Preprocessing1 - 2016.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Extracting Movies from Wikipedia for 2016"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('./dataset/movie_metadata.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5043, 28)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "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": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "data.title_year.value_counts(dropna=False).sort_index().plot(kind='barh',figsize=(15,16))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Recommendations will be based on these parameters\n",
    "data = data.loc[:,['director_name', 'genres', 'actor_1_name', 'actor_2_name', 'actor_3_name', 'movie_title', 'language']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_3_name</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>language</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>Wes Studi</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>Jack Davenport</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>Christoph Waltz</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>Stephanie Sigman</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>Joseph Gordon-Levitt</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens    ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Daryl Sabara</td>\n",
       "      <td>Samantha Morton</td>\n",
       "      <td>Polly Walker</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>Action|Adventure|Romance</td>\n",
       "      <td>J.K. Simmons</td>\n",
       "      <td>James Franco</td>\n",
       "      <td>Kirsten Dunst</td>\n",
       "      <td>Spider-Man 3</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nathan Greno</td>\n",
       "      <td>Adventure|Animation|Comedy|Family|Fantasy|Musi...</td>\n",
       "      <td>Brad Garrett</td>\n",
       "      <td>Donna Murphy</td>\n",
       "      <td>M.C. Gainey</td>\n",
       "      <td>Tangled</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Chris Hemsworth</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>Scarlett Johansson</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>David Yates</td>\n",
       "      <td>Adventure|Family|Fantasy|Mystery</td>\n",
       "      <td>Alan Rickman</td>\n",
       "      <td>Daniel Radcliffe</td>\n",
       "      <td>Rupert Grint</td>\n",
       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       director_name                                             genres  \\\n",
       "0      James Cameron                    Action|Adventure|Fantasy|Sci-Fi   \n",
       "1     Gore Verbinski                           Action|Adventure|Fantasy   \n",
       "2         Sam Mendes                          Action|Adventure|Thriller   \n",
       "3  Christopher Nolan                                    Action|Thriller   \n",
       "4        Doug Walker                                        Documentary   \n",
       "5     Andrew Stanton                            Action|Adventure|Sci-Fi   \n",
       "6          Sam Raimi                           Action|Adventure|Romance   \n",
       "7       Nathan Greno  Adventure|Animation|Comedy|Family|Fantasy|Musi...   \n",
       "8        Joss Whedon                            Action|Adventure|Sci-Fi   \n",
       "9        David Yates                   Adventure|Family|Fantasy|Mystery   \n",
       "\n",
       "      actor_1_name       actor_2_name          actor_3_name  \\\n",
       "0      CCH Pounder   Joel David Moore             Wes Studi   \n",
       "1      Johnny Depp      Orlando Bloom        Jack Davenport   \n",
       "2  Christoph Waltz       Rory Kinnear      Stephanie Sigman   \n",
       "3        Tom Hardy     Christian Bale  Joseph Gordon-Levitt   \n",
       "4      Doug Walker         Rob Walker                   NaN   \n",
       "5     Daryl Sabara    Samantha Morton          Polly Walker   \n",
       "6     J.K. Simmons       James Franco         Kirsten Dunst   \n",
       "7     Brad Garrett       Donna Murphy           M.C. Gainey   \n",
       "8  Chris Hemsworth  Robert Downey Jr.    Scarlett Johansson   \n",
       "9     Alan Rickman   Daniel Radcliffe          Rupert Grint   \n",
       "\n",
       "                                         movie_title language  \n",
       "0                                            Avatar   English  \n",
       "1          Pirates of the Caribbean: At World's End   English  \n",
       "2                                           Spectre   English  \n",
       "3                             The Dark Knight Rises   English  \n",
       "4  Star Wars: Episode VII - The Force Awakens    ...      NaN  \n",
       "5                                       John Carter   English  \n",
       "6                                      Spider-Man 3   English  \n",
       "7                                           Tangled   English  \n",
       "8                           Avengers: Age of Ultron   English  \n",
       "9            Harry Potter and the Half-Blood Prince   English  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['actor_1_name'] = data['actor_1_name'].replace(np.nan, 'unknown')\n",
    "data['actor_2_name'] = data['actor_2_name'].replace(np.nan, 'unknown')\n",
    "data['actor_3_name'] = data['actor_3_name'].replace(np.nan, 'unknown')\n",
    "data['director_name'] = data['director_name'].replace(np.nan, 'unknown')\n",
    "data['language'] = data['language'].replace(np.nan, 'unknown')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>director_name</th>\n",
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       "      <th>actor_1_name</th>\n",
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       "      <td>CCH Pounder</td>\n",
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       "      <td>Action|Adventure|Fantasy</td>\n",
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       "      <td>Orlando Bloom</td>\n",
       "      <td>Jack Davenport</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>English</td>\n",
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       "      <td>Sam Mendes</td>\n",
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       "      <td>Christoph Waltz</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>Stephanie Sigman</td>\n",
       "      <td>Spectre</td>\n",
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       "      <td>Christopher Nolan</td>\n",
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       "      <td>Christian Bale</td>\n",
       "      <td>Joseph Gordon-Levitt</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>English</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Doug Walker</td>\n",
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       "      <td>Doug Walker</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens    ...</td>\n",
       "      <td>unknown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Daryl Sabara</td>\n",
       "      <td>Samantha Morton</td>\n",
       "      <td>Polly Walker</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>Action|Adventure|Romance</td>\n",
       "      <td>J.K. Simmons</td>\n",
       "      <td>James Franco</td>\n",
       "      <td>Kirsten Dunst</td>\n",
       "      <td>Spider-Man 3</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nathan Greno</td>\n",
       "      <td>Adventure|Animation|Comedy|Family|Fantasy|Musi...</td>\n",
       "      <td>Brad Garrett</td>\n",
       "      <td>Donna Murphy</td>\n",
       "      <td>M.C. Gainey</td>\n",
       "      <td>Tangled</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>Chris Hemsworth</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>Scarlett Johansson</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>David Yates</td>\n",
       "      <td>Adventure|Family|Fantasy|Mystery</td>\n",
       "      <td>Alan Rickman</td>\n",
       "      <td>Daniel Radcliffe</td>\n",
       "      <td>Rupert Grint</td>\n",
       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       director_name                                             genres  \\\n",
       "0      James Cameron                    Action|Adventure|Fantasy|Sci-Fi   \n",
       "1     Gore Verbinski                           Action|Adventure|Fantasy   \n",
       "2         Sam Mendes                          Action|Adventure|Thriller   \n",
       "3  Christopher Nolan                                    Action|Thriller   \n",
       "4        Doug Walker                                        Documentary   \n",
       "5     Andrew Stanton                            Action|Adventure|Sci-Fi   \n",
       "6          Sam Raimi                           Action|Adventure|Romance   \n",
       "7       Nathan Greno  Adventure|Animation|Comedy|Family|Fantasy|Musi...   \n",
       "8        Joss Whedon                            Action|Adventure|Sci-Fi   \n",
       "9        David Yates                   Adventure|Family|Fantasy|Mystery   \n",
       "\n",
       "      actor_1_name       actor_2_name          actor_3_name  \\\n",
       "0      CCH Pounder   Joel David Moore             Wes Studi   \n",
       "1      Johnny Depp      Orlando Bloom        Jack Davenport   \n",
       "2  Christoph Waltz       Rory Kinnear      Stephanie Sigman   \n",
       "3        Tom Hardy     Christian Bale  Joseph Gordon-Levitt   \n",
       "4      Doug Walker         Rob Walker               unknown   \n",
       "5     Daryl Sabara    Samantha Morton          Polly Walker   \n",
       "6     J.K. Simmons       James Franco         Kirsten Dunst   \n",
       "7     Brad Garrett       Donna Murphy           M.C. Gainey   \n",
       "8  Chris Hemsworth  Robert Downey Jr.    Scarlett Johansson   \n",
       "9     Alan Rickman   Daniel Radcliffe          Rupert Grint   \n",
       "\n",
       "                                         movie_title language  \n",
       "0                                            Avatar   English  \n",
       "1          Pirates of the Caribbean: At World's End   English  \n",
       "2                                           Spectre   English  \n",
       "3                             The Dark Knight Rises   English  \n",
       "4  Star Wars: Episode VII - The Force Awakens    ...  unknown  \n",
       "5                                       John Carter   English  \n",
       "6                                      Spider-Man 3   English  \n",
       "7                                           Tangled   English  \n",
       "8                           Avengers: Age of Ultron   English  \n",
       "9            Harry Potter and the Half-Blood Prince   English  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['genres'] = data['genres'].str.replace('|', ' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>director_name</th>\n",
       "      <th>genres</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_3_name</th>\n",
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       "      <th>language</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Action Adventure Fantasy Sci-Fi</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>Wes Studi</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>Action Adventure Fantasy</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>Jack Davenport</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>Action Adventure Thriller</td>\n",
       "      <td>Christoph Waltz</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>Stephanie Sigman</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Action Thriller</td>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>Joseph Gordon-Levitt</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens    ...</td>\n",
       "      <td>unknown</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5038</th>\n",
       "      <td>Scott Smith</td>\n",
       "      <td>Comedy Drama</td>\n",
       "      <td>Eric Mabius</td>\n",
       "      <td>Daphne Zuniga</td>\n",
       "      <td>Crystal Lowe</td>\n",
       "      <td>Signed Sealed Delivered</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5039</th>\n",
       "      <td>unknown</td>\n",
       "      <td>Crime Drama Mystery Thriller</td>\n",
       "      <td>Natalie Zea</td>\n",
       "      <td>Valorie Curry</td>\n",
       "      <td>Sam Underwood</td>\n",
       "      <td>The Following</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5040</th>\n",
       "      <td>Benjamin Roberds</td>\n",
       "      <td>Drama Horror Thriller</td>\n",
       "      <td>Eva Boehnke</td>\n",
       "      <td>Maxwell Moody</td>\n",
       "      <td>David Chandler</td>\n",
       "      <td>A Plague So Pleasant</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5041</th>\n",
       "      <td>Daniel Hsia</td>\n",
       "      <td>Comedy Drama Romance</td>\n",
       "      <td>Alan Ruck</td>\n",
       "      <td>Daniel Henney</td>\n",
       "      <td>Eliza Coupe</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>John August</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>English</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5043 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          director_name                           genres     actor_1_name  \\\n",
       "0         James Cameron  Action Adventure Fantasy Sci-Fi      CCH Pounder   \n",
       "1        Gore Verbinski         Action Adventure Fantasy      Johnny Depp   \n",
       "2            Sam Mendes        Action Adventure Thriller  Christoph Waltz   \n",
       "3     Christopher Nolan                  Action Thriller        Tom Hardy   \n",
       "4           Doug Walker                      Documentary      Doug Walker   \n",
       "...                 ...                              ...              ...   \n",
       "5038        Scott Smith                     Comedy Drama      Eric Mabius   \n",
       "5039            unknown     Crime Drama Mystery Thriller      Natalie Zea   \n",
       "5040   Benjamin Roberds            Drama Horror Thriller      Eva Boehnke   \n",
       "5041        Daniel Hsia             Comedy Drama Romance        Alan Ruck   \n",
       "5042           Jon Gunn                      Documentary      John August   \n",
       "\n",
       "          actor_2_name          actor_3_name  \\\n",
       "0     Joel David Moore             Wes Studi   \n",
       "1        Orlando Bloom        Jack Davenport   \n",
       "2         Rory Kinnear      Stephanie Sigman   \n",
       "3       Christian Bale  Joseph Gordon-Levitt   \n",
       "4           Rob Walker               unknown   \n",
       "...                ...                   ...   \n",
       "5038     Daphne Zuniga          Crystal Lowe   \n",
       "5039     Valorie Curry         Sam Underwood   \n",
       "5040     Maxwell Moody        David Chandler   \n",
       "5041     Daniel Henney           Eliza Coupe   \n",
       "5042  Brian Herzlinger              Jon Gunn   \n",
       "\n",
       "                                            movie_title language  \n",
       "0                                               Avatar   English  \n",
       "1             Pirates of the Caribbean: At World's End   English  \n",
       "2                                              Spectre   English  \n",
       "3                                The Dark Knight Rises   English  \n",
       "4     Star Wars: Episode VII - The Force Awakens    ...  unknown  \n",
       "...                                                 ...      ...  \n",
       "5038                           Signed Sealed Delivered   English  \n",
       "5039                         The Following               English  \n",
       "5040                              A Plague So Pleasant   English  \n",
       "5041                                  Shanghai Calling   English  \n",
       "5042                                 My Date with Drew   English  \n",
       "\n",
       "[5043 rows x 7 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['movie_title'] = data['movie_title'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"pirates of the caribbean: at world's end\\xa0\""
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#To see if there's a null terminating character at the end\n",
    "data['movie_title'][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['movie_title'] = data['movie_title'].apply(lambda x : x[:-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"pirates of the caribbean: at world's end\""
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['movie_title'][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv('./dataset/data.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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