\n",
       "      <td>Incendies</td>\n",
       "      <td>80429</td>\n",
       "      <td>156.0</td>\n",
       "      <td>French</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>37000</td>\n",
       "      <td>0.057096</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4267</th>\n",
       "      <td>Alejandro G. Iñárritu</td>\n",
       "      <td>157.0</td>\n",
       "      <td>5.383834</td>\n",
       "      <td>Drama|Thriller</td>\n",
       "      <td>Adriana Barraza</td>\n",
       "      <td>Amores Perros</td>\n",
       "      <td>173551</td>\n",
       "      <td>361.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>11000</td>\n",
       "      <td>3.383834</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3553</th>\n",
       "      <td>José Padilha</td>\n",
       "      <td>142.0</td>\n",
       "      <td>0.008060</td>\n",
       "      <td>Action|Crime|Drama|Thriller</td>\n",
       "      <td>Wagner Moura</td>\n",
       "      <td>Elite Squad</td>\n",
       "      <td>81644</td>\n",
       "      <td>107.0</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>11000</td>\n",
       "      <td>-3.991940</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4461</th>\n",
       "      <td>Thomas Vinterberg</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1.647780</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Ulrich Thomsen</td>\n",
       "      <td>The Celebration</td>\n",
       "      <td>65951</td>\n",
       "      <td>258.0</td>\n",
       "      <td>Danish</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>5000</td>\n",
       "      <td>0.347780</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3423</th>\n",
       "      <td>Katsuhiro Ôtomo</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.439162</td>\n",
       "      <td>Action|Animation|Sci-Fi</td>\n",
       "      <td>Mitsuo Iwata</td>\n",
       "      <td>Akira</td>\n",
       "      <td>106160</td>\n",
       "      <td>430.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>0</td>\n",
       "      <td>-1099.560838</td>\n",
       "      <td>134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2830</th>\n",
       "      <td>Alejandro Amenábar</td>\n",
       "      <td>157.0</td>\n",
       "      <td>2.086345</td>\n",
       "      <td>Biography|Drama|Romance</td>\n",
       "      <td>Belén Rueda</td>\n",
       "      <td>The Sea Inside</td>\n",
       "      <td>64556</td>\n",
       "      <td>140.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>0</td>\n",
       "      <td>-7.913655</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2914</th>\n",
       "      <td>Je-kyu Kang</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1.110186</td>\n",
       "      <td>Action|Drama|War</td>\n",
       "      <td>Min-sik Choi</td>\n",
       "      <td>Tae Guk Gi: The Brotherhood of War</td>\n",
       "      <td>31943</td>\n",
       "      <td>224.0</td>\n",
       "      <td>Korean</td>\n",
       "      <td>12.800000</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>0</td>\n",
       "      <td>-11.689814</td>\n",
       "      <td>148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3456</th>\n",
       "      <td>Vincent Paronnaud</td>\n",
       "      <td>242.0</td>\n",
       "      <td>4.443403</td>\n",
       "      <td>Animation|Biography|Drama|War</td>\n",
       "      <td>Catherine Deneuve</td>\n",
       "      <td>Persepolis</td>\n",
       "      <td>70194</td>\n",
       "      <td>158.0</td>\n",
       "      <td>French</td>\n",
       "      <td>7.300000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14000</td>\n",
       "      <td>-2.856597</td>\n",
       "      <td>164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4897</th>\n",
       "      <td>Sergio Leone</td>\n",
       "      <td>122.0</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>Action|Drama|Western</td>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>A Fistful of Dollars</td>\n",
       "      <td>147566</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Italian</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3344</th>\n",
       "      <td>Karan Johar</td>\n",
       "      <td>210.0</td>\n",
       "      <td>4.018695</td>\n",
       "      <td>Adventure|Drama|Thriller</td>\n",
       "      <td>Shah Rukh Khan</td>\n",
       "      <td>My Name Is Khan</td>\n",
       "      <td>69759</td>\n",
       "      <td>235.0</td>\n",
       "      <td>Hindi</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>27000</td>\n",
       "      <td>-7.981305</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4144</th>\n",
       "      <td>Walter Salles</td>\n",
       "      <td>71.0</td>\n",
       "      <td>5.595428</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Fernanda Montenegro</td>\n",
       "      <td>Central Station</td>\n",
       "      <td>28951</td>\n",
       "      <td>257.0</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.695428</td>\n",
       "      <td>183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4284</th>\n",
       "      <td>Ari Folman</td>\n",
       "      <td>231.0</td>\n",
       "      <td>2.283276</td>\n",
       "      <td>Animation|Biography|Documentary|Drama|History|War</td>\n",
       "      <td>Ari Folman</td>\n",
       "      <td>Waltz with Bashir</td>\n",
       "      <td>46107</td>\n",
       "      <td>156.0</td>\n",
       "      <td>Hebrew</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.783276</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2863</th>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>251.0</td>\n",
       "      <td>13.753931</td>\n",
       "      <td>Drama|History|War</td>\n",
       "      <td>Yuki Matsuzaki</td>\n",
       "      <td>Letters from Iwo Jima</td>\n",
       "      <td>132149</td>\n",
       "      <td>316.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>5000</td>\n",
       "      <td>-5.246069</td>\n",
       "      <td>212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3264</th>\n",
       "      <td>Michael Haneke</td>\n",
       "      <td>447.0</td>\n",
       "      <td>0.225377</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>Isabelle Huppert</td>\n",
       "      <td>Amour</td>\n",
       "      <td>70382</td>\n",
       "      <td>190.0</td>\n",
       "      <td>French</td>\n",
       "      <td>8.900000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>33000</td>\n",
       "      <td>-8.674623</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>Yimou Zhang</td>\n",
       "      <td>283.0</td>\n",
       "      <td>0.084961</td>\n",
       "      <td>Action|Adventure|History</td>\n",
       "      <td>Jet Li</td>\n",
       "      <td>Hero</td>\n",
       "      <td>149414</td>\n",
       "      <td>841.0</td>\n",
       "      <td>Mandarin</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>0</td>\n",
       "      <td>-30.915039</td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2605</th>\n",
       "      <td>Ang Lee</td>\n",
       "      <td>287.0</td>\n",
       "      <td>128.067808</td>\n",
       "      <td>Action|Drama|Romance</td>\n",
       "      <td>Chen Chang</td>\n",
       "      <td>Crouching Tiger, Hidden Dragon</td>\n",
       "      <td>217740</td>\n",
       "      <td>1641.0</td>\n",
       "      <td>Mandarin</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>0</td>\n",
       "      <td>113.067808</td>\n",
       "      <td>222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4415</th>\n",
       "      <td>Fabián Bielinsky</td>\n",
       "      <td>94.0</td>\n",
       "      <td>1.221261</td>\n",
       "      <td>Crime|Drama|Thriller</td>\n",
       "      <td>Ricardo Darín</td>\n",
       "      <td>Nine Queens</td>\n",
       "      <td>38215</td>\n",
       "      <td>125.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.278739</td>\n",
       "      <td>227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3677</th>\n",
       "      <td>Christophe Barratier</td>\n",
       "      <td>112.0</td>\n",
       "      <td>3.629758</td>\n",
       "      <td>Drama|Music</td>\n",
       "      <td>Jean-Baptiste Maunier</td>\n",
       "      <td>The Chorus</td>\n",
       "      <td>44151</td>\n",
       "      <td>110.0</td>\n",
       "      <td>French</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.870242</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3510</th>\n",
       "      <td>Yash Chopra</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2.921738</td>\n",
       "      <td>Drama|Musical|Romance</td>\n",
       "      <td>Shah Rukh Khan</td>\n",
       "      <td>Veer-Zaara</td>\n",
       "      <td>34449</td>\n",
       "      <td>119.0</td>\n",
       "      <td>Hindi</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2000</td>\n",
       "      <td>-4.078262</td>\n",
       "      <td>238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4640</th>\n",
       "      <td>Cristian Mungiu</td>\n",
       "      <td>233.0</td>\n",
       "      <td>1.185783</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Anamaria Marinca</td>\n",
       "      <td>4 Months, 3 Weeks and 2 Days</td>\n",
       "      <td>44763</td>\n",
       "      <td>172.0</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>0.590000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>14000</td>\n",
       "      <td>0.595783</td>\n",
       "      <td>249</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         director_name  num_critic_for_reviews       gross  \\\n",
       "4498                      Sergio Leone                   181.0    6.100000   \n",
       "4747                    Akira Kurosawa                   153.0    0.269061   \n",
       "4029                Fernando Meirelles                   214.0    7.563397   \n",
       "2373                    Hayao Miyazaki                   246.0   10.049886   \n",
       "4259  Florian Henckel von Donnersmarck                   215.0   11.284657   \n",
       "4921                      Majid Majidi                    46.0    0.925402   \n",
       "1298                Jean-Pierre Jeunet                   242.0   33.201661   \n",
       "4105                    Chan-wook Park                   305.0    2.181290   \n",
       "2323                    Hayao Miyazaki                   174.0    2.298191   \n",
       "1329                    S.S. Rajamouli                    44.0    6.498000   \n",
       "2970                 Wolfgang Petersen                    96.0   11.433134   \n",
       "4659                    Asghar Farhadi                   354.0    7.098492   \n",
       "2829               Oliver Hirschbiegel                   192.0    5.501940   \n",
       "4033                 Thomas Vinterberg                   349.0    0.610968   \n",
       "2734                        Fritz Lang                   260.0    0.026435   \n",
       "2551                Guillermo del Toro                   406.0   37.623143   \n",
       "4000              Juan José Campanella                   262.0   20.167424   \n",
       "2047                    Hayao Miyazaki                   212.0    4.710455   \n",
       "3550                  Denis Villeneuve                   226.0    6.857096   \n",
       "4267             Alejandro G. Iñárritu                   157.0    5.383834   \n",
       "3553                      José Padilha                   142.0    0.008060   \n",
       "4461                 Thomas Vinterberg                    98.0    1.647780   \n",
       "3423                   Katsuhiro Ôtomo                   150.0    0.439162   \n",
       "2830                Alejandro Amenábar                   157.0    2.086345   \n",
       "2914                       Je-kyu Kang                    86.0    1.110186   \n",
       "3456                 Vincent Paronnaud                   242.0    4.443403   \n",
       "4897                      Sergio Leone                   122.0    3.500000   \n",
       "3344                       Karan Johar                   210.0    4.018695   \n",
       "4144                     Walter Salles                    71.0    5.595428   \n",
       "4284                        Ari Folman                   231.0    2.283276   \n",
       "2863                    Clint Eastwood                   251.0   13.753931   \n",
       "3264                    Michael Haneke                   447.0    0.225377   \n",
       "1171                       Yimou Zhang                   283.0    0.084961   \n",
       "2605                           Ang Lee                   287.0  128.067808   \n",
       "4415                  Fabián Bielinsky                    94.0    1.221261   \n",
       "3677              Christophe Barratier                   112.0    3.629758   \n",
       "3510                       Yash Chopra                    29.0    2.921738   \n",
       "4640                   Cristian Mungiu                   233.0    1.185783   \n",
       "\n",
       "                                                 genres  \\\n",
       "4498                                            Western   \n",
       "4747                             Action|Adventure|Drama   \n",
       "4029                                        Crime|Drama   \n",
       "2373                 Adventure|Animation|Family|Fantasy   \n",
       "4259                                     Drama|Thriller   \n",
       "4921                                       Drama|Family   \n",
       "1298                                     Comedy|Romance   \n",
       "4105                             Drama|Mystery|Thriller   \n",
       "2323                        Adventure|Animation|Fantasy   \n",
       "1329                 Action|Adventure|Drama|Fantasy|War   \n",
       "2970                       Adventure|Drama|Thriller|War   \n",
       "4659                                      Drama|Mystery   \n",
       "2829                        Biography|Drama|History|War   \n",
       "4033                                              Drama   \n",
       "2734                                       Drama|Sci-Fi   \n",
       "2551                                  Drama|Fantasy|War   \n",
       "4000                             Drama|Mystery|Thriller   \n",
       "2047                 Adventure|Animation|Family|Fantasy   \n",
       "3550                                  Drama|Mystery|War   \n",
       "4267                                     Drama|Thriller   \n",
       "3553                        Action|Crime|Drama|Thriller   \n",
       "4461                                              Drama   \n",
       "3423                            Action|Animation|Sci-Fi   \n",
       "2830                            Biography|Drama|Romance   \n",
       "2914                                   Action|Drama|War   \n",
       "3456                      Animation|Biography|Drama|War   \n",
       "4897                               Action|Drama|Western   \n",
       "3344                           Adventure|Drama|Thriller   \n",
       "4144                                              Drama   \n",
       "4284  Animation|Biography|Documentary|Drama|History|War   \n",
       "2863                                  Drama|History|War   \n",
       "3264                                      Drama|Romance   \n",
       "1171                           Action|Adventure|History   \n",
       "2605                               Action|Drama|Romance   \n",
       "4415                               Crime|Drama|Thriller   \n",
       "3677                                        Drama|Music   \n",
       "3510                              Drama|Musical|Romance   \n",
       "4640                                              Drama   \n",
       "\n",
       "               actor_1_name                          movie_title  \\\n",
       "4498         Clint Eastwood      The Good, the Bad and the Ugly    \n",
       "4747        Takashi Shimura                       Seven Samurai    \n",
       "4029            Alice Braga                         City of God    \n",
       "2373         Bunta Sugawara                       Spirited Away    \n",
       "4259         Sebastian Koch                 The Lives of Others    \n",
       "4921         Bahare Seddiqi                  Children of Heaven    \n",
       "1298      Mathieu Kassovitz                              Amélie    \n",
       "4105           Min-sik Choi                              Oldboy    \n",
       "2323          Minnie Driver                   Princess Mononoke    \n",
       "1329       Tamannaah Bhatia            Baahubali: The Beginning    \n",
       "2970        Jürgen Prochnow                            Das Boot    \n",
       "4659        Shahab Hosseini                        A Separation    \n",
       "2829     Thomas Kretschmann                            Downfall    \n",
       "4033       Thomas Bo Larsen                            The Hunt    \n",
       "2734          Brigitte Helm                          Metropolis    \n",
       "2551          Ivana Baquero                     Pan's Labyrinth    \n",
       "4000          Ricardo Darín            The Secret in Their Eyes    \n",
       "2047         Christian Bale                Howl's Moving Castle    \n",
       "3550           Lubna Azabal                           Incendies    \n",
       "4267        Adriana Barraza                       Amores Perros    \n",
       "3553           Wagner Moura                         Elite Squad    \n",
       "4461         Ulrich Thomsen                     The Celebration    \n",
       "3423           Mitsuo Iwata                               Akira    \n",
       "2830            Belén Rueda                      The Sea Inside    \n",
       "2914           Min-sik Choi  Tae Guk Gi: The Brotherhood of War    \n",
       "3456      Catherine Deneuve                          Persepolis    \n",
       "4897         Clint Eastwood                A Fistful of Dollars    \n",
       "3344         Shah Rukh Khan                     My Name Is Khan    \n",
       "4144    Fernanda Montenegro                     Central Station    \n",
       "4284             Ari Folman                   Waltz with Bashir    \n",
       "2863         Yuki Matsuzaki               Letters from Iwo Jima    \n",
       "3264       Isabelle Huppert                               Amour    \n",
       "1171                 Jet Li                                Hero    \n",
       "2605             Chen Chang      Crouching Tiger, Hidden Dragon    \n",
       "4415          Ricardo Darín                         Nine Queens    \n",
       "3677  Jean-Baptiste Maunier                          The Chorus    \n",
       "3510         Shah Rukh Khan                          Veer-Zaara    \n",
       "4640       Anamaria Marinca        4 Months, 3 Weeks and 2 Days    \n",
       "\n",
       "      num_voted_users  num_user_for_reviews    language       budget  \\\n",
       "4498           503509                 780.0     Italian     1.200000   \n",
       "4747           229012                 596.0    Japanese     2.000000   \n",
       "4029           533200                 749.0  Portuguese     3.300000   \n",
       "2373           417971                 902.0    Japanese    19.000000   \n",
       "4259           259379                 407.0      German     2.000000   \n",
       "4921            27882                 130.0     Persian     0.180000   \n",
       "1298           534262                1314.0      French    77.000000   \n",
       "4105           356181                 809.0      Korean     3.000000   \n",
       "2323           221552                 570.0    Japanese  2400.000000   \n",
       "1329            62756                 410.0      Telugu    18.026148   \n",
       "2970           168203                 426.0      German    14.000000   \n",
       "4659           151812                 264.0     Persian     0.500000   \n",
       "2829           248354                 564.0      German    13.500000   \n",
       "4033           170155                 249.0      Danish     3.800000   \n",
       "2734           111841                 413.0      German     6.000000   \n",
       "2551           467234                1083.0     Spanish    13.500000   \n",
       "4000           131831                 231.0     Spanish     2.000000   \n",
       "2047           214091                 330.0    Japanese    24.000000   \n",
       "3550            80429                 156.0      French     6.800000   \n",
       "4267           173551                 361.0     Spanish     2.000000   \n",
       "3553            81644                 107.0  Portuguese     4.000000   \n",
       "4461            65951                 258.0      Danish     1.300000   \n",
       "3423           106160                 430.0    Japanese  1100.000000   \n",
       "2830            64556                 140.0     Spanish    10.000000   \n",
       "2914            31943                 224.0      Korean    12.800000   \n",
       "3456            70194                 158.0      French     7.300000   \n",
       "4897           147566                 235.0     Italian     0.200000   \n",
       "3344            69759                 235.0       Hindi    12.000000   \n",
       "4144            28951                 257.0  Portuguese     2.900000   \n",
       "4284            46107                 156.0      Hebrew     1.500000   \n",
       "2863           132149                 316.0    Japanese    19.000000   \n",
       "3264            70382                 190.0      French     8.900000   \n",
       "1171           149414                 841.0    Mandarin    31.000000   \n",
       "2605           217740                1641.0    Mandarin    15.000000   \n",
       "4415            38215                 125.0     Spanish     1.500000   \n",
       "3677            44151                 110.0      French     5.500000   \n",
       "3510            34449                 119.0       Hindi     7.000000   \n",
       "4640            44763                 172.0    Romanian     0.590000   \n",
       "\n",
       "      title_year  imdb_score  movie_facebook_likes       profit  Rank  \n",
       "4498      1966.0         8.9                 20000     4.900000     8  \n",
       "4747      1954.0         8.7                 11000    -1.730939    15  \n",
       "4029      2002.0         8.7                 28000     4.263397    16  \n",
       "2373      2001.0         8.6                 28000    -8.950114    28  \n",
       "4259      2006.0         8.5                 39000     9.284657    34  \n",
       "4921      1997.0         8.5                     0     0.745402    46  \n",
       "1298      2001.0         8.4                 39000   -43.798339    48  \n",
       "4105      2003.0         8.4                 43000    -0.818710    50  \n",
       "2323      1997.0         8.4                 11000 -2397.701809    51  \n",
       "1329      2015.0         8.4                 21000   -11.528148    52  \n",
       "2970      1981.0         8.4                 11000    -2.566866    55  \n",
       "4659      2011.0         8.4                 48000     6.598492    56  \n",
       "2829      2004.0         8.3                 14000    -7.998060    65  \n",
       "4033      2012.0         8.3                 60000    -3.189032    68  \n",
       "2734      1927.0         8.3                 12000    -5.973565    80  \n",
       "2551      2006.0         8.2                 27000    24.123143    95  \n",
       "4000      2009.0         8.2                 33000    18.167424   100  \n",
       "2047      2004.0         8.2                 13000   -19.289545   105  \n",
       "3550      2010.0         8.2                 37000     0.057096   106  \n",
       "4267      2000.0         8.1                 11000     3.383834   112  \n",
       "3553      2007.0         8.1                 11000    -3.991940   126  \n",
       "4461      1998.0         8.1                  5000     0.347780   127  \n",
       "3423      1988.0         8.1                     0 -1099.560838   134  \n",
       "2830      2004.0         8.1                     0    -7.913655   147  \n",
       "2914      2004.0         8.1                     0   -11.689814   148  \n",
       "3456      2007.0         8.0                 14000    -2.856597   164  \n",
       "4897      1964.0         8.0                     0     3.300000   169  \n",
       "3344      2010.0         8.0                 27000    -7.981305   170  \n",
       "4144      1998.0         8.0                     0     2.695428   183  \n",
       "4284      2008.0         8.0                     0     0.783276   196  \n",
       "2863      2006.0         7.9                  5000    -5.246069   212  \n",
       "3264      2012.0         7.9                 33000    -8.674623   216  \n",
       "1171      2002.0         7.9                     0   -30.915039   218  \n",
       "2605      2000.0         7.9                     0   113.067808   222  \n",
       "4415      2000.0         7.9                     0    -0.278739   227  \n",
       "3677      2004.0         7.9                     0    -1.870242   234  \n",
       "3510      2004.0         7.9                  2000    -4.078262   238  \n",
       "4640      2007.0         7.9                 14000     0.595783   249  "
      ]
     },
     "execution_count": 337,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Top_Foreign_Lang_Film = IMDb_Top_250.loc[IMDb_Top_250.language!='English']\n",
    "Top_Foreign_Lang_Film"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Checkpoint 3:** Can you spot `Veer-Zaara` in the dataframe?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- ### Subtask 3.5: Find the best directors\n",
    "\n",
    "    1. Group the dataframe using the `director_name` column.\n",
    "    2. Find out the top 10 directors for whom the mean of `imdb_score` is the highest and store them in a new dataframe `top10director`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director_name\n",
       "Charles Chaplin      8.600000\n",
       "Tony Kaye            8.600000\n",
       "Ron Fricke           8.500000\n",
       "Damien Chazelle      8.500000\n",
       "Majid Majidi         8.500000\n",
       "Alfred Hitchcock     8.500000\n",
       "Sergio Leone         8.433333\n",
       "Christopher Nolan    8.425000\n",
       "Asghar Farhadi       8.400000\n",
       "Richard Marquand     8.400000\n",
       "Name: imdb_score, dtype: float64"
      ]
     },
     "execution_count": 338,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for extracting the top 10 directors here\n",
    "df=movies.groupby('director_name')\n",
    "df1=df['imdb_score'].mean()\n",
    "top10director=(df1.sort_values(ascending= False)).head(10)\n",
    "top10director\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Checkpoint 4:** No surprises that `Damien Chazelle` (director of Whiplash and La La Land) is in this list."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  ### Subtask 3.6: Find popular genres\n",
    "\n",
    "You might have noticed the `genres` column in the dataframe with all the genres of the movies seperated by a pipe (`|`). Out of all the movie genres, the first two are most significant for any film.\n",
    "\n",
    "1. Extract the first two genres from the `genres` column and store them in two new columns: `genre_1` and `genre_2`. Some of the movies might have only one genre. In such cases, extract the single genre into both the columns, i.e. for such movies the `genre_2` will be the same as `genre_1`.\n",
    "2. Group the dataframe using `genre_1` as the primary column and `genre_2` as the secondary column.\n",
    "3. Find out the 5 most popular combo of genres by finding the mean of the gross values using the `gross` column and store them in a new dataframe named `PopGenre`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "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>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "      <th>profit</th>\n",
       "      <th>genre_1</th>\n",
       "      <th>genre_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>760.505847</td>\n",
       "      <td>[Action, Adventure, Fantasy, Sci-Fi]</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>886204</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>237.0000</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>33000</td>\n",
       "      <td>523.505847</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>302.0</td>\n",
       "      <td>309.404152</td>\n",
       "      <td>[Action, Adventure, Fantasy]</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>471220</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>English</td>\n",
       "      <td>300.0000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>0</td>\n",
       "      <td>9.404152</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>602.0</td>\n",
       "      <td>200.074175</td>\n",
       "      <td>[Action, Adventure, Thriller]</td>\n",
       "      <td>Christoph Waltz</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>275868</td>\n",
       "      <td>994.0</td>\n",
       "      <td>English</td>\n",
       "      <td>245.0000</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>85000</td>\n",
       "      <td>-44.925825</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>813.0</td>\n",
       "      <td>448.130642</td>\n",
       "      <td>[Action, Thriller]</td>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>1144337</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>164000</td>\n",
       "      <td>198.130642</td>\n",
       "      <td>Action</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>462.0</td>\n",
       "      <td>73.058679</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Daryl Sabara</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>212204</td>\n",
       "      <td>738.0</td>\n",
       "      <td>English</td>\n",
       "      <td>263.7000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>24000</td>\n",
       "      <td>-190.641321</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>392.0</td>\n",
       "      <td>336.530303</td>\n",
       "      <td>[Action, Adventure, Romance]</td>\n",
       "      <td>J.K. Simmons</td>\n",
       "      <td>Spider-Man 3</td>\n",
       "      <td>383056</td>\n",
       "      <td>1902.0</td>\n",
       "      <td>English</td>\n",
       "      <td>258.0000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>0</td>\n",
       "      <td>78.530303</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nathan Greno</td>\n",
       "      <td>324.0</td>\n",
       "      <td>200.807262</td>\n",
       "      <td>[Adventure, Animation, Comedy, Family, Fantasy...</td>\n",
       "      <td>Brad Garrett</td>\n",
       "      <td>Tangled</td>\n",
       "      <td>294810</td>\n",
       "      <td>387.0</td>\n",
       "      <td>English</td>\n",
       "      <td>260.0000</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>29000</td>\n",
       "      <td>-59.192738</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Animation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>635.0</td>\n",
       "      <td>458.991599</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Chris Hemsworth</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>462669</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>118000</td>\n",
       "      <td>208.991599</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>David Yates</td>\n",
       "      <td>375.0</td>\n",
       "      <td>301.956980</td>\n",
       "      <td>[Adventure, Family, Fantasy, Mystery]</td>\n",
       "      <td>Alan Rickman</td>\n",
       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
       "      <td>321795</td>\n",
       "      <td>973.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>10000</td>\n",
       "      <td>51.956980</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>673.0</td>\n",
       "      <td>330.249062</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Henry Cavill</td>\n",
       "      <td>Batman v Superman: Dawn of Justice</td>\n",
       "      <td>371639</td>\n",
       "      <td>3018.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>197000</td>\n",
       "      <td>80.249062</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>434.0</td>\n",
       "      <td>200.069408</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Kevin Spacey</td>\n",
       "      <td>Superman Returns</td>\n",
       "      <td>240396</td>\n",
       "      <td>2367.0</td>\n",
       "      <td>English</td>\n",
       "      <td>209.0000</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>0</td>\n",
       "      <td>-8.930592</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>403.0</td>\n",
       "      <td>168.368427</td>\n",
       "      <td>[Action, Adventure]</td>\n",
       "      <td>Giancarlo Giannini</td>\n",
       "      <td>Quantum of Solace</td>\n",
       "      <td>330784</td>\n",
       "      <td>1243.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0000</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>0</td>\n",
       "      <td>-31.631573</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>313.0</td>\n",
       "      <td>423.032628</td>\n",
       "      <td>[Action, Adventure, Fantasy]</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
       "      <td>522040</td>\n",
       "      <td>1832.0</td>\n",
       "      <td>English</td>\n",
       "      <td>225.0000</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5000</td>\n",
       "      <td>198.032628</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>450.0</td>\n",
       "      <td>89.289910</td>\n",
       "      <td>[Action, Adventure, Western]</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>The Lone Ranger</td>\n",
       "      <td>181792</td>\n",
       "      <td>711.0</td>\n",
       "      <td>English</td>\n",
       "      <td>215.0000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>48000</td>\n",
       "      <td>-125.710090</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>733.0</td>\n",
       "      <td>291.021565</td>\n",
       "      <td>[Action, Adventure, Fantasy, Sci-Fi]</td>\n",
       "      <td>Henry Cavill</td>\n",
       "      <td>Man of Steel</td>\n",
       "      <td>548573</td>\n",
       "      <td>2536.0</td>\n",
       "      <td>English</td>\n",
       "      <td>225.0000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>118000</td>\n",
       "      <td>66.021565</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Andrew Adamson</td>\n",
       "      <td>258.0</td>\n",
       "      <td>141.614023</td>\n",
       "      <td>[Action, Adventure, Family, Fantasy]</td>\n",
       "      <td>Peter Dinklage</td>\n",
       "      <td>The Chronicles of Narnia: Prince Caspian</td>\n",
       "      <td>149922</td>\n",
       "      <td>438.0</td>\n",
       "      <td>English</td>\n",
       "      <td>225.0000</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0</td>\n",
       "      <td>-83.385977</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>703.0</td>\n",
       "      <td>623.279547</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Chris Hemsworth</td>\n",
       "      <td>The Avengers</td>\n",
       "      <td>995415</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>English</td>\n",
       "      <td>220.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>123000</td>\n",
       "      <td>403.279547</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Rob Marshall</td>\n",
       "      <td>448.0</td>\n",
       "      <td>241.063875</td>\n",
       "      <td>[Action, Adventure, Fantasy]</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>370704</td>\n",
       "      <td>484.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>58000</td>\n",
       "      <td>-8.936125</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>451.0</td>\n",
       "      <td>179.020854</td>\n",
       "      <td>[Action, Adventure, Comedy, Family, Fantasy, S...</td>\n",
       "      <td>Will Smith</td>\n",
       "      <td>Men in Black 3</td>\n",
       "      <td>268154</td>\n",
       "      <td>341.0</td>\n",
       "      <td>English</td>\n",
       "      <td>225.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>40000</td>\n",
       "      <td>-45.979146</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>422.0</td>\n",
       "      <td>255.108370</td>\n",
       "      <td>[Adventure, Fantasy]</td>\n",
       "      <td>Aidan Turner</td>\n",
       "      <td>The Hobbit: The Battle of the Five Armies</td>\n",
       "      <td>354228</td>\n",
       "      <td>802.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>65000</td>\n",
       "      <td>5.108370</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Marc Webb</td>\n",
       "      <td>599.0</td>\n",
       "      <td>262.030663</td>\n",
       "      <td>[Action, Adventure, Fantasy]</td>\n",
       "      <td>Emma Stone</td>\n",
       "      <td>The Amazing Spider-Man</td>\n",
       "      <td>451803</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>English</td>\n",
       "      <td>230.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>56000</td>\n",
       "      <td>32.030663</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>343.0</td>\n",
       "      <td>105.219735</td>\n",
       "      <td>[Action, Adventure, Drama, History]</td>\n",
       "      <td>Mark Addy</td>\n",
       "      <td>Robin Hood</td>\n",
       "      <td>211765</td>\n",
       "      <td>546.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0000</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>17000</td>\n",
       "      <td>-94.780265</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>509.0</td>\n",
       "      <td>258.355354</td>\n",
       "      <td>[Adventure, Fantasy]</td>\n",
       "      <td>Aidan Turner</td>\n",
       "      <td>The Hobbit: The Desolation of Smaug</td>\n",
       "      <td>483540</td>\n",
       "      <td>951.0</td>\n",
       "      <td>English</td>\n",
       "      <td>225.0000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>83000</td>\n",
       "      <td>33.355354</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chris Weitz</td>\n",
       "      <td>251.0</td>\n",
       "      <td>70.083519</td>\n",
       "      <td>[Adventure, Family, Fantasy]</td>\n",
       "      <td>Christopher Lee</td>\n",
       "      <td>The Golden Compass</td>\n",
       "      <td>149019</td>\n",
       "      <td>666.0</td>\n",
       "      <td>English</td>\n",
       "      <td>180.0000</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>0</td>\n",
       "      <td>-109.916481</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>446.0</td>\n",
       "      <td>218.051260</td>\n",
       "      <td>[Action, Adventure, Drama, Romance]</td>\n",
       "      <td>Naomi Watts</td>\n",
       "      <td>King Kong</td>\n",
       "      <td>316018</td>\n",
       "      <td>2618.0</td>\n",
       "      <td>English</td>\n",
       "      <td>207.0000</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>0</td>\n",
       "      <td>11.051260</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>658.672302</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>793059</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0000</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>26000</td>\n",
       "      <td>458.672302</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>516.0</td>\n",
       "      <td>407.197282</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>Captain America: Civil War</td>\n",
       "      <td>272670</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>English</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>72000</td>\n",
       "      <td>157.197282</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Peter Berg</td>\n",
       "      <td>377.0</td>\n",
       "      <td>65.173160</td>\n",
       "      <td>[Action, Adventure, Sci-Fi, Thriller]</td>\n",
       "      <td>Liam Neeson</td>\n",
       "      <td>Battleship</td>\n",
       "      <td>202382</td>\n",
       "      <td>751.0</td>\n",
       "      <td>English</td>\n",
       "      <td>209.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>44000</td>\n",
       "      <td>-143.826840</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>644.0</td>\n",
       "      <td>652.177271</td>\n",
       "      <td>[Action, Adventure, Sci-Fi, Thriller]</td>\n",
       "      <td>Bryce Dallas Howard</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>418214</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>English</td>\n",
       "      <td>150.0000</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>150000</td>\n",
       "      <td>502.177271</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>750.0</td>\n",
       "      <td>304.360277</td>\n",
       "      <td>[Action, Adventure, Thriller]</td>\n",
       "      <td>Albert Finney</td>\n",
       "      <td>Skyfall</td>\n",
       "      <td>522030</td>\n",
       "      <td>1498.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0000</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>80000</td>\n",
       "      <td>104.360277</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4959</th>\n",
       "      <td>Robert Townsend</td>\n",
       "      <td>21.0</td>\n",
       "      <td>5.228617</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>Robert Townsend</td>\n",
       "      <td>Hollywood Shuffle</td>\n",
       "      <td>2770</td>\n",
       "      <td>32.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.1000</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>471</td>\n",
       "      <td>5.128617</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4962</th>\n",
       "      <td>Larry Blamire</td>\n",
       "      <td>88.0</td>\n",
       "      <td>0.110536</td>\n",
       "      <td>[Comedy, Horror, Sci-Fi]</td>\n",
       "      <td>Fay Masterson</td>\n",
       "      <td>The Lost Skeleton of Cadavra</td>\n",
       "      <td>4117</td>\n",
       "      <td>118.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.070536</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4964</th>\n",
       "      <td>E.L. Katz</td>\n",
       "      <td>193.0</td>\n",
       "      <td>0.059379</td>\n",
       "      <td>[Comedy, Crime, Drama, Horror, Thriller]</td>\n",
       "      <td>Brighton Sharbino</td>\n",
       "      <td>Cheap Thrills</td>\n",
       "      <td>12796</td>\n",
       "      <td>52.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.2000</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.140621</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4971</th>\n",
       "      <td>Dennis Iliadis</td>\n",
       "      <td>241.0</td>\n",
       "      <td>32.721635</td>\n",
       "      <td>[Crime, Horror, Thriller]</td>\n",
       "      <td>Tony Goldwyn</td>\n",
       "      <td>The Last House on the Left</td>\n",
       "      <td>67824</td>\n",
       "      <td>279.0</td>\n",
       "      <td>English</td>\n",
       "      <td>15.0000</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0</td>\n",
       "      <td>17.721635</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4973</th>\n",
       "      <td>Darren Aronofsky</td>\n",
       "      <td>138.0</td>\n",
       "      <td>3.216970</td>\n",
       "      <td>[Drama, Mystery, Thriller]</td>\n",
       "      <td>Mark Margolis</td>\n",
       "      <td>Pi</td>\n",
       "      <td>142619</td>\n",
       "      <td>586.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>24000</td>\n",
       "      <td>3.156970</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Mystery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975</th>\n",
       "      <td>Myles Berkowitz</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.536767</td>\n",
       "      <td>[Biography, Comedy, Romance]</td>\n",
       "      <td>Tia Carrere</td>\n",
       "      <td>20 Dates</td>\n",
       "      <td>1622</td>\n",
       "      <td>83.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>30</td>\n",
       "      <td>0.476767</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4977</th>\n",
       "      <td>Morgan Spurlock</td>\n",
       "      <td>193.0</td>\n",
       "      <td>11.529368</td>\n",
       "      <td>[Comedy, Documentary, Drama]</td>\n",
       "      <td>Chemeeka Walker</td>\n",
       "      <td>Super Size Me</td>\n",
       "      <td>85028</td>\n",
       "      <td>404.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>0</td>\n",
       "      <td>11.464368</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4978</th>\n",
       "      <td>Brandon Trost</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.040557</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>Clifton Collins Jr.</td>\n",
       "      <td>The FP</td>\n",
       "      <td>1389</td>\n",
       "      <td>22.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.019443</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4979</th>\n",
       "      <td>Joe Swanberg</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.030084</td>\n",
       "      <td>[Comedy, Drama]</td>\n",
       "      <td>Anna Kendrick</td>\n",
       "      <td>Happy Christmas</td>\n",
       "      <td>5507</td>\n",
       "      <td>23.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>812</td>\n",
       "      <td>-0.039916</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4984</th>\n",
       "      <td>Edward Burns</td>\n",
       "      <td>36.0</td>\n",
       "      <td>10.246600</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>Shari Albert</td>\n",
       "      <td>The Brothers McMullen</td>\n",
       "      <td>6375</td>\n",
       "      <td>36.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>265</td>\n",
       "      <td>10.221600</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4987</th>\n",
       "      <td>Lena Dunham</td>\n",
       "      <td>113.0</td>\n",
       "      <td>0.389804</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>Lena Dunham</td>\n",
       "      <td>Tiny Furniture</td>\n",
       "      <td>11816</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.324804</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>David Gordon Green</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0.241816</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Paul Schneider</td>\n",
       "      <td>George Washington</td>\n",
       "      <td>6246</td>\n",
       "      <td>76.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0420</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>451</td>\n",
       "      <td>0.199816</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>Kevin Jordan</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.277233</td>\n",
       "      <td>[Comedy, Romance]</td>\n",
       "      <td>Derick Martini</td>\n",
       "      <td>Smiling Fish &amp; Goat on Fire</td>\n",
       "      <td>2631</td>\n",
       "      <td>26.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0.237233</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5004</th>\n",
       "      <td>Mike Bruce</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.243768</td>\n",
       "      <td>[Western]</td>\n",
       "      <td>Joseph Campanella</td>\n",
       "      <td>The Legend of God's Gun</td>\n",
       "      <td>143</td>\n",
       "      <td>9.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>13</td>\n",
       "      <td>0.213768</td>\n",
       "      <td>Western</td>\n",
       "      <td>Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5008</th>\n",
       "      <td>Kevin Smith</td>\n",
       "      <td>136.0</td>\n",
       "      <td>3.151130</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>Jason Mewes</td>\n",
       "      <td>Clerks</td>\n",
       "      <td>181749</td>\n",
       "      <td>615.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.2300</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>0</td>\n",
       "      <td>2.921130</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5009</th>\n",
       "      <td>James Bidgood</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.008231</td>\n",
       "      <td>[Drama, Fantasy]</td>\n",
       "      <td>Don Brooks</td>\n",
       "      <td>Pink Narcissus</td>\n",
       "      <td>803</td>\n",
       "      <td>16.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0270</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>85</td>\n",
       "      <td>-0.018769</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5011</th>\n",
       "      <td>Neil LaBute</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2.856622</td>\n",
       "      <td>[Comedy, Drama]</td>\n",
       "      <td>Stacy Edwards</td>\n",
       "      <td>In the Company of Men</td>\n",
       "      <td>11550</td>\n",
       "      <td>197.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>489</td>\n",
       "      <td>2.831622</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5012</th>\n",
       "      <td>David Ayer</td>\n",
       "      <td>233.0</td>\n",
       "      <td>10.499968</td>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>Mireille Enos</td>\n",
       "      <td>Sabotage</td>\n",
       "      <td>47502</td>\n",
       "      <td>212.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0000</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>10000</td>\n",
       "      <td>-24.500032</td>\n",
       "      <td>Action</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5015</th>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1.227508</td>\n",
       "      <td>[Comedy, Drama]</td>\n",
       "      <td>Tommy Pallotta</td>\n",
       "      <td>Slacker</td>\n",
       "      <td>15103</td>\n",
       "      <td>80.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0230</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2000</td>\n",
       "      <td>1.204508</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5021</th>\n",
       "      <td>Jay Duplass</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.192467</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>Mark Duplass</td>\n",
       "      <td>The Puffy Chair</td>\n",
       "      <td>4067</td>\n",
       "      <td>71.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>297</td>\n",
       "      <td>0.177467</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5023</th>\n",
       "      <td>Daryl Wein</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.076382</td>\n",
       "      <td>[Romance]</td>\n",
       "      <td>Zoe Lister-Jones</td>\n",
       "      <td>Breaking Upwards</td>\n",
       "      <td>1194</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>324</td>\n",
       "      <td>0.061382</td>\n",
       "      <td>Romance</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5025</th>\n",
       "      <td>John Waters</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.180483</td>\n",
       "      <td>[Comedy, Crime, Horror]</td>\n",
       "      <td>Divine</td>\n",
       "      <td>Pink Flamingos</td>\n",
       "      <td>16792</td>\n",
       "      <td>183.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.170483</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5026</th>\n",
       "      <td>Olivier Assayas</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.136007</td>\n",
       "      <td>[Drama, Music, Romance]</td>\n",
       "      <td>Maggie Cheung</td>\n",
       "      <td>Clean</td>\n",
       "      <td>3924</td>\n",
       "      <td>39.0</td>\n",
       "      <td>French</td>\n",
       "      <td>0.0045</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>171</td>\n",
       "      <td>0.131507</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Music</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5027</th>\n",
       "      <td>Jafar Panahi</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.673780</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Fereshteh Sadre Orafaiy</td>\n",
       "      <td>The Circle</td>\n",
       "      <td>4555</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Persian</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>697</td>\n",
       "      <td>0.663780</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5029</th>\n",
       "      <td>Kiyoshi Kurosawa</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.094596</td>\n",
       "      <td>[Crime, Horror, Mystery, Thriller]</td>\n",
       "      <td>Kôji Yakusho</td>\n",
       "      <td>The Cure</td>\n",
       "      <td>6318</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>817</td>\n",
       "      <td>-0.905404</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>143.0</td>\n",
       "      <td>0.424760</td>\n",
       "      <td>[Drama, Sci-Fi, Thriller]</td>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>Primer</td>\n",
       "      <td>72639</td>\n",
       "      <td>371.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0070</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>19000</td>\n",
       "      <td>0.417760</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5034</th>\n",
       "      <td>Neill Dela Llana</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.070071</td>\n",
       "      <td>[Thriller]</td>\n",
       "      <td>Ian Gamazon</td>\n",
       "      <td>Cavite</td>\n",
       "      <td>589</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0070</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>74</td>\n",
       "      <td>0.063071</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035</th>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>56.0</td>\n",
       "      <td>2.040920</td>\n",
       "      <td>[Action, Crime, Drama, Romance, Thriller]</td>\n",
       "      <td>Carlos Gallardo</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>52055</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>0.0070</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>0</td>\n",
       "      <td>2.033920</td>\n",
       "      <td>Action</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5037</th>\n",
       "      <td>Edward Burns</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.004584</td>\n",
       "      <td>[Comedy, Drama]</td>\n",
       "      <td>Kerry Bishé</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>1338</td>\n",
       "      <td>14.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0090</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>413</td>\n",
       "      <td>-0.004416</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.085222</td>\n",
       "      <td>[Documentary]</td>\n",
       "      <td>John August</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>4285</td>\n",
       "      <td>84.0</td>\n",
       "      <td>English</td>\n",
       "      <td>0.0011</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>456</td>\n",
       "      <td>0.084122</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3856 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           director_name  num_critic_for_reviews       gross  \\\n",
       "0          James Cameron                   723.0  760.505847   \n",
       "1         Gore Verbinski                   302.0  309.404152   \n",
       "2             Sam Mendes                   602.0  200.074175   \n",
       "3      Christopher Nolan                   813.0  448.130642   \n",
       "5         Andrew Stanton                   462.0   73.058679   \n",
       "6              Sam Raimi                   392.0  336.530303   \n",
       "7           Nathan Greno                   324.0  200.807262   \n",
       "8            Joss Whedon                   635.0  458.991599   \n",
       "9            David Yates                   375.0  301.956980   \n",
       "10           Zack Snyder                   673.0  330.249062   \n",
       "11          Bryan Singer                   434.0  200.069408   \n",
       "12          Marc Forster                   403.0  168.368427   \n",
       "13        Gore Verbinski                   313.0  423.032628   \n",
       "14        Gore Verbinski                   450.0   89.289910   \n",
       "15           Zack Snyder                   733.0  291.021565   \n",
       "16        Andrew Adamson                   258.0  141.614023   \n",
       "17           Joss Whedon                   703.0  623.279547   \n",
       "18          Rob Marshall                   448.0  241.063875   \n",
       "19      Barry Sonnenfeld                   451.0  179.020854   \n",
       "20         Peter Jackson                   422.0  255.108370   \n",
       "21             Marc Webb                   599.0  262.030663   \n",
       "22          Ridley Scott                   343.0  105.219735   \n",
       "23         Peter Jackson                   509.0  258.355354   \n",
       "24           Chris Weitz                   251.0   70.083519   \n",
       "25         Peter Jackson                   446.0  218.051260   \n",
       "26         James Cameron                   315.0  658.672302   \n",
       "27         Anthony Russo                   516.0  407.197282   \n",
       "28            Peter Berg                   377.0   65.173160   \n",
       "29       Colin Trevorrow                   644.0  652.177271   \n",
       "30            Sam Mendes                   750.0  304.360277   \n",
       "...                  ...                     ...         ...   \n",
       "4959     Robert Townsend                    21.0    5.228617   \n",
       "4962       Larry Blamire                    88.0    0.110536   \n",
       "4964           E.L. Katz                   193.0    0.059379   \n",
       "4971      Dennis Iliadis                   241.0   32.721635   \n",
       "4973    Darren Aronofsky                   138.0    3.216970   \n",
       "4975     Myles Berkowitz                    32.0    0.536767   \n",
       "4977     Morgan Spurlock                   193.0   11.529368   \n",
       "4978       Brandon Trost                    66.0    0.040557   \n",
       "4979        Joe Swanberg                    65.0    0.030084   \n",
       "4984        Edward Burns                    36.0   10.246600   \n",
       "4987         Lena Dunham                   113.0    0.389804   \n",
       "4997  David Gordon Green                    75.0    0.241816   \n",
       "4998        Kevin Jordan                    21.0    0.277233   \n",
       "5004          Mike Bruce                     3.0    0.243768   \n",
       "5008         Kevin Smith                   136.0    3.151130   \n",
       "5009       James Bidgood                     8.0    0.008231   \n",
       "5011         Neil LaBute                    80.0    2.856622   \n",
       "5012          David Ayer                   233.0   10.499968   \n",
       "5015   Richard Linklater                    61.0    1.227508   \n",
       "5021         Jay Duplass                    51.0    0.192467   \n",
       "5023          Daryl Wein                    22.0    0.076382   \n",
       "5025         John Waters                    73.0    0.180483   \n",
       "5026     Olivier Assayas                    81.0    0.136007   \n",
       "5027        Jafar Panahi                    64.0    0.673780   \n",
       "5029    Kiyoshi Kurosawa                    78.0    0.094596   \n",
       "5033       Shane Carruth                   143.0    0.424760   \n",
       "5034    Neill Dela Llana                    35.0    0.070071   \n",
       "5035    Robert Rodriguez                    56.0    2.040920   \n",
       "5037        Edward Burns                    14.0    0.004584   \n",
       "5042            Jon Gunn                    43.0    0.085222   \n",
       "\n",
       "                                                 genres  \\\n",
       "0                  [Action, Adventure, Fantasy, Sci-Fi]   \n",
       "1                          [Action, Adventure, Fantasy]   \n",
       "2                         [Action, Adventure, Thriller]   \n",
       "3                                    [Action, Thriller]   \n",
       "5                           [Action, Adventure, Sci-Fi]   \n",
       "6                          [Action, Adventure, Romance]   \n",
       "7     [Adventure, Animation, Comedy, Family, Fantasy...   \n",
       "8                           [Action, Adventure, Sci-Fi]   \n",
       "9                 [Adventure, Family, Fantasy, Mystery]   \n",
       "10                          [Action, Adventure, Sci-Fi]   \n",
       "11                          [Action, Adventure, Sci-Fi]   \n",
       "12                                  [Action, Adventure]   \n",
       "13                         [Action, Adventure, Fantasy]   \n",
       "14                         [Action, Adventure, Western]   \n",
       "15                 [Action, Adventure, Fantasy, Sci-Fi]   \n",
       "16                 [Action, Adventure, Family, Fantasy]   \n",
       "17                          [Action, Adventure, Sci-Fi]   \n",
       "18                         [Action, Adventure, Fantasy]   \n",
       "19    [Action, Adventure, Comedy, Family, Fantasy, S...   \n",
       "20                                 [Adventure, Fantasy]   \n",
       "21                         [Action, Adventure, Fantasy]   \n",
       "22                  [Action, Adventure, Drama, History]   \n",
       "23                                 [Adventure, Fantasy]   \n",
       "24                         [Adventure, Family, Fantasy]   \n",
       "25                  [Action, Adventure, Drama, Romance]   \n",
       "26                                     [Drama, Romance]   \n",
       "27                          [Action, Adventure, Sci-Fi]   \n",
       "28                [Action, Adventure, Sci-Fi, Thriller]   \n",
       "29                [Action, Adventure, Sci-Fi, Thriller]   \n",
       "30                        [Action, Adventure, Thriller]   \n",
       "...                                                 ...   \n",
       "4959                                           [Comedy]   \n",
       "4962                           [Comedy, Horror, Sci-Fi]   \n",
       "4964           [Comedy, Crime, Drama, Horror, Thriller]   \n",
       "4971                          [Crime, Horror, Thriller]   \n",
       "4973                         [Drama, Mystery, Thriller]   \n",
       "4975                       [Biography, Comedy, Romance]   \n",
       "4977                       [Comedy, Documentary, Drama]   \n",
       "4978                                           [Comedy]   \n",
       "4979                                    [Comedy, Drama]   \n",
       "4984                           [Comedy, Drama, Romance]   \n",
       "4987                           [Comedy, Drama, Romance]   \n",
       "4997                                            [Drama]   \n",
       "4998                                  [Comedy, Romance]   \n",
       "5004                                          [Western]   \n",
       "5008                                           [Comedy]   \n",
       "5009                                   [Drama, Fantasy]   \n",
       "5011                                    [Comedy, Drama]   \n",
       "5012                   [Action, Crime, Drama, Thriller]   \n",
       "5015                                    [Comedy, Drama]   \n",
       "5021                           [Comedy, Drama, Romance]   \n",
       "5023                                          [Romance]   \n",
       "5025                            [Comedy, Crime, Horror]   \n",
       "5026                            [Drama, Music, Romance]   \n",
       "5027                                            [Drama]   \n",
       "5029                 [Crime, Horror, Mystery, Thriller]   \n",
       "5033                          [Drama, Sci-Fi, Thriller]   \n",
       "5034                                         [Thriller]   \n",
       "5035          [Action, Crime, Drama, Romance, Thriller]   \n",
       "5037                                    [Comedy, Drama]   \n",
       "5042                                      [Documentary]   \n",
       "\n",
       "                 actor_1_name                                   movie_title  \\\n",
       "0                 CCH Pounder                                       Avatar    \n",
       "1                 Johnny Depp     Pirates of the Caribbean: At World's End    \n",
       "2             Christoph Waltz                                      Spectre    \n",
       "3                   Tom Hardy                        The Dark Knight Rises    \n",
       "5                Daryl Sabara                                  John Carter    \n",
       "6                J.K. Simmons                                 Spider-Man 3    \n",
       "7                Brad Garrett                                      Tangled    \n",
       "8             Chris Hemsworth                      Avengers: Age of Ultron    \n",
       "9                Alan Rickman       Harry Potter and the Half-Blood Prince    \n",
       "10               Henry Cavill           Batman v Superman: Dawn of Justice    \n",
       "11               Kevin Spacey                             Superman Returns    \n",
       "12         Giancarlo Giannini                            Quantum of Solace    \n",
       "13                Johnny Depp   Pirates of the Caribbean: Dead Man's Chest    \n",
       "14                Johnny Depp                              The Lone Ranger    \n",
       "15               Henry Cavill                                 Man of Steel    \n",
       "16             Peter Dinklage     The Chronicles of Narnia: Prince Caspian    \n",
       "17            Chris Hemsworth                                 The Avengers    \n",
       "18                Johnny Depp  Pirates of the Caribbean: On Stranger Tides    \n",
       "19                 Will Smith                               Men in Black 3    \n",
       "20               Aidan Turner    The Hobbit: The Battle of the Five Armies    \n",
       "21                 Emma Stone                       The Amazing Spider-Man    \n",
       "22                  Mark Addy                                   Robin Hood    \n",
       "23               Aidan Turner          The Hobbit: The Desolation of Smaug    \n",
       "24            Christopher Lee                           The Golden Compass    \n",
       "25                Naomi Watts                                    King Kong    \n",
       "26          Leonardo DiCaprio                                      Titanic    \n",
       "27          Robert Downey Jr.                   Captain America: Civil War    \n",
       "28                Liam Neeson                                   Battleship    \n",
       "29        Bryce Dallas Howard                               Jurassic World    \n",
       "30              Albert Finney                                      Skyfall    \n",
       "...                       ...                                           ...   \n",
       "4959          Robert Townsend                            Hollywood Shuffle    \n",
       "4962            Fay Masterson                 The Lost Skeleton of Cadavra    \n",
       "4964        Brighton Sharbino                                Cheap Thrills    \n",
       "4971             Tony Goldwyn                   The Last House on the Left    \n",
       "4973            Mark Margolis                                           Pi    \n",
       "4975              Tia Carrere                                     20 Dates    \n",
       "4977          Chemeeka Walker                                Super Size Me    \n",
       "4978      Clifton Collins Jr.                                       The FP    \n",
       "4979            Anna Kendrick                              Happy Christmas    \n",
       "4984             Shari Albert                        The Brothers McMullen    \n",
       "4987              Lena Dunham                               Tiny Furniture    \n",
       "4997           Paul Schneider                            George Washington    \n",
       "4998           Derick Martini                  Smiling Fish & Goat on Fire    \n",
       "5004        Joseph Campanella                      The Legend of God's Gun    \n",
       "5008              Jason Mewes                                       Clerks    \n",
       "5009               Don Brooks                               Pink Narcissus    \n",
       "5011            Stacy Edwards                        In the Company of Men    \n",
       "5012            Mireille Enos                                     Sabotage    \n",
       "5015           Tommy Pallotta                                      Slacker    \n",
       "5021             Mark Duplass                              The Puffy Chair    \n",
       "5023         Zoe Lister-Jones                             Breaking Upwards    \n",
       "5025                   Divine                               Pink Flamingos    \n",
       "5026            Maggie Cheung                                        Clean    \n",
       "5027  Fereshteh Sadre Orafaiy                                   The Circle    \n",
       "5029             Kôji Yakusho                                     The Cure    \n",
       "5033            Shane Carruth                                       Primer    \n",
       "5034              Ian Gamazon                                       Cavite    \n",
       "5035          Carlos Gallardo                                  El Mariachi    \n",
       "5037              Kerry Bishé                                    Newlyweds    \n",
       "5042              John August                            My Date with Drew    \n",
       "\n",
       "      num_voted_users  num_user_for_reviews  language    budget  title_year  \\\n",
       "0              886204                3054.0   English  237.0000      2009.0   \n",
       "1              471220                1238.0   English  300.0000      2007.0   \n",
       "2              275868                 994.0   English  245.0000      2015.0   \n",
       "3             1144337                2701.0   English  250.0000      2012.0   \n",
       "5              212204                 738.0   English  263.7000      2012.0   \n",
       "6              383056                1902.0   English  258.0000      2007.0   \n",
       "7              294810                 387.0   English  260.0000      2010.0   \n",
       "8              462669                1117.0   English  250.0000      2015.0   \n",
       "9              321795                 973.0   English  250.0000      2009.0   \n",
       "10             371639                3018.0   English  250.0000      2016.0   \n",
       "11             240396                2367.0   English  209.0000      2006.0   \n",
       "12             330784                1243.0   English  200.0000      2008.0   \n",
       "13             522040                1832.0   English  225.0000      2006.0   \n",
       "14             181792                 711.0   English  215.0000      2013.0   \n",
       "15             548573                2536.0   English  225.0000      2013.0   \n",
       "16             149922                 438.0   English  225.0000      2008.0   \n",
       "17             995415                1722.0   English  220.0000      2012.0   \n",
       "18             370704                 484.0   English  250.0000      2011.0   \n",
       "19             268154                 341.0   English  225.0000      2012.0   \n",
       "20             354228                 802.0   English  250.0000      2014.0   \n",
       "21             451803                1225.0   English  230.0000      2012.0   \n",
       "22             211765                 546.0   English  200.0000      2010.0   \n",
       "23             483540                 951.0   English  225.0000      2013.0   \n",
       "24             149019                 666.0   English  180.0000      2007.0   \n",
       "25             316018                2618.0   English  207.0000      2005.0   \n",
       "26             793059                2528.0   English  200.0000      1997.0   \n",
       "27             272670                1022.0   English  250.0000      2016.0   \n",
       "28             202382                 751.0   English  209.0000      2012.0   \n",
       "29             418214                1290.0   English  150.0000      2015.0   \n",
       "30             522030                1498.0   English  200.0000      2012.0   \n",
       "...               ...                   ...       ...       ...         ...   \n",
       "4959             2770                  32.0   English    0.1000      1987.0   \n",
       "4962             4117                 118.0   English    0.0400      2001.0   \n",
       "4964            12796                  52.0   English    0.2000      2013.0   \n",
       "4971            67824                 279.0   English   15.0000      2009.0   \n",
       "4973           142619                 586.0   English    0.0600      1998.0   \n",
       "4975             1622                  83.0   English    0.0600      1998.0   \n",
       "4977            85028                 404.0   English    0.0650      2004.0   \n",
       "4978             1389                  22.0   English    0.0600      2011.0   \n",
       "4979             5507                  23.0   English    0.0700      2014.0   \n",
       "4984             6375                  36.0   English    0.0250      1995.0   \n",
       "4987            11816                  35.0   English    0.0650      2010.0   \n",
       "4997             6246                  76.0   English    0.0420      2000.0   \n",
       "4998             2631                  26.0   English    0.0400      1999.0   \n",
       "5004              143                   9.0   English    0.0300      2007.0   \n",
       "5008           181749                 615.0   English    0.2300      1994.0   \n",
       "5009              803                  16.0   English    0.0270      1971.0   \n",
       "5011            11550                 197.0   English    0.0250      1997.0   \n",
       "5012            47502                 212.0   English   35.0000      2014.0   \n",
       "5015            15103                  80.0   English    0.0230      1991.0   \n",
       "5021             4067                  71.0   English    0.0150      2005.0   \n",
       "5023             1194                   8.0   English    0.0150      2009.0   \n",
       "5025            16792                 183.0   English    0.0100      1972.0   \n",
       "5026             3924                  39.0    French    0.0045      2004.0   \n",
       "5027             4555                  26.0   Persian    0.0100      2000.0   \n",
       "5029             6318                  50.0  Japanese    1.0000      1997.0   \n",
       "5033            72639                 371.0   English    0.0070      2004.0   \n",
       "5034              589                  35.0   English    0.0070      2005.0   \n",
       "5035            52055                 130.0   Spanish    0.0070      1992.0   \n",
       "5037             1338                  14.0   English    0.0090      2011.0   \n",
       "5042             4285                  84.0   English    0.0011      2004.0   \n",
       "\n",
       "      imdb_score  movie_facebook_likes      profit      genre_1      genre_2  \n",
       "0            7.9                 33000  523.505847       Action    Adventure  \n",
       "1            7.1                     0    9.404152       Action    Adventure  \n",
       "2            6.8                 85000  -44.925825       Action    Adventure  \n",
       "3            8.5                164000  198.130642       Action     Thriller  \n",
       "5            6.6                 24000 -190.641321       Action    Adventure  \n",
       "6            6.2                     0   78.530303       Action    Adventure  \n",
       "7            7.8                 29000  -59.192738    Adventure    Animation  \n",
       "8            7.5                118000  208.991599       Action    Adventure  \n",
       "9            7.5                 10000   51.956980    Adventure       Family  \n",
       "10           6.9                197000   80.249062       Action    Adventure  \n",
       "11           6.1                     0   -8.930592       Action    Adventure  \n",
       "12           6.7                     0  -31.631573       Action    Adventure  \n",
       "13           7.3                  5000  198.032628       Action    Adventure  \n",
       "14           6.5                 48000 -125.710090       Action    Adventure  \n",
       "15           7.2                118000   66.021565       Action    Adventure  \n",
       "16           6.6                     0  -83.385977       Action    Adventure  \n",
       "17           8.1                123000  403.279547       Action    Adventure  \n",
       "18           6.7                 58000   -8.936125       Action    Adventure  \n",
       "19           6.8                 40000  -45.979146       Action    Adventure  \n",
       "20           7.5                 65000    5.108370    Adventure      Fantasy  \n",
       "21           7.0                 56000   32.030663       Action    Adventure  \n",
       "22           6.7                 17000  -94.780265       Action    Adventure  \n",
       "23           7.9                 83000   33.355354    Adventure      Fantasy  \n",
       "24           6.1                     0 -109.916481    Adventure       Family  \n",
       "25           7.2                     0   11.051260       Action    Adventure  \n",
       "26           7.7                 26000  458.672302        Drama      Romance  \n",
       "27           8.2                 72000  157.197282       Action    Adventure  \n",
       "28           5.9                 44000 -143.826840       Action    Adventure  \n",
       "29           7.0                150000  502.177271       Action    Adventure  \n",
       "30           7.8                 80000  104.360277       Action    Adventure  \n",
       "...          ...                   ...         ...          ...          ...  \n",
       "4959         7.0                   471    5.128617       Comedy       Comedy  \n",
       "4962         7.0                     0    0.070536       Comedy       Horror  \n",
       "4964         6.8                     0   -0.140621       Comedy        Crime  \n",
       "4971         6.6                     0   17.721635        Crime       Horror  \n",
       "4973         7.5                 24000    3.156970        Drama      Mystery  \n",
       "4975         5.3                    30    0.476767    Biography       Comedy  \n",
       "4977         7.3                     0   11.464368       Comedy  Documentary  \n",
       "4978         5.6                     0   -0.019443       Comedy       Comedy  \n",
       "4979         5.6                   812   -0.039916       Comedy        Drama  \n",
       "4984         6.6                   265   10.221600       Comedy        Drama  \n",
       "4987         6.3                     0    0.324804       Comedy        Drama  \n",
       "4997         7.5                   451    0.199816        Drama        Drama  \n",
       "4998         7.6                     0    0.237233       Comedy      Romance  \n",
       "5004         4.1                    13    0.213768      Western      Western  \n",
       "5008         7.8                     0    2.921130       Comedy       Comedy  \n",
       "5009         6.7                    85   -0.018769        Drama      Fantasy  \n",
       "5011         7.3                   489    2.831622       Comedy        Drama  \n",
       "5012         5.7                 10000  -24.500032       Action        Crime  \n",
       "5015         7.1                  2000    1.204508       Comedy        Drama  \n",
       "5021         6.6                   297    0.177467       Comedy        Drama  \n",
       "5023         6.2                   324    0.061382      Romance      Romance  \n",
       "5025         6.1                     0    0.170483       Comedy        Crime  \n",
       "5026         6.9                   171    0.131507        Drama        Music  \n",
       "5027         7.5                   697    0.663780        Drama        Drama  \n",
       "5029         7.4                   817   -0.905404        Crime       Horror  \n",
       "5033         7.0                 19000    0.417760        Drama       Sci-Fi  \n",
       "5034         6.3                    74    0.063071     Thriller     Thriller  \n",
       "5035         6.9                     0    2.033920       Action        Crime  \n",
       "5037         6.4                   413   -0.004416       Comedy        Drama  \n",
       "5042         6.6                   456    0.084122  Documentary  Documentary  \n",
       "\n",
       "[3856 rows x 16 columns]"
      ]
     },
     "execution_count": 339,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for extracting the first two genres of each movie here\n",
    "movies['genres']=movies['genres'].str.split('|')\n",
    "movies['genre_1']= movies['genres'].apply(lambda x : x[0])\n",
    "movies['genre_2']= movies['genres'].apply(lambda x : x[1] if len(x) > 1 else x[0])\n",
    "movies\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.core.groupby.generic.DataFrameGroupBy object at 0x0000028FCEB196A0>"
      ]
     },
     "execution_count": 340,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_by_segment = movies.groupby(['genre_1','genre_2'])\n",
    "movies_by_segment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "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></th>\n",
       "      <th>gross</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genre_1</th>\n",
       "      <th>genre_2</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Family</th>\n",
       "      <th>Sci-Fi</th>\n",
       "      <td>434.949459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Adventure</th>\n",
       "      <th>Sci-Fi</th>\n",
       "      <td>228.627758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Family</th>\n",
       "      <td>118.919540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animation</th>\n",
       "      <td>116.998550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Action</th>\n",
       "      <th>Adventure</th>\n",
       "      <td>109.595465</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          gross\n",
       "genre_1   genre_2              \n",
       "Family    Sci-Fi     434.949459\n",
       "Adventure Sci-Fi     228.627758\n",
       "          Family     118.919540\n",
       "          Animation  116.998550\n",
       "Action    Adventure  109.595465"
      ]
     },
     "execution_count": 343,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for getting the 5 most popular combo of genres here\n",
    "a = movies_by_segment['gross'].mean()\n",
    "a = pd.DataFrame(a).sort_values(by ='gross', ascending=False)\n",
    "PopGenre = a.iloc[:5 ]\n",
    "PopGenre\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Checkpoint 5:** Well, as it turns out. `Family + Sci-Fi` is the most popular combo of genres out there!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  ### Subtask 3.7: Find the critic-favorite and audience-favorite actors\n",
    "\n",
    "    1. Create three new dataframes namely, `Meryl_Streep`, `Leo_Caprio`, and `Brad_Pitt` which contain the movies in which the actors: 'Meryl Streep', 'Leonardo DiCaprio', and 'Brad Pitt' are the lead actors. Use only the `actor_1_name` column for extraction. Also, make sure that you use the names 'Meryl Streep', 'Leonardo DiCaprio', and 'Brad Pitt' for the said extraction.\n",
    "    2. Append the rows of all these dataframes and store them in a new dataframe named `Combined`.\n",
    "    3. Group the combined dataframe using the `actor_1_name` column.\n",
    "    4. Find the mean of the `num_critic_for_reviews` and `num_user_for_review` and identify the actors which have the highest mean."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "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>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "      <th>profit</th>\n",
       "      <th>genre_1</th>\n",
       "      <th>genre_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Nancy Meyers</td>\n",
       "      <td>187.0</td>\n",
       "      <td>112.703470</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>It's Complicated</td>\n",
       "      <td>69860</td>\n",
       "      <td>214.0</td>\n",
       "      <td>English</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0</td>\n",
       "      <td>27.703470</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1106</th>\n",
       "      <td>Curtis Hanson</td>\n",
       "      <td>42.0</td>\n",
       "      <td>46.815748</td>\n",
       "      <td>[Action, Adventure, Crime, Thriller]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>The River Wild</td>\n",
       "      <td>32544</td>\n",
       "      <td>69.0</td>\n",
       "      <td>English</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0</td>\n",
       "      <td>1.815748</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1204</th>\n",
       "      <td>Nora Ephron</td>\n",
       "      <td>252.0</td>\n",
       "      <td>94.125426</td>\n",
       "      <td>[Biography, Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>Julie &amp; Julia</td>\n",
       "      <td>79264</td>\n",
       "      <td>277.0</td>\n",
       "      <td>English</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>13000</td>\n",
       "      <td>54.125426</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1408</th>\n",
       "      <td>David Frankel</td>\n",
       "      <td>208.0</td>\n",
       "      <td>124.732962</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>The Devil Wears Prada</td>\n",
       "      <td>286178</td>\n",
       "      <td>631.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0</td>\n",
       "      <td>89.732962</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1483</th>\n",
       "      <td>Robert Redford</td>\n",
       "      <td>227.0</td>\n",
       "      <td>14.998070</td>\n",
       "      <td>[Drama, Thriller, War]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>Lions for Lambs</td>\n",
       "      <td>41170</td>\n",
       "      <td>298.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>0</td>\n",
       "      <td>-20.001930</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1575</th>\n",
       "      <td>Sydney Pollack</td>\n",
       "      <td>66.0</td>\n",
       "      <td>87.100000</td>\n",
       "      <td>[Biography, Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>Out of Africa</td>\n",
       "      <td>52339</td>\n",
       "      <td>200.0</td>\n",
       "      <td>English</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>0</td>\n",
       "      <td>56.100000</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>David Frankel</td>\n",
       "      <td>234.0</td>\n",
       "      <td>63.536011</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>Hope Springs</td>\n",
       "      <td>34258</td>\n",
       "      <td>178.0</td>\n",
       "      <td>English</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0</td>\n",
       "      <td>33.536011</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1674</th>\n",
       "      <td>Carl Franklin</td>\n",
       "      <td>64.0</td>\n",
       "      <td>23.209440</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>One True Thing</td>\n",
       "      <td>9283</td>\n",
       "      <td>112.0</td>\n",
       "      <td>English</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>592</td>\n",
       "      <td>-6.790560</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1925</th>\n",
       "      <td>Stephen Daldry</td>\n",
       "      <td>174.0</td>\n",
       "      <td>41.597830</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>The Hours</td>\n",
       "      <td>102123</td>\n",
       "      <td>660.0</td>\n",
       "      <td>English</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>0</td>\n",
       "      <td>16.597830</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2781</th>\n",
       "      <td>Phyllida Lloyd</td>\n",
       "      <td>331.0</td>\n",
       "      <td>29.959436</td>\n",
       "      <td>[Biography, Drama, History]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>The Iron Lady</td>\n",
       "      <td>82327</td>\n",
       "      <td>350.0</td>\n",
       "      <td>English</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>18000</td>\n",
       "      <td>16.959436</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>Robert Altman</td>\n",
       "      <td>211.0</td>\n",
       "      <td>20.338609</td>\n",
       "      <td>[Comedy, Drama, Music]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>A Prairie Home Companion</td>\n",
       "      <td>19655</td>\n",
       "      <td>280.0</td>\n",
       "      <td>English</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>683</td>\n",
       "      <td>10.338609</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       director_name  num_critic_for_reviews       gross  \\\n",
       "410     Nancy Meyers                   187.0  112.703470   \n",
       "1106   Curtis Hanson                    42.0   46.815748   \n",
       "1204     Nora Ephron                   252.0   94.125426   \n",
       "1408   David Frankel                   208.0  124.732962   \n",
       "1483  Robert Redford                   227.0   14.998070   \n",
       "1575  Sydney Pollack                    66.0   87.100000   \n",
       "1618   David Frankel                   234.0   63.536011   \n",
       "1674   Carl Franklin                    64.0   23.209440   \n",
       "1925  Stephen Daldry                   174.0   41.597830   \n",
       "2781  Phyllida Lloyd                   331.0   29.959436   \n",
       "3135   Robert Altman                   211.0   20.338609   \n",
       "\n",
       "                                    genres  actor_1_name  \\\n",
       "410               [Comedy, Drama, Romance]  Meryl Streep   \n",
       "1106  [Action, Adventure, Crime, Thriller]  Meryl Streep   \n",
       "1204           [Biography, Drama, Romance]  Meryl Streep   \n",
       "1408              [Comedy, Drama, Romance]  Meryl Streep   \n",
       "1483                [Drama, Thriller, War]  Meryl Streep   \n",
       "1575           [Biography, Drama, Romance]  Meryl Streep   \n",
       "1618              [Comedy, Drama, Romance]  Meryl Streep   \n",
       "1674                               [Drama]  Meryl Streep   \n",
       "1925                      [Drama, Romance]  Meryl Streep   \n",
       "2781           [Biography, Drama, History]  Meryl Streep   \n",
       "3135                [Comedy, Drama, Music]  Meryl Streep   \n",
       "\n",
       "                    movie_title  num_voted_users  num_user_for_reviews  \\\n",
       "410           It's Complicated             69860                 214.0   \n",
       "1106            The River Wild             32544                  69.0   \n",
       "1204             Julie & Julia             79264                 277.0   \n",
       "1408     The Devil Wears Prada            286178                 631.0   \n",
       "1483           Lions for Lambs             41170                 298.0   \n",
       "1575             Out of Africa             52339                 200.0   \n",
       "1618              Hope Springs             34258                 178.0   \n",
       "1674            One True Thing              9283                 112.0   \n",
       "1925                 The Hours            102123                 660.0   \n",
       "2781             The Iron Lady             82327                 350.0   \n",
       "3135  A Prairie Home Companion             19655                 280.0   \n",
       "\n",
       "     language  budget  title_year  imdb_score  movie_facebook_likes  \\\n",
       "410   English    85.0      2009.0         6.6                     0   \n",
       "1106  English    45.0      1994.0         6.3                     0   \n",
       "1204  English    40.0      2009.0         7.0                 13000   \n",
       "1408  English    35.0      2006.0         6.8                     0   \n",
       "1483  English    35.0      2007.0         6.2                     0   \n",
       "1575  English    31.0      1985.0         7.2                     0   \n",
       "1618  English    30.0      2012.0         6.3                     0   \n",
       "1674  English    30.0      1998.0         7.0                   592   \n",
       "1925  English    25.0      2002.0         7.6                     0   \n",
       "2781  English    13.0      2011.0         6.4                 18000   \n",
       "3135  English    10.0      2006.0         6.8                   683   \n",
       "\n",
       "         profit    genre_1    genre_2  \n",
       "410   27.703470     Comedy      Drama  \n",
       "1106   1.815748     Action  Adventure  \n",
       "1204  54.125426  Biography      Drama  \n",
       "1408  89.732962     Comedy      Drama  \n",
       "1483 -20.001930      Drama   Thriller  \n",
       "1575  56.100000  Biography      Drama  \n",
       "1618  33.536011     Comedy      Drama  \n",
       "1674  -6.790560      Drama      Drama  \n",
       "1925  16.597830      Drama    Romance  \n",
       "2781  16.959436  Biography      Drama  \n",
       "3135  10.338609     Comedy      Drama  "
      ]
     },
     "execution_count": 349,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for creating three new dataframes here\n",
    "\n",
    "Meryl_Streep = movies.loc[movies.actor_1_name == 'Meryl Streep']\n",
    "Meryl_Streep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 348,
   "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>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "      <th>profit</th>\n",
       "      <th>genre_1</th>\n",
       "      <th>genre_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>658.672302</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>793059</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>26000</td>\n",
       "      <td>458.672302</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Baz Luhrmann</td>\n",
       "      <td>490.0</td>\n",
       "      <td>144.812796</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Great Gatsby</td>\n",
       "      <td>362912</td>\n",
       "      <td>753.0</td>\n",
       "      <td>English</td>\n",
       "      <td>105.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>115000</td>\n",
       "      <td>39.812796</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>642.0</td>\n",
       "      <td>292.568851</td>\n",
       "      <td>[Action, Adventure, Sci-Fi, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Inception</td>\n",
       "      <td>1468200</td>\n",
       "      <td>2803.0</td>\n",
       "      <td>English</td>\n",
       "      <td>160.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>8.8</td>\n",
       "      <td>175000</td>\n",
       "      <td>132.568851</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Alejandro G. Iñárritu</td>\n",
       "      <td>556.0</td>\n",
       "      <td>183.635922</td>\n",
       "      <td>[Adventure, Drama, Thriller, Western]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>406020</td>\n",
       "      <td>1188.0</td>\n",
       "      <td>English</td>\n",
       "      <td>135.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>190000</td>\n",
       "      <td>48.635922</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>267.0</td>\n",
       "      <td>102.608827</td>\n",
       "      <td>[Biography, Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Aviator</td>\n",
       "      <td>264318</td>\n",
       "      <td>799.0</td>\n",
       "      <td>English</td>\n",
       "      <td>110.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0</td>\n",
       "      <td>-7.391173</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Quentin Tarantino</td>\n",
       "      <td>765.0</td>\n",
       "      <td>162.804648</td>\n",
       "      <td>[Drama, Western]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Django Unchained</td>\n",
       "      <td>955174</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>English</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>199000</td>\n",
       "      <td>62.804648</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Edward Zwick</td>\n",
       "      <td>166.0</td>\n",
       "      <td>57.366262</td>\n",
       "      <td>[Adventure, Drama, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Blood Diamond</td>\n",
       "      <td>400292</td>\n",
       "      <td>657.0</td>\n",
       "      <td>English</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14000</td>\n",
       "      <td>-42.633738</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>606.0</td>\n",
       "      <td>116.866727</td>\n",
       "      <td>[Biography, Comedy, Crime, Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Wolf of Wall Street</td>\n",
       "      <td>780588</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>English</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>138000</td>\n",
       "      <td>16.866727</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>233.0</td>\n",
       "      <td>77.679638</td>\n",
       "      <td>[Crime, Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Gangs of New York</td>\n",
       "      <td>314033</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>English</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0</td>\n",
       "      <td>-22.320362</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>352.0</td>\n",
       "      <td>132.373442</td>\n",
       "      <td>[Crime, Drama, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Departed</td>\n",
       "      <td>873649</td>\n",
       "      <td>2054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>29000</td>\n",
       "      <td>42.373442</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>490.0</td>\n",
       "      <td>127.968405</td>\n",
       "      <td>[Mystery, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Shutter Island</td>\n",
       "      <td>786092</td>\n",
       "      <td>964.0</td>\n",
       "      <td>English</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>53000</td>\n",
       "      <td>47.968405</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>238.0</td>\n",
       "      <td>39.380442</td>\n",
       "      <td>[Action, Drama, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Body of Lies</td>\n",
       "      <td>174248</td>\n",
       "      <td>263.0</td>\n",
       "      <td>English</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>0</td>\n",
       "      <td>-30.619558</td>\n",
       "      <td>Action</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>194.0</td>\n",
       "      <td>164.435221</td>\n",
       "      <td>[Biography, Crime, Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Catch Me If You Can</td>\n",
       "      <td>525801</td>\n",
       "      <td>667.0</td>\n",
       "      <td>English</td>\n",
       "      <td>52.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15000</td>\n",
       "      <td>112.435221</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>Danny Boyle</td>\n",
       "      <td>118.0</td>\n",
       "      <td>39.778599</td>\n",
       "      <td>[Adventure, Drama, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Beach</td>\n",
       "      <td>176169</td>\n",
       "      <td>548.0</td>\n",
       "      <td>English</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0</td>\n",
       "      <td>-10.221401</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1114</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>323.0</td>\n",
       "      <td>22.877808</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Revolutionary Road</td>\n",
       "      <td>152591</td>\n",
       "      <td>414.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.122192</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>Randall Wallace</td>\n",
       "      <td>83.0</td>\n",
       "      <td>56.876365</td>\n",
       "      <td>[Action, Adventure]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Man in the Iron Mask</td>\n",
       "      <td>125219</td>\n",
       "      <td>244.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0</td>\n",
       "      <td>21.876365</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>392.0</td>\n",
       "      <td>37.304950</td>\n",
       "      <td>[Biography, Crime, Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>J. Edgar</td>\n",
       "      <td>102728</td>\n",
       "      <td>279.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>16000</td>\n",
       "      <td>2.304950</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1560</th>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>63.0</td>\n",
       "      <td>18.636537</td>\n",
       "      <td>[Action, Thriller, Western]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Quick and the Dead</td>\n",
       "      <td>69197</td>\n",
       "      <td>216.0</td>\n",
       "      <td>English</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0</td>\n",
       "      <td>-13.363463</td>\n",
       "      <td>Action</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2067</th>\n",
       "      <td>Jerry Zaks</td>\n",
       "      <td>45.0</td>\n",
       "      <td>12.782508</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Marvin's Room</td>\n",
       "      <td>20163</td>\n",
       "      <td>71.0</td>\n",
       "      <td>English</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1000</td>\n",
       "      <td>-10.217492</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2757</th>\n",
       "      <td>Baz Luhrmann</td>\n",
       "      <td>106.0</td>\n",
       "      <td>46.338728</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Romeo + Juliet</td>\n",
       "      <td>167750</td>\n",
       "      <td>506.0</td>\n",
       "      <td>English</td>\n",
       "      <td>14.5</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>10000</td>\n",
       "      <td>31.838728</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3476</th>\n",
       "      <td>Baz Luhrmann</td>\n",
       "      <td>490.0</td>\n",
       "      <td>144.812796</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Great Gatsby</td>\n",
       "      <td>362933</td>\n",
       "      <td>753.0</td>\n",
       "      <td>English</td>\n",
       "      <td>105.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>115000</td>\n",
       "      <td>39.812796</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              director_name  num_critic_for_reviews       gross  \\\n",
       "26            James Cameron                   315.0  658.672302   \n",
       "50             Baz Luhrmann                   490.0  144.812796   \n",
       "97        Christopher Nolan                   642.0  292.568851   \n",
       "179   Alejandro G. Iñárritu                   556.0  183.635922   \n",
       "257         Martin Scorsese                   267.0  102.608827   \n",
       "296       Quentin Tarantino                   765.0  162.804648   \n",
       "307            Edward Zwick                   166.0   57.366262   \n",
       "308         Martin Scorsese                   606.0  116.866727   \n",
       "326         Martin Scorsese                   233.0   77.679638   \n",
       "361         Martin Scorsese                   352.0  132.373442   \n",
       "452         Martin Scorsese                   490.0  127.968405   \n",
       "641            Ridley Scott                   238.0   39.380442   \n",
       "911        Steven Spielberg                   194.0  164.435221   \n",
       "990             Danny Boyle                   118.0   39.778599   \n",
       "1114             Sam Mendes                   323.0   22.877808   \n",
       "1422        Randall Wallace                    83.0   56.876365   \n",
       "1453         Clint Eastwood                   392.0   37.304950   \n",
       "1560              Sam Raimi                    63.0   18.636537   \n",
       "2067             Jerry Zaks                    45.0   12.782508   \n",
       "2757           Baz Luhrmann                   106.0   46.338728   \n",
       "3476           Baz Luhrmann                   490.0  144.812796   \n",
       "\n",
       "                                     genres       actor_1_name  \\\n",
       "26                         [Drama, Romance]  Leonardo DiCaprio   \n",
       "50                         [Drama, Romance]  Leonardo DiCaprio   \n",
       "97    [Action, Adventure, Sci-Fi, Thriller]  Leonardo DiCaprio   \n",
       "179   [Adventure, Drama, Thriller, Western]  Leonardo DiCaprio   \n",
       "257                      [Biography, Drama]  Leonardo DiCaprio   \n",
       "296                        [Drama, Western]  Leonardo DiCaprio   \n",
       "307            [Adventure, Drama, Thriller]  Leonardo DiCaprio   \n",
       "308       [Biography, Comedy, Crime, Drama]  Leonardo DiCaprio   \n",
       "326                          [Crime, Drama]  Leonardo DiCaprio   \n",
       "361                [Crime, Drama, Thriller]  Leonardo DiCaprio   \n",
       "452                     [Mystery, Thriller]  Leonardo DiCaprio   \n",
       "641               [Action, Drama, Thriller]  Leonardo DiCaprio   \n",
       "911               [Biography, Crime, Drama]  Leonardo DiCaprio   \n",
       "990            [Adventure, Drama, Thriller]  Leonardo DiCaprio   \n",
       "1114                       [Drama, Romance]  Leonardo DiCaprio   \n",
       "1422                    [Action, Adventure]  Leonardo DiCaprio   \n",
       "1453              [Biography, Crime, Drama]  Leonardo DiCaprio   \n",
       "1560            [Action, Thriller, Western]  Leonardo DiCaprio   \n",
       "2067                                [Drama]  Leonardo DiCaprio   \n",
       "2757                       [Drama, Romance]  Leonardo DiCaprio   \n",
       "3476                       [Drama, Romance]  Leonardo DiCaprio   \n",
       "\n",
       "                    movie_title  num_voted_users  num_user_for_reviews  \\\n",
       "26                     Titanic            793059                2528.0   \n",
       "50            The Great Gatsby            362912                 753.0   \n",
       "97                   Inception           1468200                2803.0   \n",
       "179               The Revenant            406020                1188.0   \n",
       "257                The Aviator            264318                 799.0   \n",
       "296           Django Unchained            955174                1193.0   \n",
       "307              Blood Diamond            400292                 657.0   \n",
       "308    The Wolf of Wall Street            780588                1138.0   \n",
       "326          Gangs of New York            314033                1166.0   \n",
       "361               The Departed            873649                2054.0   \n",
       "452             Shutter Island            786092                 964.0   \n",
       "641               Body of Lies            174248                 263.0   \n",
       "911        Catch Me If You Can            525801                 667.0   \n",
       "990                  The Beach            176169                 548.0   \n",
       "1114        Revolutionary Road            152591                 414.0   \n",
       "1422  The Man in the Iron Mask            125219                 244.0   \n",
       "1453                  J. Edgar            102728                 279.0   \n",
       "1560    The Quick and the Dead             69197                 216.0   \n",
       "2067             Marvin's Room             20163                  71.0   \n",
       "2757            Romeo + Juliet            167750                 506.0   \n",
       "3476          The Great Gatsby            362933                 753.0   \n",
       "\n",
       "     language  budget  title_year  imdb_score  movie_facebook_likes  \\\n",
       "26    English   200.0      1997.0         7.7                 26000   \n",
       "50    English   105.0      2013.0         7.3                115000   \n",
       "97    English   160.0      2010.0         8.8                175000   \n",
       "179   English   135.0      2015.0         8.1                190000   \n",
       "257   English   110.0      2004.0         7.5                     0   \n",
       "296   English   100.0      2012.0         8.5                199000   \n",
       "307   English   100.0      2006.0         8.0                 14000   \n",
       "308   English   100.0      2013.0         8.2                138000   \n",
       "326   English   100.0      2002.0         7.5                     0   \n",
       "361   English    90.0      2006.0         8.5                 29000   \n",
       "452   English    80.0      2010.0         8.1                 53000   \n",
       "641   English    70.0      2008.0         7.1                     0   \n",
       "911   English    52.0      2002.0         8.0                 15000   \n",
       "990   English    50.0      2000.0         6.6                     0   \n",
       "1114  English    35.0      2008.0         7.3                     0   \n",
       "1422  English    35.0      1998.0         6.4                     0   \n",
       "1453  English    35.0      2011.0         6.6                 16000   \n",
       "1560  English    32.0      1995.0         6.4                     0   \n",
       "2067  English    23.0      1996.0         6.7                  1000   \n",
       "2757  English    14.5      1996.0         6.8                 10000   \n",
       "3476  English   105.0      2013.0         7.3                115000   \n",
       "\n",
       "          profit    genre_1    genre_2  \n",
       "26    458.672302      Drama    Romance  \n",
       "50     39.812796      Drama    Romance  \n",
       "97    132.568851     Action  Adventure  \n",
       "179    48.635922  Adventure      Drama  \n",
       "257    -7.391173  Biography      Drama  \n",
       "296    62.804648      Drama    Western  \n",
       "307   -42.633738  Adventure      Drama  \n",
       "308    16.866727  Biography     Comedy  \n",
       "326   -22.320362      Crime      Drama  \n",
       "361    42.373442      Crime      Drama  \n",
       "452    47.968405    Mystery   Thriller  \n",
       "641   -30.619558     Action      Drama  \n",
       "911   112.435221  Biography      Crime  \n",
       "990   -10.221401  Adventure      Drama  \n",
       "1114  -12.122192      Drama    Romance  \n",
       "1422   21.876365     Action  Adventure  \n",
       "1453    2.304950  Biography      Crime  \n",
       "1560  -13.363463     Action   Thriller  \n",
       "2067  -10.217492      Drama      Drama  \n",
       "2757   31.838728      Drama    Romance  \n",
       "3476   39.812796      Drama    Romance  "
      ]
     },
     "execution_count": 348,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Leo_Caprio = movies.loc[movies.actor_1_name == 'Leonardo DiCaprio']\n",
    "Leo_Caprio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 347,
   "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>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "      <th>profit</th>\n",
       "      <th>genre_1</th>\n",
       "      <th>genre_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>David Fincher</td>\n",
       "      <td>362.0</td>\n",
       "      <td>127.490802</td>\n",
       "      <td>[Drama, Fantasy, Romance]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>The Curious Case of Benjamin Button</td>\n",
       "      <td>459346</td>\n",
       "      <td>822.0</td>\n",
       "      <td>English</td>\n",
       "      <td>150.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>23000</td>\n",
       "      <td>-22.509198</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Wolfgang Petersen</td>\n",
       "      <td>220.0</td>\n",
       "      <td>133.228348</td>\n",
       "      <td>[Adventure]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Troy</td>\n",
       "      <td>381672</td>\n",
       "      <td>1694.0</td>\n",
       "      <td>English</td>\n",
       "      <td>175.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>0</td>\n",
       "      <td>-41.771652</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Steven Soderbergh</td>\n",
       "      <td>198.0</td>\n",
       "      <td>125.531634</td>\n",
       "      <td>[Crime, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Ocean's Twelve</td>\n",
       "      <td>284852</td>\n",
       "      <td>627.0</td>\n",
       "      <td>English</td>\n",
       "      <td>110.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0</td>\n",
       "      <td>15.531634</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Doug Liman</td>\n",
       "      <td>233.0</td>\n",
       "      <td>186.336103</td>\n",
       "      <td>[Action, Comedy, Crime, Romance, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Mr. &amp; Mrs. Smith</td>\n",
       "      <td>348861</td>\n",
       "      <td>798.0</td>\n",
       "      <td>English</td>\n",
       "      <td>120.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0</td>\n",
       "      <td>66.336103</td>\n",
       "      <td>Action</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Tony Scott</td>\n",
       "      <td>142.0</td>\n",
       "      <td>0.026871</td>\n",
       "      <td>[Action, Crime, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Spy Game</td>\n",
       "      <td>121259</td>\n",
       "      <td>361.0</td>\n",
       "      <td>English</td>\n",
       "      <td>92.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-91.973129</td>\n",
       "      <td>Action</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Steven Soderbergh</td>\n",
       "      <td>186.0</td>\n",
       "      <td>183.405771</td>\n",
       "      <td>[Crime, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Ocean's Eleven</td>\n",
       "      <td>402645</td>\n",
       "      <td>845.0</td>\n",
       "      <td>English</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>0</td>\n",
       "      <td>98.405771</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>David Ayer</td>\n",
       "      <td>406.0</td>\n",
       "      <td>85.707116</td>\n",
       "      <td>[Action, Drama, War]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Fury</td>\n",
       "      <td>303185</td>\n",
       "      <td>701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>68.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>82000</td>\n",
       "      <td>17.707116</td>\n",
       "      <td>Action</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>Jean-Jacques Annaud</td>\n",
       "      <td>76.0</td>\n",
       "      <td>37.901509</td>\n",
       "      <td>[Adventure, Biography, Drama, History, War]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Seven Years in Tibet</td>\n",
       "      <td>96385</td>\n",
       "      <td>119.0</td>\n",
       "      <td>English</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-32.098491</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Biography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>David Fincher</td>\n",
       "      <td>315.0</td>\n",
       "      <td>37.023395</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Fight Club</td>\n",
       "      <td>1347461</td>\n",
       "      <td>2968.0</td>\n",
       "      <td>English</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>8.8</td>\n",
       "      <td>48000</td>\n",
       "      <td>-25.976605</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>Patrick Gilmore</td>\n",
       "      <td>98.0</td>\n",
       "      <td>26.288320</td>\n",
       "      <td>[Adventure, Animation, Comedy, Drama, Family, ...</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Sinbad: Legend of the Seven Seas</td>\n",
       "      <td>36144</td>\n",
       "      <td>91.0</td>\n",
       "      <td>English</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>880</td>\n",
       "      <td>-33.711680</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Animation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>Neil Jordan</td>\n",
       "      <td>120.0</td>\n",
       "      <td>105.264608</td>\n",
       "      <td>[Drama, Fantasy, Horror]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Interview with the Vampire: The Vampire Chroni...</td>\n",
       "      <td>239752</td>\n",
       "      <td>406.0</td>\n",
       "      <td>English</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>11000</td>\n",
       "      <td>45.264608</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1490</th>\n",
       "      <td>Terrence Malick</td>\n",
       "      <td>584.0</td>\n",
       "      <td>13.303319</td>\n",
       "      <td>[Drama, Fantasy]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>The Tree of Life</td>\n",
       "      <td>136367</td>\n",
       "      <td>975.0</td>\n",
       "      <td>English</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>39000</td>\n",
       "      <td>-18.696681</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1722</th>\n",
       "      <td>Andrew Dominik</td>\n",
       "      <td>273.0</td>\n",
       "      <td>3.904982</td>\n",
       "      <td>[Biography, Crime, Drama, History, Western]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>The Assassination of Jesse James by the Coward...</td>\n",
       "      <td>136104</td>\n",
       "      <td>415.0</td>\n",
       "      <td>English</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0</td>\n",
       "      <td>-26.095018</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2204</th>\n",
       "      <td>Alejandro G. Iñárritu</td>\n",
       "      <td>285.0</td>\n",
       "      <td>34.300771</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Babel</td>\n",
       "      <td>243799</td>\n",
       "      <td>908.0</td>\n",
       "      <td>English</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0</td>\n",
       "      <td>9.300771</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>Angelina Jolie Pitt</td>\n",
       "      <td>131.0</td>\n",
       "      <td>0.531009</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>By the Sea</td>\n",
       "      <td>7976</td>\n",
       "      <td>61.0</td>\n",
       "      <td>English</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>0</td>\n",
       "      <td>-9.468991</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2682</th>\n",
       "      <td>Andrew Dominik</td>\n",
       "      <td>414.0</td>\n",
       "      <td>14.938570</td>\n",
       "      <td>[Crime, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Killing Them Softly</td>\n",
       "      <td>111625</td>\n",
       "      <td>369.0</td>\n",
       "      <td>English</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>20000</td>\n",
       "      <td>-0.061430</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2898</th>\n",
       "      <td>Tony Scott</td>\n",
       "      <td>122.0</td>\n",
       "      <td>12.281500</td>\n",
       "      <td>[Action, Crime, Drama, Romance, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>True Romance</td>\n",
       "      <td>163492</td>\n",
       "      <td>460.0</td>\n",
       "      <td>English</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15000</td>\n",
       "      <td>-0.718500</td>\n",
       "      <td>Action</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              director_name  num_critic_for_reviews       gross  \\\n",
       "101           David Fincher                   362.0  127.490802   \n",
       "147       Wolfgang Petersen                   220.0  133.228348   \n",
       "254       Steven Soderbergh                   198.0  125.531634   \n",
       "255              Doug Liman                   233.0  186.336103   \n",
       "382              Tony Scott                   142.0    0.026871   \n",
       "400       Steven Soderbergh                   186.0  183.405771   \n",
       "470              David Ayer                   406.0   85.707116   \n",
       "611     Jean-Jacques Annaud                    76.0   37.901509   \n",
       "683           David Fincher                   315.0   37.023395   \n",
       "792         Patrick Gilmore                    98.0   26.288320   \n",
       "940             Neil Jordan                   120.0  105.264608   \n",
       "1490        Terrence Malick                   584.0   13.303319   \n",
       "1722         Andrew Dominik                   273.0    3.904982   \n",
       "2204  Alejandro G. Iñárritu                   285.0   34.300771   \n",
       "2333    Angelina Jolie Pitt                   131.0    0.531009   \n",
       "2682         Andrew Dominik                   414.0   14.938570   \n",
       "2898             Tony Scott                   122.0   12.281500   \n",
       "\n",
       "                                                 genres actor_1_name  \\\n",
       "101                           [Drama, Fantasy, Romance]    Brad Pitt   \n",
       "147                                         [Adventure]    Brad Pitt   \n",
       "254                                   [Crime, Thriller]    Brad Pitt   \n",
       "255          [Action, Comedy, Crime, Romance, Thriller]    Brad Pitt   \n",
       "382                           [Action, Crime, Thriller]    Brad Pitt   \n",
       "400                                   [Crime, Thriller]    Brad Pitt   \n",
       "470                                [Action, Drama, War]    Brad Pitt   \n",
       "611         [Adventure, Biography, Drama, History, War]    Brad Pitt   \n",
       "683                                             [Drama]    Brad Pitt   \n",
       "792   [Adventure, Animation, Comedy, Drama, Family, ...    Brad Pitt   \n",
       "940                            [Drama, Fantasy, Horror]    Brad Pitt   \n",
       "1490                                   [Drama, Fantasy]    Brad Pitt   \n",
       "1722        [Biography, Crime, Drama, History, Western]    Brad Pitt   \n",
       "2204                                            [Drama]    Brad Pitt   \n",
       "2333                                   [Drama, Romance]    Brad Pitt   \n",
       "2682                                  [Crime, Thriller]    Brad Pitt   \n",
       "2898          [Action, Crime, Drama, Romance, Thriller]    Brad Pitt   \n",
       "\n",
       "                                            movie_title  num_voted_users  \\\n",
       "101                The Curious Case of Benjamin Button            459346   \n",
       "147                                               Troy            381672   \n",
       "254                                     Ocean's Twelve            284852   \n",
       "255                                   Mr. & Mrs. Smith            348861   \n",
       "382                                           Spy Game            121259   \n",
       "400                                     Ocean's Eleven            402645   \n",
       "470                                               Fury            303185   \n",
       "611                               Seven Years in Tibet             96385   \n",
       "683                                         Fight Club           1347461   \n",
       "792                   Sinbad: Legend of the Seven Seas             36144   \n",
       "940   Interview with the Vampire: The Vampire Chroni...           239752   \n",
       "1490                                  The Tree of Life            136367   \n",
       "1722  The Assassination of Jesse James by the Coward...           136104   \n",
       "2204                                             Babel            243799   \n",
       "2333                                        By the Sea              7976   \n",
       "2682                               Killing Them Softly            111625   \n",
       "2898                                      True Romance            163492   \n",
       "\n",
       "      num_user_for_reviews language  budget  title_year  imdb_score  \\\n",
       "101                  822.0  English   150.0      2008.0         7.8   \n",
       "147                 1694.0  English   175.0      2004.0         7.2   \n",
       "254                  627.0  English   110.0      2004.0         6.4   \n",
       "255                  798.0  English   120.0      2005.0         6.5   \n",
       "382                  361.0  English    92.0      2001.0         7.0   \n",
       "400                  845.0  English    85.0      2001.0         7.8   \n",
       "470                  701.0  English    68.0      2014.0         7.6   \n",
       "611                  119.0  English    70.0      1997.0         7.0   \n",
       "683                 2968.0  English    63.0      1999.0         8.8   \n",
       "792                   91.0  English    60.0      2003.0         6.7   \n",
       "940                  406.0  English    60.0      1994.0         7.6   \n",
       "1490                 975.0  English    32.0      2011.0         6.7   \n",
       "1722                 415.0  English    30.0      2007.0         7.5   \n",
       "2204                 908.0  English    25.0      2006.0         7.5   \n",
       "2333                  61.0  English    10.0      2015.0         5.3   \n",
       "2682                 369.0  English    15.0      2012.0         6.2   \n",
       "2898                 460.0  English    13.0      1993.0         8.0   \n",
       "\n",
       "      movie_facebook_likes     profit    genre_1    genre_2  \n",
       "101                  23000 -22.509198      Drama    Fantasy  \n",
       "147                      0 -41.771652  Adventure  Adventure  \n",
       "254                      0  15.531634      Crime   Thriller  \n",
       "255                      0  66.336103     Action     Comedy  \n",
       "382                      0 -91.973129     Action      Crime  \n",
       "400                      0  98.405771      Crime   Thriller  \n",
       "470                  82000  17.707116     Action      Drama  \n",
       "611                      0 -32.098491  Adventure  Biography  \n",
       "683                  48000 -25.976605      Drama      Drama  \n",
       "792                    880 -33.711680  Adventure  Animation  \n",
       "940                  11000  45.264608      Drama    Fantasy  \n",
       "1490                 39000 -18.696681      Drama    Fantasy  \n",
       "1722                     0 -26.095018  Biography      Crime  \n",
       "2204                     0   9.300771      Drama      Drama  \n",
       "2333                     0  -9.468991      Drama    Romance  \n",
       "2682                 20000  -0.061430      Crime   Thriller  \n",
       "2898                 15000  -0.718500     Action      Crime  "
      ]
     },
     "execution_count": 347,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Brad_Pitt = movies.loc[movies.actor_1_name == 'Brad Pitt']\n",
    "Brad_Pitt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "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>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "      <th>profit</th>\n",
       "      <th>genre_1</th>\n",
       "      <th>genre_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>David Fincher</td>\n",
       "      <td>362.0</td>\n",
       "      <td>127.490802</td>\n",
       "      <td>[Drama, Fantasy, Romance]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>The Curious Case of Benjamin Button</td>\n",
       "      <td>459346</td>\n",
       "      <td>822.0</td>\n",
       "      <td>English</td>\n",
       "      <td>150.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>23000</td>\n",
       "      <td>-22.509198</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Wolfgang Petersen</td>\n",
       "      <td>220.0</td>\n",
       "      <td>133.228348</td>\n",
       "      <td>[Adventure]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Troy</td>\n",
       "      <td>381672</td>\n",
       "      <td>1694.0</td>\n",
       "      <td>English</td>\n",
       "      <td>175.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>0</td>\n",
       "      <td>-41.771652</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Steven Soderbergh</td>\n",
       "      <td>198.0</td>\n",
       "      <td>125.531634</td>\n",
       "      <td>[Crime, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Ocean's Twelve</td>\n",
       "      <td>284852</td>\n",
       "      <td>627.0</td>\n",
       "      <td>English</td>\n",
       "      <td>110.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0</td>\n",
       "      <td>15.531634</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Doug Liman</td>\n",
       "      <td>233.0</td>\n",
       "      <td>186.336103</td>\n",
       "      <td>[Action, Comedy, Crime, Romance, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Mr. &amp; Mrs. Smith</td>\n",
       "      <td>348861</td>\n",
       "      <td>798.0</td>\n",
       "      <td>English</td>\n",
       "      <td>120.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0</td>\n",
       "      <td>66.336103</td>\n",
       "      <td>Action</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Tony Scott</td>\n",
       "      <td>142.0</td>\n",
       "      <td>0.026871</td>\n",
       "      <td>[Action, Crime, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Spy Game</td>\n",
       "      <td>121259</td>\n",
       "      <td>361.0</td>\n",
       "      <td>English</td>\n",
       "      <td>92.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-91.973129</td>\n",
       "      <td>Action</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Steven Soderbergh</td>\n",
       "      <td>186.0</td>\n",
       "      <td>183.405771</td>\n",
       "      <td>[Crime, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Ocean's Eleven</td>\n",
       "      <td>402645</td>\n",
       "      <td>845.0</td>\n",
       "      <td>English</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>0</td>\n",
       "      <td>98.405771</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>David Ayer</td>\n",
       "      <td>406.0</td>\n",
       "      <td>85.707116</td>\n",
       "      <td>[Action, Drama, War]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Fury</td>\n",
       "      <td>303185</td>\n",
       "      <td>701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>68.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>82000</td>\n",
       "      <td>17.707116</td>\n",
       "      <td>Action</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>Jean-Jacques Annaud</td>\n",
       "      <td>76.0</td>\n",
       "      <td>37.901509</td>\n",
       "      <td>[Adventure, Biography, Drama, History, War]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Seven Years in Tibet</td>\n",
       "      <td>96385</td>\n",
       "      <td>119.0</td>\n",
       "      <td>English</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-32.098491</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Biography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>David Fincher</td>\n",
       "      <td>315.0</td>\n",
       "      <td>37.023395</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Fight Club</td>\n",
       "      <td>1347461</td>\n",
       "      <td>2968.0</td>\n",
       "      <td>English</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>8.8</td>\n",
       "      <td>48000</td>\n",
       "      <td>-25.976605</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>Patrick Gilmore</td>\n",
       "      <td>98.0</td>\n",
       "      <td>26.288320</td>\n",
       "      <td>[Adventure, Animation, Comedy, Drama, Family, ...</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Sinbad: Legend of the Seven Seas</td>\n",
       "      <td>36144</td>\n",
       "      <td>91.0</td>\n",
       "      <td>English</td>\n",
       "      <td>60.0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>880</td>\n",
       "      <td>-33.711680</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Animation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>Neil Jordan</td>\n",
       "      <td>120.0</td>\n",
       "      <td>105.264608</td>\n",
       "      <td>[Drama, Fantasy, Horror]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Interview with the Vampire: The Vampire Chroni...</td>\n",
       "      <td>239752</td>\n",
       "      <td>406.0</td>\n",
       "      <td>English</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>11000</td>\n",
       "      <td>45.264608</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1490</th>\n",
       "      <td>Terrence Malick</td>\n",
       "      <td>584.0</td>\n",
       "      <td>13.303319</td>\n",
       "      <td>[Drama, Fantasy]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>The Tree of Life</td>\n",
       "      <td>136367</td>\n",
       "      <td>975.0</td>\n",
       "      <td>English</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>39000</td>\n",
       "      <td>-18.696681</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1722</th>\n",
       "      <td>Andrew Dominik</td>\n",
       "      <td>273.0</td>\n",
       "      <td>3.904982</td>\n",
       "      <td>[Biography, Crime, Drama, History, Western]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>The Assassination of Jesse James by the Coward...</td>\n",
       "      <td>136104</td>\n",
       "      <td>415.0</td>\n",
       "      <td>English</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0</td>\n",
       "      <td>-26.095018</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2204</th>\n",
       "      <td>Alejandro G. Iñárritu</td>\n",
       "      <td>285.0</td>\n",
       "      <td>34.300771</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Babel</td>\n",
       "      <td>243799</td>\n",
       "      <td>908.0</td>\n",
       "      <td>English</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0</td>\n",
       "      <td>9.300771</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2333</th>\n",
       "      <td>Angelina Jolie Pitt</td>\n",
       "      <td>131.0</td>\n",
       "      <td>0.531009</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>By the Sea</td>\n",
       "      <td>7976</td>\n",
       "      <td>61.0</td>\n",
       "      <td>English</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>0</td>\n",
       "      <td>-9.468991</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2682</th>\n",
       "      <td>Andrew Dominik</td>\n",
       "      <td>414.0</td>\n",
       "      <td>14.938570</td>\n",
       "      <td>[Crime, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>Killing Them Softly</td>\n",
       "      <td>111625</td>\n",
       "      <td>369.0</td>\n",
       "      <td>English</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>20000</td>\n",
       "      <td>-0.061430</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2898</th>\n",
       "      <td>Tony Scott</td>\n",
       "      <td>122.0</td>\n",
       "      <td>12.281500</td>\n",
       "      <td>[Action, Crime, Drama, Romance, Thriller]</td>\n",
       "      <td>Brad Pitt</td>\n",
       "      <td>True Romance</td>\n",
       "      <td>163492</td>\n",
       "      <td>460.0</td>\n",
       "      <td>English</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15000</td>\n",
       "      <td>-0.718500</td>\n",
       "      <td>Action</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>658.672302</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>793059</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>26000</td>\n",
       "      <td>458.672302</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Baz Luhrmann</td>\n",
       "      <td>490.0</td>\n",
       "      <td>144.812796</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Great Gatsby</td>\n",
       "      <td>362912</td>\n",
       "      <td>753.0</td>\n",
       "      <td>English</td>\n",
       "      <td>105.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>115000</td>\n",
       "      <td>39.812796</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>642.0</td>\n",
       "      <td>292.568851</td>\n",
       "      <td>[Action, Adventure, Sci-Fi, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Inception</td>\n",
       "      <td>1468200</td>\n",
       "      <td>2803.0</td>\n",
       "      <td>English</td>\n",
       "      <td>160.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>8.8</td>\n",
       "      <td>175000</td>\n",
       "      <td>132.568851</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Alejandro G. Iñárritu</td>\n",
       "      <td>556.0</td>\n",
       "      <td>183.635922</td>\n",
       "      <td>[Adventure, Drama, Thriller, Western]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>406020</td>\n",
       "      <td>1188.0</td>\n",
       "      <td>English</td>\n",
       "      <td>135.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>190000</td>\n",
       "      <td>48.635922</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>267.0</td>\n",
       "      <td>102.608827</td>\n",
       "      <td>[Biography, Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Aviator</td>\n",
       "      <td>264318</td>\n",
       "      <td>799.0</td>\n",
       "      <td>English</td>\n",
       "      <td>110.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0</td>\n",
       "      <td>-7.391173</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Quentin Tarantino</td>\n",
       "      <td>765.0</td>\n",
       "      <td>162.804648</td>\n",
       "      <td>[Drama, Western]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Django Unchained</td>\n",
       "      <td>955174</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>English</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>199000</td>\n",
       "      <td>62.804648</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>Edward Zwick</td>\n",
       "      <td>166.0</td>\n",
       "      <td>57.366262</td>\n",
       "      <td>[Adventure, Drama, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Blood Diamond</td>\n",
       "      <td>400292</td>\n",
       "      <td>657.0</td>\n",
       "      <td>English</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14000</td>\n",
       "      <td>-42.633738</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>606.0</td>\n",
       "      <td>116.866727</td>\n",
       "      <td>[Biography, Comedy, Crime, Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Wolf of Wall Street</td>\n",
       "      <td>780588</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>English</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>138000</td>\n",
       "      <td>16.866727</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>233.0</td>\n",
       "      <td>77.679638</td>\n",
       "      <td>[Crime, Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Gangs of New York</td>\n",
       "      <td>314033</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>English</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0</td>\n",
       "      <td>-22.320362</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>352.0</td>\n",
       "      <td>132.373442</td>\n",
       "      <td>[Crime, Drama, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Departed</td>\n",
       "      <td>873649</td>\n",
       "      <td>2054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>29000</td>\n",
       "      <td>42.373442</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>490.0</td>\n",
       "      <td>127.968405</td>\n",
       "      <td>[Mystery, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Shutter Island</td>\n",
       "      <td>786092</td>\n",
       "      <td>964.0</td>\n",
       "      <td>English</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>53000</td>\n",
       "      <td>47.968405</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>238.0</td>\n",
       "      <td>39.380442</td>\n",
       "      <td>[Action, Drama, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Body of Lies</td>\n",
       "      <td>174248</td>\n",
       "      <td>263.0</td>\n",
       "      <td>English</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>0</td>\n",
       "      <td>-30.619558</td>\n",
       "      <td>Action</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>194.0</td>\n",
       "      <td>164.435221</td>\n",
       "      <td>[Biography, Crime, Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Catch Me If You Can</td>\n",
       "      <td>525801</td>\n",
       "      <td>667.0</td>\n",
       "      <td>English</td>\n",
       "      <td>52.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15000</td>\n",
       "      <td>112.435221</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>Danny Boyle</td>\n",
       "      <td>118.0</td>\n",
       "      <td>39.778599</td>\n",
       "      <td>[Adventure, Drama, Thriller]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Beach</td>\n",
       "      <td>176169</td>\n",
       "      <td>548.0</td>\n",
       "      <td>English</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0</td>\n",
       "      <td>-10.221401</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1114</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>323.0</td>\n",
       "      <td>22.877808</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Revolutionary Road</td>\n",
       "      <td>152591</td>\n",
       "      <td>414.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.122192</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>Randall Wallace</td>\n",
       "      <td>83.0</td>\n",
       "      <td>56.876365</td>\n",
       "      <td>[Action, Adventure]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Man in the Iron Mask</td>\n",
       "      <td>125219</td>\n",
       "      <td>244.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0</td>\n",
       "      <td>21.876365</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>Clint Eastwood</td>\n",
       "      <td>392.0</td>\n",
       "      <td>37.304950</td>\n",
       "      <td>[Biography, Crime, Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>J. Edgar</td>\n",
       "      <td>102728</td>\n",
       "      <td>279.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>16000</td>\n",
       "      <td>2.304950</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1560</th>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>63.0</td>\n",
       "      <td>18.636537</td>\n",
       "      <td>[Action, Thriller, Western]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Quick and the Dead</td>\n",
       "      <td>69197</td>\n",
       "      <td>216.0</td>\n",
       "      <td>English</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0</td>\n",
       "      <td>-13.363463</td>\n",
       "      <td>Action</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2067</th>\n",
       "      <td>Jerry Zaks</td>\n",
       "      <td>45.0</td>\n",
       "      <td>12.782508</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Marvin's Room</td>\n",
       "      <td>20163</td>\n",
       "      <td>71.0</td>\n",
       "      <td>English</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1000</td>\n",
       "      <td>-10.217492</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2757</th>\n",
       "      <td>Baz Luhrmann</td>\n",
       "      <td>106.0</td>\n",
       "      <td>46.338728</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>Romeo + Juliet</td>\n",
       "      <td>167750</td>\n",
       "      <td>506.0</td>\n",
       "      <td>English</td>\n",
       "      <td>14.5</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>10000</td>\n",
       "      <td>31.838728</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3476</th>\n",
       "      <td>Baz Luhrmann</td>\n",
       "      <td>490.0</td>\n",
       "      <td>144.812796</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>The Great Gatsby</td>\n",
       "      <td>362933</td>\n",
       "      <td>753.0</td>\n",
       "      <td>English</td>\n",
       "      <td>105.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>115000</td>\n",
       "      <td>39.812796</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Nancy Meyers</td>\n",
       "      <td>187.0</td>\n",
       "      <td>112.703470</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>It's Complicated</td>\n",
       "      <td>69860</td>\n",
       "      <td>214.0</td>\n",
       "      <td>English</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0</td>\n",
       "      <td>27.703470</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1106</th>\n",
       "      <td>Curtis Hanson</td>\n",
       "      <td>42.0</td>\n",
       "      <td>46.815748</td>\n",
       "      <td>[Action, Adventure, Crime, Thriller]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>The River Wild</td>\n",
       "      <td>32544</td>\n",
       "      <td>69.0</td>\n",
       "      <td>English</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0</td>\n",
       "      <td>1.815748</td>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1204</th>\n",
       "      <td>Nora Ephron</td>\n",
       "      <td>252.0</td>\n",
       "      <td>94.125426</td>\n",
       "      <td>[Biography, Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>Julie &amp; Julia</td>\n",
       "      <td>79264</td>\n",
       "      <td>277.0</td>\n",
       "      <td>English</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>13000</td>\n",
       "      <td>54.125426</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1408</th>\n",
       "      <td>David Frankel</td>\n",
       "      <td>208.0</td>\n",
       "      <td>124.732962</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>The Devil Wears Prada</td>\n",
       "      <td>286178</td>\n",
       "      <td>631.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0</td>\n",
       "      <td>89.732962</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1483</th>\n",
       "      <td>Robert Redford</td>\n",
       "      <td>227.0</td>\n",
       "      <td>14.998070</td>\n",
       "      <td>[Drama, Thriller, War]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>Lions for Lambs</td>\n",
       "      <td>41170</td>\n",
       "      <td>298.0</td>\n",
       "      <td>English</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>0</td>\n",
       "      <td>-20.001930</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1575</th>\n",
       "      <td>Sydney Pollack</td>\n",
       "      <td>66.0</td>\n",
       "      <td>87.100000</td>\n",
       "      <td>[Biography, Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>Out of Africa</td>\n",
       "      <td>52339</td>\n",
       "      <td>200.0</td>\n",
       "      <td>English</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>0</td>\n",
       "      <td>56.100000</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>David Frankel</td>\n",
       "      <td>234.0</td>\n",
       "      <td>63.536011</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>Hope Springs</td>\n",
       "      <td>34258</td>\n",
       "      <td>178.0</td>\n",
       "      <td>English</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0</td>\n",
       "      <td>33.536011</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1674</th>\n",
       "      <td>Carl Franklin</td>\n",
       "      <td>64.0</td>\n",
       "      <td>23.209440</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>One True Thing</td>\n",
       "      <td>9283</td>\n",
       "      <td>112.0</td>\n",
       "      <td>English</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>592</td>\n",
       "      <td>-6.790560</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1925</th>\n",
       "      <td>Stephen Daldry</td>\n",
       "      <td>174.0</td>\n",
       "      <td>41.597830</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>The Hours</td>\n",
       "      <td>102123</td>\n",
       "      <td>660.0</td>\n",
       "      <td>English</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>0</td>\n",
       "      <td>16.597830</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2781</th>\n",
       "      <td>Phyllida Lloyd</td>\n",
       "      <td>331.0</td>\n",
       "      <td>29.959436</td>\n",
       "      <td>[Biography, Drama, History]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>The Iron Lady</td>\n",
       "      <td>82327</td>\n",
       "      <td>350.0</td>\n",
       "      <td>English</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>18000</td>\n",
       "      <td>16.959436</td>\n",
       "      <td>Biography</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>Robert Altman</td>\n",
       "      <td>211.0</td>\n",
       "      <td>20.338609</td>\n",
       "      <td>[Comedy, Drama, Music]</td>\n",
       "      <td>Meryl Streep</td>\n",
       "      <td>A Prairie Home Companion</td>\n",
       "      <td>19655</td>\n",
       "      <td>280.0</td>\n",
       "      <td>English</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>683</td>\n",
       "      <td>10.338609</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              director_name  num_critic_for_reviews       gross  \\\n",
       "101           David Fincher                   362.0  127.490802   \n",
       "147       Wolfgang Petersen                   220.0  133.228348   \n",
       "254       Steven Soderbergh                   198.0  125.531634   \n",
       "255              Doug Liman                   233.0  186.336103   \n",
       "382              Tony Scott                   142.0    0.026871   \n",
       "400       Steven Soderbergh                   186.0  183.405771   \n",
       "470              David Ayer                   406.0   85.707116   \n",
       "611     Jean-Jacques Annaud                    76.0   37.901509   \n",
       "683           David Fincher                   315.0   37.023395   \n",
       "792         Patrick Gilmore                    98.0   26.288320   \n",
       "940             Neil Jordan                   120.0  105.264608   \n",
       "1490        Terrence Malick                   584.0   13.303319   \n",
       "1722         Andrew Dominik                   273.0    3.904982   \n",
       "2204  Alejandro G. Iñárritu                   285.0   34.300771   \n",
       "2333    Angelina Jolie Pitt                   131.0    0.531009   \n",
       "2682         Andrew Dominik                   414.0   14.938570   \n",
       "2898             Tony Scott                   122.0   12.281500   \n",
       "26            James Cameron                   315.0  658.672302   \n",
       "50             Baz Luhrmann                   490.0  144.812796   \n",
       "97        Christopher Nolan                   642.0  292.568851   \n",
       "179   Alejandro G. Iñárritu                   556.0  183.635922   \n",
       "257         Martin Scorsese                   267.0  102.608827   \n",
       "296       Quentin Tarantino                   765.0  162.804648   \n",
       "307            Edward Zwick                   166.0   57.366262   \n",
       "308         Martin Scorsese                   606.0  116.866727   \n",
       "326         Martin Scorsese                   233.0   77.679638   \n",
       "361         Martin Scorsese                   352.0  132.373442   \n",
       "452         Martin Scorsese                   490.0  127.968405   \n",
       "641            Ridley Scott                   238.0   39.380442   \n",
       "911        Steven Spielberg                   194.0  164.435221   \n",
       "990             Danny Boyle                   118.0   39.778599   \n",
       "1114             Sam Mendes                   323.0   22.877808   \n",
       "1422        Randall Wallace                    83.0   56.876365   \n",
       "1453         Clint Eastwood                   392.0   37.304950   \n",
       "1560              Sam Raimi                    63.0   18.636537   \n",
       "2067             Jerry Zaks                    45.0   12.782508   \n",
       "2757           Baz Luhrmann                   106.0   46.338728   \n",
       "3476           Baz Luhrmann                   490.0  144.812796   \n",
       "410            Nancy Meyers                   187.0  112.703470   \n",
       "1106          Curtis Hanson                    42.0   46.815748   \n",
       "1204            Nora Ephron                   252.0   94.125426   \n",
       "1408          David Frankel                   208.0  124.732962   \n",
       "1483         Robert Redford                   227.0   14.998070   \n",
       "1575         Sydney Pollack                    66.0   87.100000   \n",
       "1618          David Frankel                   234.0   63.536011   \n",
       "1674          Carl Franklin                    64.0   23.209440   \n",
       "1925         Stephen Daldry                   174.0   41.597830   \n",
       "2781         Phyllida Lloyd                   331.0   29.959436   \n",
       "3135          Robert Altman                   211.0   20.338609   \n",
       "\n",
       "                                                 genres       actor_1_name  \\\n",
       "101                           [Drama, Fantasy, Romance]          Brad Pitt   \n",
       "147                                         [Adventure]          Brad Pitt   \n",
       "254                                   [Crime, Thriller]          Brad Pitt   \n",
       "255          [Action, Comedy, Crime, Romance, Thriller]          Brad Pitt   \n",
       "382                           [Action, Crime, Thriller]          Brad Pitt   \n",
       "400                                   [Crime, Thriller]          Brad Pitt   \n",
       "470                                [Action, Drama, War]          Brad Pitt   \n",
       "611         [Adventure, Biography, Drama, History, War]          Brad Pitt   \n",
       "683                                             [Drama]          Brad Pitt   \n",
       "792   [Adventure, Animation, Comedy, Drama, Family, ...          Brad Pitt   \n",
       "940                            [Drama, Fantasy, Horror]          Brad Pitt   \n",
       "1490                                   [Drama, Fantasy]          Brad Pitt   \n",
       "1722        [Biography, Crime, Drama, History, Western]          Brad Pitt   \n",
       "2204                                            [Drama]          Brad Pitt   \n",
       "2333                                   [Drama, Romance]          Brad Pitt   \n",
       "2682                                  [Crime, Thriller]          Brad Pitt   \n",
       "2898          [Action, Crime, Drama, Romance, Thriller]          Brad Pitt   \n",
       "26                                     [Drama, Romance]  Leonardo DiCaprio   \n",
       "50                                     [Drama, Romance]  Leonardo DiCaprio   \n",
       "97                [Action, Adventure, Sci-Fi, Thriller]  Leonardo DiCaprio   \n",
       "179               [Adventure, Drama, Thriller, Western]  Leonardo DiCaprio   \n",
       "257                                  [Biography, Drama]  Leonardo DiCaprio   \n",
       "296                                    [Drama, Western]  Leonardo DiCaprio   \n",
       "307                        [Adventure, Drama, Thriller]  Leonardo DiCaprio   \n",
       "308                   [Biography, Comedy, Crime, Drama]  Leonardo DiCaprio   \n",
       "326                                      [Crime, Drama]  Leonardo DiCaprio   \n",
       "361                            [Crime, Drama, Thriller]  Leonardo DiCaprio   \n",
       "452                                 [Mystery, Thriller]  Leonardo DiCaprio   \n",
       "641                           [Action, Drama, Thriller]  Leonardo DiCaprio   \n",
       "911                           [Biography, Crime, Drama]  Leonardo DiCaprio   \n",
       "990                        [Adventure, Drama, Thriller]  Leonardo DiCaprio   \n",
       "1114                                   [Drama, Romance]  Leonardo DiCaprio   \n",
       "1422                                [Action, Adventure]  Leonardo DiCaprio   \n",
       "1453                          [Biography, Crime, Drama]  Leonardo DiCaprio   \n",
       "1560                        [Action, Thriller, Western]  Leonardo DiCaprio   \n",
       "2067                                            [Drama]  Leonardo DiCaprio   \n",
       "2757                                   [Drama, Romance]  Leonardo DiCaprio   \n",
       "3476                                   [Drama, Romance]  Leonardo DiCaprio   \n",
       "410                            [Comedy, Drama, Romance]       Meryl Streep   \n",
       "1106               [Action, Adventure, Crime, Thriller]       Meryl Streep   \n",
       "1204                        [Biography, Drama, Romance]       Meryl Streep   \n",
       "1408                           [Comedy, Drama, Romance]       Meryl Streep   \n",
       "1483                             [Drama, Thriller, War]       Meryl Streep   \n",
       "1575                        [Biography, Drama, Romance]       Meryl Streep   \n",
       "1618                           [Comedy, Drama, Romance]       Meryl Streep   \n",
       "1674                                            [Drama]       Meryl Streep   \n",
       "1925                                   [Drama, Romance]       Meryl Streep   \n",
       "2781                        [Biography, Drama, History]       Meryl Streep   \n",
       "3135                             [Comedy, Drama, Music]       Meryl Streep   \n",
       "\n",
       "                                            movie_title  num_voted_users  \\\n",
       "101                The Curious Case of Benjamin Button            459346   \n",
       "147                                               Troy            381672   \n",
       "254                                     Ocean's Twelve            284852   \n",
       "255                                   Mr. & Mrs. Smith            348861   \n",
       "382                                           Spy Game            121259   \n",
       "400                                     Ocean's Eleven            402645   \n",
       "470                                               Fury            303185   \n",
       "611                               Seven Years in Tibet             96385   \n",
       "683                                         Fight Club           1347461   \n",
       "792                   Sinbad: Legend of the Seven Seas             36144   \n",
       "940   Interview with the Vampire: The Vampire Chroni...           239752   \n",
       "1490                                  The Tree of Life            136367   \n",
       "1722  The Assassination of Jesse James by the Coward...           136104   \n",
       "2204                                             Babel            243799   \n",
       "2333                                        By the Sea              7976   \n",
       "2682                               Killing Them Softly            111625   \n",
       "2898                                      True Romance            163492   \n",
       "26                                             Titanic            793059   \n",
       "50                                    The Great Gatsby            362912   \n",
       "97                                           Inception           1468200   \n",
       "179                                       The Revenant            406020   \n",
       "257                                        The Aviator            264318   \n",
       "296                                   Django Unchained            955174   \n",
       "307                                      Blood Diamond            400292   \n",
       "308                            The Wolf of Wall Street            780588   \n",
       "326                                  Gangs of New York            314033   \n",
       "361                                       The Departed            873649   \n",
       "452                                     Shutter Island            786092   \n",
       "641                                       Body of Lies            174248   \n",
       "911                                Catch Me If You Can            525801   \n",
       "990                                          The Beach            176169   \n",
       "1114                                Revolutionary Road            152591   \n",
       "1422                          The Man in the Iron Mask            125219   \n",
       "1453                                          J. Edgar            102728   \n",
       "1560                            The Quick and the Dead             69197   \n",
       "2067                                     Marvin's Room             20163   \n",
       "2757                                    Romeo + Juliet            167750   \n",
       "3476                                  The Great Gatsby            362933   \n",
       "410                                   It's Complicated             69860   \n",
       "1106                                    The River Wild             32544   \n",
       "1204                                     Julie & Julia             79264   \n",
       "1408                             The Devil Wears Prada            286178   \n",
       "1483                                   Lions for Lambs             41170   \n",
       "1575                                     Out of Africa             52339   \n",
       "1618                                      Hope Springs             34258   \n",
       "1674                                    One True Thing              9283   \n",
       "1925                                         The Hours            102123   \n",
       "2781                                     The Iron Lady             82327   \n",
       "3135                          A Prairie Home Companion             19655   \n",
       "\n",
       "      num_user_for_reviews language  budget  title_year  imdb_score  \\\n",
       "101                  822.0  English   150.0      2008.0         7.8   \n",
       "147                 1694.0  English   175.0      2004.0         7.2   \n",
       "254                  627.0  English   110.0      2004.0         6.4   \n",
       "255                  798.0  English   120.0      2005.0         6.5   \n",
       "382                  361.0  English    92.0      2001.0         7.0   \n",
       "400                  845.0  English    85.0      2001.0         7.8   \n",
       "470                  701.0  English    68.0      2014.0         7.6   \n",
       "611                  119.0  English    70.0      1997.0         7.0   \n",
       "683                 2968.0  English    63.0      1999.0         8.8   \n",
       "792                   91.0  English    60.0      2003.0         6.7   \n",
       "940                  406.0  English    60.0      1994.0         7.6   \n",
       "1490                 975.0  English    32.0      2011.0         6.7   \n",
       "1722                 415.0  English    30.0      2007.0         7.5   \n",
       "2204                 908.0  English    25.0      2006.0         7.5   \n",
       "2333                  61.0  English    10.0      2015.0         5.3   \n",
       "2682                 369.0  English    15.0      2012.0         6.2   \n",
       "2898                 460.0  English    13.0      1993.0         8.0   \n",
       "26                  2528.0  English   200.0      1997.0         7.7   \n",
       "50                   753.0  English   105.0      2013.0         7.3   \n",
       "97                  2803.0  English   160.0      2010.0         8.8   \n",
       "179                 1188.0  English   135.0      2015.0         8.1   \n",
       "257                  799.0  English   110.0      2004.0         7.5   \n",
       "296                 1193.0  English   100.0      2012.0         8.5   \n",
       "307                  657.0  English   100.0      2006.0         8.0   \n",
       "308                 1138.0  English   100.0      2013.0         8.2   \n",
       "326                 1166.0  English   100.0      2002.0         7.5   \n",
       "361                 2054.0  English    90.0      2006.0         8.5   \n",
       "452                  964.0  English    80.0      2010.0         8.1   \n",
       "641                  263.0  English    70.0      2008.0         7.1   \n",
       "911                  667.0  English    52.0      2002.0         8.0   \n",
       "990                  548.0  English    50.0      2000.0         6.6   \n",
       "1114                 414.0  English    35.0      2008.0         7.3   \n",
       "1422                 244.0  English    35.0      1998.0         6.4   \n",
       "1453                 279.0  English    35.0      2011.0         6.6   \n",
       "1560                 216.0  English    32.0      1995.0         6.4   \n",
       "2067                  71.0  English    23.0      1996.0         6.7   \n",
       "2757                 506.0  English    14.5      1996.0         6.8   \n",
       "3476                 753.0  English   105.0      2013.0         7.3   \n",
       "410                  214.0  English    85.0      2009.0         6.6   \n",
       "1106                  69.0  English    45.0      1994.0         6.3   \n",
       "1204                 277.0  English    40.0      2009.0         7.0   \n",
       "1408                 631.0  English    35.0      2006.0         6.8   \n",
       "1483                 298.0  English    35.0      2007.0         6.2   \n",
       "1575                 200.0  English    31.0      1985.0         7.2   \n",
       "1618                 178.0  English    30.0      2012.0         6.3   \n",
       "1674                 112.0  English    30.0      1998.0         7.0   \n",
       "1925                 660.0  English    25.0      2002.0         7.6   \n",
       "2781                 350.0  English    13.0      2011.0         6.4   \n",
       "3135                 280.0  English    10.0      2006.0         6.8   \n",
       "\n",
       "      movie_facebook_likes      profit    genre_1    genre_2  \n",
       "101                  23000  -22.509198      Drama    Fantasy  \n",
       "147                      0  -41.771652  Adventure  Adventure  \n",
       "254                      0   15.531634      Crime   Thriller  \n",
       "255                      0   66.336103     Action     Comedy  \n",
       "382                      0  -91.973129     Action      Crime  \n",
       "400                      0   98.405771      Crime   Thriller  \n",
       "470                  82000   17.707116     Action      Drama  \n",
       "611                      0  -32.098491  Adventure  Biography  \n",
       "683                  48000  -25.976605      Drama      Drama  \n",
       "792                    880  -33.711680  Adventure  Animation  \n",
       "940                  11000   45.264608      Drama    Fantasy  \n",
       "1490                 39000  -18.696681      Drama    Fantasy  \n",
       "1722                     0  -26.095018  Biography      Crime  \n",
       "2204                     0    9.300771      Drama      Drama  \n",
       "2333                     0   -9.468991      Drama    Romance  \n",
       "2682                 20000   -0.061430      Crime   Thriller  \n",
       "2898                 15000   -0.718500     Action      Crime  \n",
       "26                   26000  458.672302      Drama    Romance  \n",
       "50                  115000   39.812796      Drama    Romance  \n",
       "97                  175000  132.568851     Action  Adventure  \n",
       "179                 190000   48.635922  Adventure      Drama  \n",
       "257                      0   -7.391173  Biography      Drama  \n",
       "296                 199000   62.804648      Drama    Western  \n",
       "307                  14000  -42.633738  Adventure      Drama  \n",
       "308                 138000   16.866727  Biography     Comedy  \n",
       "326                      0  -22.320362      Crime      Drama  \n",
       "361                  29000   42.373442      Crime      Drama  \n",
       "452                  53000   47.968405    Mystery   Thriller  \n",
       "641                      0  -30.619558     Action      Drama  \n",
       "911                  15000  112.435221  Biography      Crime  \n",
       "990                      0  -10.221401  Adventure      Drama  \n",
       "1114                     0  -12.122192      Drama    Romance  \n",
       "1422                     0   21.876365     Action  Adventure  \n",
       "1453                 16000    2.304950  Biography      Crime  \n",
       "1560                     0  -13.363463     Action   Thriller  \n",
       "2067                  1000  -10.217492      Drama      Drama  \n",
       "2757                 10000   31.838728      Drama    Romance  \n",
       "3476                115000   39.812796      Drama    Romance  \n",
       "410                      0   27.703470     Comedy      Drama  \n",
       "1106                     0    1.815748     Action  Adventure  \n",
       "1204                 13000   54.125426  Biography      Drama  \n",
       "1408                     0   89.732962     Comedy      Drama  \n",
       "1483                     0  -20.001930      Drama   Thriller  \n",
       "1575                     0   56.100000  Biography      Drama  \n",
       "1618                     0   33.536011     Comedy      Drama  \n",
       "1674                   592   -6.790560      Drama      Drama  \n",
       "1925                     0   16.597830      Drama    Romance  \n",
       "2781                 18000   16.959436  Biography      Drama  \n",
       "3135                   683   10.338609     Comedy      Drama  "
      ]
     },
     "execution_count": 350,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for combining the three dataframes here\n",
    "combined= pd.concat([Brad_Pitt,Leo_Caprio,Meryl_Streep])\n",
    "combined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director_name             0\n",
       "num_critic_for_reviews    0\n",
       "gross                     0\n",
       "genres                    0\n",
       "actor_1_name              0\n",
       "movie_title               0\n",
       "num_voted_users           0\n",
       "num_user_for_reviews      0\n",
       "language                  0\n",
       "budget                    0\n",
       "title_year                0\n",
       "imdb_score                0\n",
       "movie_facebook_likes      0\n",
       "profit                    0\n",
       "genre_1                   0\n",
       "genre_2                   0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 354,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code for grouping the combined dataframe here\n",
    "combined_by_segment= combined.groupby('actor_1_name')\n",
    "combined.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 358,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "actor_1_name\n",
       "Brad Pitt            742.352941\n",
       "Leonardo DiCaprio    914.476190\n",
       "Meryl Streep         297.181818\n",
       "Name: num_user_for_reviews, dtype: float64"
      ]
     },
     "execution_count": 358,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write the code for finding the mean of critic reviews and audience reviews here\n",
    "combined_by_segment['num_user_for_reviews'].mean()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 357,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "actor_1_name\n",
       "Brad Pitt            245.000000\n",
       "Leonardo DiCaprio    330.190476\n",
       "Meryl Streep         181.454545\n",
       "Name: num_critic_for_reviews, dtype: float64"
      ]
     },
     "execution_count": 357,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_by_segment['num_critic_for_reviews'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Checkpoint 6:** `Leonardo` has aced both the lists!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}