Dupont_Data_Clean.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data cleaning and Munging with Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import relevant libraries\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#read-in the file\n",
    "\n",
    "df = pd.read_csv(\"movie_metadata.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Often problems occur when we want to read in data. The most commom error relates to utf-8 encoding. If you see the following error --> 'UnicodeDecodeError: 'utf-8' codec can't decode byte 0xda in position 6: invalid   continuation byte'\n",
    "\n",
    "The solution is simple:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"movie_metadata.csv\",encoding = 'utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data merging\n",
    "Prior to actually combing through the data, we often have to merge datasets. Lets create three dataframes and put them together. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.DataFrame({'A': ['A0', 'A1', 'A2', 'A3'],\n",
    "                    'B': ['B0', 'B1', 'B2', 'B3'],\n",
    "                    'C': ['N/A', 'C1', 'C2', 'C3'], \n",
    "                    'D': ['D0', 'D1', 'D2', 'D3']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.DataFrame({'A': ['A4', 'A5', 'A6', 'A7'],\n",
    "                    'B': ['B4', 'B5', 'B6', 'B7'],\n",
    "                    'C': ['C4', 'C5', 'C6', 'C7'],\n",
    "                    'D': ['D4', 'D5', 'D6', 'D7']},)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df3 = pd.DataFrame({'A': ['A8', 'A9', 'A10', 'A11'],\n",
    "                    'B': ['B8', 'B9', 'B10', 'B11'],\n",
    "                    'C': ['C8', 'C9', 'C10', 'C11'],\n",
    "                    'D': ['D8', 'D9', 'D10', 'D11']},)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# to combine vertically\n",
    "combined_df_vert = pd.concat([df1,df2,df3])\n",
    "# to combine horizontally\n",
    "combined_df_horz = pd.concat([df1,df2,df3],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "    A   B    C   D   A   B   C   D    A    B    C    D\n",
       "0  A0  B0  N/A  D0  A4  B4  C4  D4   A8   B8   C8   D8\n",
       "1  A1  B1   C1  D1  A5  B5  C5  D5   A9   B9   C9   D9\n",
       "2  A2  B2   C2  D2  A6  B6  C6  D6  A10  B10  C10  D10\n",
       "3  A3  B3   C3  D3  A7  B7  C7  D7  A11  B11  C11  D11"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_df_horz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
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       "      <td>D8</td>\n",
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      "text/plain": [
       "     A    B    C    D\n",
       "0   A0   B0  N/A   D0\n",
       "1   A1   B1   C1   D1\n",
       "2   A2   B2   C2   D2\n",
       "3   A3   B3   C3   D3\n",
       "0   A4   B4   C4   D4\n",
       "1   A5   B5   C5   D5\n",
       "2   A6   B6   C6   D6\n",
       "3   A7   B7   C7   D7\n",
       "0   A8   B8   C8   D8\n",
       "1   A9   B9   C9   D9\n",
       "2  A10  B10  C10  D10\n",
       "3  A11  B11  C11  D11"
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     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_df_vert"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dropping Columns or Rows\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['director_name', 'num_critic_for_reviews', 'director_facebook_likes',\n",
      "       'actor_3_facebook_likes', 'actor_2_name', 'actor_1_facebook_likes',\n",
      "       'gross', 'genres', 'actor_1_name', 'movie_title', 'num_voted_users',\n",
      "       'cast_total_facebook_likes', 'actor_3_name', 'facenumber_in_poster',\n",
      "       'plot_keywords', 'movie_imdb_link', 'num_user_for_reviews', 'language',\n",
      "       'country', 'content_rating', 'budget', 'title_year',\n",
      "       'actor_2_facebook_likes', 'imdb_score', 'aspect_ratio',\n",
      "       'movie_facebook_likes'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "df_drop_column = df.drop([\"color\",\"duration\"],axis = 1)\n",
    "print(df_drop_column.columns) # as you can see color and duration have been dropped\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "<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>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",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>462.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>475.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>Samantha Morton</td>\n",
       "      <td>640.0</td>\n",
       "      <td>73058679.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>738.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>263700000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>632.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>392.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>James Franco</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>336530303.0</td>\n",
       "      <td>Action|Adventure|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>1902.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>258000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Color</td>\n",
       "      <td>Nathan Greno</td>\n",
       "      <td>324.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Donna Murphy</td>\n",
       "      <td>799.0</td>\n",
       "      <td>200807262.0</td>\n",
       "      <td>Adventure|Animation|Comedy|Family|Fantasy|Musi...</td>\n",
       "      <td>...</td>\n",
       "      <td>387.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>260000000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>553.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1.85</td>\n",
       "      <td>29000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>635.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>458991599.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Color</td>\n",
       "      <td>David Yates</td>\n",
       "      <td>375.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Daniel Radcliffe</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>301956980.0</td>\n",
       "      <td>Adventure|Family|Fantasy|Mystery</td>\n",
       "      <td>...</td>\n",
       "      <td>973.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Color</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>673.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Lauren Cohan</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>330249062.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3018.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>197000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Color</td>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>434.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>903.0</td>\n",
       "      <td>Marlon Brando</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>200069408.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>2367.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>209000000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>403.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>Mathieu Amalric</td>\n",
       "      <td>451.0</td>\n",
       "      <td>168368427.0</td>\n",
       "      <td>Action|Adventure</td>\n",
       "      <td>...</td>\n",
       "      <td>1243.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>412.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>313.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>423032628.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1832.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>450.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Ruth Wilson</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>89289910.0</td>\n",
       "      <td>Action|Adventure|Western</td>\n",
       "      <td>...</td>\n",
       "      <td>711.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>215000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>48000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Color</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>733.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>Christopher Meloni</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>291021565.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>2536.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Adamson</td>\n",
       "      <td>258.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>Pierfrancesco Favino</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>141614023.0</td>\n",
       "      <td>Action|Adventure|Family|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>438.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>703.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>623279547.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>220000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1.85</td>\n",
       "      <td>123000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Color</td>\n",
       "      <td>Rob Marshall</td>\n",
       "      <td>448.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Sam Claflin</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>241063875.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>484.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>58000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Color</td>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>451.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>718.0</td>\n",
       "      <td>Michael Stuhlbarg</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>179020854.0</td>\n",
       "      <td>Action|Adventure|Comedy|Family|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>341.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>816.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>1.85</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>422.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>773.0</td>\n",
       "      <td>Adam Brown</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>255108370.0</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>802.0</td>\n",
       "      <td>English</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>65000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marc Webb</td>\n",
       "      <td>599.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>963.0</td>\n",
       "      <td>Andrew Garfield</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>262030663.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>230000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>56000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Color</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>343.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>738.0</td>\n",
       "      <td>William Hurt</td>\n",
       "      <td>891.0</td>\n",
       "      <td>105219735.0</td>\n",
       "      <td>Action|Adventure|Drama|History</td>\n",
       "      <td>...</td>\n",
       "      <td>546.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>17000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>509.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>773.0</td>\n",
       "      <td>Adam Brown</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>258355354.0</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>951.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>83000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Color</td>\n",
       "      <td>Chris Weitz</td>\n",
       "      <td>251.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Eva Green</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>70083519.0</td>\n",
       "      <td>Adventure|Family|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>666.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>180000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>446.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>Thomas Kretschmann</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>218051260.0</td>\n",
       "      <td>Action|Adventure|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>2618.0</td>\n",
       "      <td>English</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>207000000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>919.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>794.0</td>\n",
       "      <td>Kate Winslet</td>\n",
       "      <td>29000.0</td>\n",
       "      <td>658672302.0</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>26000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Color</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>516.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>Scarlett Johansson</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>407197282.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>72000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Berg</td>\n",
       "      <td>377.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>532.0</td>\n",
       "      <td>627.0</td>\n",
       "      <td>Alexander Skarsgård</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>65173160.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>751.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>209000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>44000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Color</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>644.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Judy Greer</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>652177271.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>750.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>Helen McCrory</td>\n",
       "      <td>883.0</td>\n",
       "      <td>304360277.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>1498.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>300.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>James Franco</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>373377893.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Color</td>\n",
       "      <td>Shane Black</td>\n",
       "      <td>608.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>Jon Favreau</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>408992272.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1187.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>95000</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5013</th>\n",
       "      <td>Color</td>\n",
       "      <td>Eric Eason</td>\n",
       "      <td>28.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Panchito Gómez</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Family</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.78</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5014</th>\n",
       "      <td>Color</td>\n",
       "      <td>Uwe Boll</td>\n",
       "      <td>58.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>892.0</td>\n",
       "      <td>492.0</td>\n",
       "      <td>Katharine Isabelle</td>\n",
       "      <td>986.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>129.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Canada</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5015</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>61.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1227508.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>80.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>1.37</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5016</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joseph Mazzella</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Mikaal Bates</td>\n",
       "      <td>313.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5017</th>\n",
       "      <td>Color</td>\n",
       "      <td>Travis Legge</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>Suzi Lorraine</td>\n",
       "      <td>370.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.78</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5018</th>\n",
       "      <td>Color</td>\n",
       "      <td>Alex Kendrick</td>\n",
       "      <td>5.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Lisa Arnold</td>\n",
       "      <td>51.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>49.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1.85</td>\n",
       "      <td>725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5019</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marcus Nispel</td>\n",
       "      <td>43.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Brittany Curran</td>\n",
       "      <td>630.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>33.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>512.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5020</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Brandon Landers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Alana Kaniewski</td>\n",
       "      <td>720.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17350.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5021</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jay Duplass</td>\n",
       "      <td>51.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Katie Aselton</td>\n",
       "      <td>830.0</td>\n",
       "      <td>192467.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5022</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Jim Chuchu</td>\n",
       "      <td>6.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Olwenya Maina</td>\n",
       "      <td>147.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Swahili</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5023</th>\n",
       "      <td>Color</td>\n",
       "      <td>Daryl Wein</td>\n",
       "      <td>22.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>Heather Burns</td>\n",
       "      <td>331.0</td>\n",
       "      <td>76382.0</td>\n",
       "      <td>Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5024</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jason Trost</td>\n",
       "      <td>42.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Jason Trost</td>\n",
       "      <td>407.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5025</th>\n",
       "      <td>Color</td>\n",
       "      <td>John Waters</td>\n",
       "      <td>73.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Mink Stole</td>\n",
       "      <td>462.0</td>\n",
       "      <td>180483.0</td>\n",
       "      <td>Comedy|Crime|Horror</td>\n",
       "      <td>...</td>\n",
       "      <td>183.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NC-17</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5026</th>\n",
       "      <td>Color</td>\n",
       "      <td>Olivier Assayas</td>\n",
       "      <td>81.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Béatrice Dalle</td>\n",
       "      <td>576.0</td>\n",
       "      <td>136007.0</td>\n",
       "      <td>Drama|Music|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>39.0</td>\n",
       "      <td>French</td>\n",
       "      <td>France</td>\n",
       "      <td>R</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5027</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jafar Panahi</td>\n",
       "      <td>64.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Nargess Mamizadeh</td>\n",
       "      <td>5.0</td>\n",
       "      <td>673780.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Persian</td>\n",
       "      <td>Iran</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.85</td>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5028</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Ivan Kavanagh</td>\n",
       "      <td>12.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Michael Parle</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1.33</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5029</th>\n",
       "      <td>Color</td>\n",
       "      <td>Kiyoshi Kurosawa</td>\n",
       "      <td>78.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Anna Nakagawa</td>\n",
       "      <td>89.0</td>\n",
       "      <td>94596.0</td>\n",
       "      <td>Crime|Horror|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Japan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1.85</td>\n",
       "      <td>817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5030</th>\n",
       "      <td>Color</td>\n",
       "      <td>Tadeo Garcia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Michael Cortez</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5031</th>\n",
       "      <td>Color</td>\n",
       "      <td>Thomas L. Phillips</td>\n",
       "      <td>13.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>Joe Coffey</td>\n",
       "      <td>785.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>16.00</td>\n",
       "      <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5032</th>\n",
       "      <td>Color</td>\n",
       "      <td>Ash Baron-Cohen</td>\n",
       "      <td>10.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>Stanley B. Herman</td>\n",
       "      <td>789.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>Color</td>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>143.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>David Sullivan</td>\n",
       "      <td>291.0</td>\n",
       "      <td>424760.0</td>\n",
       "      <td>Drama|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>371.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>19000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5034</th>\n",
       "      <td>Color</td>\n",
       "      <td>Neill Dela Llana</td>\n",
       "      <td>35.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Edgar Tancangco</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70071.0</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035</th>\n",
       "      <td>Color</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>56.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Peter Marquardt</td>\n",
       "      <td>121.0</td>\n",
       "      <td>2040920.0</td>\n",
       "      <td>Action|Crime|Drama|Romance|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5036</th>\n",
       "      <td>Color</td>\n",
       "      <td>Anthony Vallone</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>John Considine</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5037</th>\n",
       "      <td>Color</td>\n",
       "      <td>Edward Burns</td>\n",
       "      <td>14.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>Caitlin FitzGerald</td>\n",
       "      <td>296.0</td>\n",
       "      <td>4584.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>9000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5038</th>\n",
       "      <td>Color</td>\n",
       "      <td>Scott Smith</td>\n",
       "      <td>1.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>Daphne Zuniga</td>\n",
       "      <td>637.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Canada</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5039</th>\n",
       "      <td>Color</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>319.0</td>\n",
       "      <td>Valorie Curry</td>\n",
       "      <td>841.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>359.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>TV-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>593.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>16.00</td>\n",
       "      <td>32000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5040</th>\n",
       "      <td>Color</td>\n",
       "      <td>Benjamin Roberds</td>\n",
       "      <td>13.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maxwell Moody</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5041</th>\n",
       "      <td>Color</td>\n",
       "      <td>Daniel Hsia</td>\n",
       "      <td>14.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>489.0</td>\n",
       "      <td>Daniel Henney</td>\n",
       "      <td>946.0</td>\n",
       "      <td>10443.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>719.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>43.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "      <td>86.0</td>\n",
       "      <td>85222.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>456</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5040 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 color       director_name  num_critic_for_reviews  duration  \\\n",
       "3                Color   Christopher Nolan                   813.0     164.0   \n",
       "4                  NaN         Doug Walker                     NaN       NaN   \n",
       "5                Color      Andrew Stanton                   462.0     132.0   \n",
       "6                Color           Sam Raimi                   392.0     156.0   \n",
       "7                Color        Nathan Greno                   324.0     100.0   \n",
       "8                Color         Joss Whedon                   635.0     141.0   \n",
       "9                Color         David Yates                   375.0     153.0   \n",
       "10               Color         Zack Snyder                   673.0     183.0   \n",
       "11               Color        Bryan Singer                   434.0     169.0   \n",
       "12               Color        Marc Forster                   403.0     106.0   \n",
       "13               Color      Gore Verbinski                   313.0     151.0   \n",
       "14               Color      Gore Verbinski                   450.0     150.0   \n",
       "15               Color         Zack Snyder                   733.0     143.0   \n",
       "16               Color      Andrew Adamson                   258.0     150.0   \n",
       "17               Color         Joss Whedon                   703.0     173.0   \n",
       "18               Color        Rob Marshall                   448.0     136.0   \n",
       "19               Color    Barry Sonnenfeld                   451.0     106.0   \n",
       "20               Color       Peter Jackson                   422.0     164.0   \n",
       "21               Color           Marc Webb                   599.0     153.0   \n",
       "22               Color        Ridley Scott                   343.0     156.0   \n",
       "23               Color       Peter Jackson                   509.0     186.0   \n",
       "24               Color         Chris Weitz                   251.0     113.0   \n",
       "25               Color       Peter Jackson                   446.0     201.0   \n",
       "26               Color       James Cameron                   315.0     194.0   \n",
       "27               Color       Anthony Russo                   516.0     147.0   \n",
       "28               Color          Peter Berg                   377.0     131.0   \n",
       "29               Color     Colin Trevorrow                   644.0     124.0   \n",
       "30               Color          Sam Mendes                   750.0     143.0   \n",
       "31               Color           Sam Raimi                   300.0     135.0   \n",
       "32               Color         Shane Black                   608.0     195.0   \n",
       "...                ...                 ...                     ...       ...   \n",
       "5013             Color          Eric Eason                    28.0      79.0   \n",
       "5014             Color            Uwe Boll                    58.0      80.0   \n",
       "5015   Black and White   Richard Linklater                    61.0     100.0   \n",
       "5016             Color     Joseph Mazzella                     NaN      90.0   \n",
       "5017             Color        Travis Legge                     1.0      90.0   \n",
       "5018             Color       Alex Kendrick                     5.0     120.0   \n",
       "5019             Color       Marcus Nispel                    43.0      91.0   \n",
       "5020               NaN     Brandon Landers                     NaN     143.0   \n",
       "5021             Color         Jay Duplass                    51.0      85.0   \n",
       "5022   Black and White          Jim Chuchu                     6.0      60.0   \n",
       "5023             Color          Daryl Wein                    22.0      88.0   \n",
       "5024             Color         Jason Trost                    42.0      78.0   \n",
       "5025             Color         John Waters                    73.0     108.0   \n",
       "5026             Color     Olivier Assayas                    81.0     110.0   \n",
       "5027             Color        Jafar Panahi                    64.0      90.0   \n",
       "5028   Black and White       Ivan Kavanagh                    12.0      83.0   \n",
       "5029             Color    Kiyoshi Kurosawa                    78.0     111.0   \n",
       "5030             Color        Tadeo Garcia                     NaN      84.0   \n",
       "5031             Color  Thomas L. Phillips                    13.0      82.0   \n",
       "5032             Color     Ash Baron-Cohen                    10.0      98.0   \n",
       "5033             Color       Shane Carruth                   143.0      77.0   \n",
       "5034             Color    Neill Dela Llana                    35.0      80.0   \n",
       "5035             Color    Robert Rodriguez                    56.0      81.0   \n",
       "5036             Color     Anthony Vallone                     NaN      84.0   \n",
       "5037             Color        Edward Burns                    14.0      95.0   \n",
       "5038             Color         Scott Smith                     1.0      87.0   \n",
       "5039             Color                 NaN                    43.0      43.0   \n",
       "5040             Color    Benjamin Roberds                    13.0      76.0   \n",
       "5041             Color         Daniel Hsia                    14.0     100.0   \n",
       "5042             Color            Jon Gunn                    43.0      90.0   \n",
       "\n",
       "      director_facebook_likes  actor_3_facebook_likes          actor_2_name  \\\n",
       "3                     22000.0                 23000.0        Christian Bale   \n",
       "4                       131.0                     NaN            Rob Walker   \n",
       "5                       475.0                   530.0       Samantha Morton   \n",
       "6                         0.0                  4000.0          James Franco   \n",
       "7                        15.0                   284.0          Donna Murphy   \n",
       "8                         0.0                 19000.0     Robert Downey Jr.   \n",
       "9                       282.0                 10000.0      Daniel Radcliffe   \n",
       "10                        0.0                  2000.0          Lauren Cohan   \n",
       "11                        0.0                   903.0         Marlon Brando   \n",
       "12                      395.0                   393.0       Mathieu Amalric   \n",
       "13                      563.0                  1000.0         Orlando Bloom   \n",
       "14                      563.0                  1000.0           Ruth Wilson   \n",
       "15                        0.0                   748.0    Christopher Meloni   \n",
       "16                       80.0                   201.0  Pierfrancesco Favino   \n",
       "17                        0.0                 19000.0     Robert Downey Jr.   \n",
       "18                      252.0                  1000.0           Sam Claflin   \n",
       "19                      188.0                   718.0     Michael Stuhlbarg   \n",
       "20                        0.0                   773.0            Adam Brown   \n",
       "21                      464.0                   963.0       Andrew Garfield   \n",
       "22                        0.0                   738.0          William Hurt   \n",
       "23                        0.0                   773.0            Adam Brown   \n",
       "24                      129.0                  1000.0             Eva Green   \n",
       "25                        0.0                    84.0    Thomas Kretschmann   \n",
       "26                        0.0                   794.0          Kate Winslet   \n",
       "27                       94.0                 11000.0    Scarlett Johansson   \n",
       "28                      532.0                   627.0   Alexander Skarsgård   \n",
       "29                      365.0                  1000.0            Judy Greer   \n",
       "30                        0.0                   393.0         Helen McCrory   \n",
       "31                        0.0                  4000.0          James Franco   \n",
       "32                     1000.0                  3000.0           Jon Favreau   \n",
       "...                       ...                     ...                   ...   \n",
       "5013                      3.0                    42.0        Panchito Gómez   \n",
       "5014                    892.0                   492.0    Katharine Isabelle   \n",
       "5015                      0.0                     0.0     Richard Linklater   \n",
       "5016                      0.0                     9.0          Mikaal Bates   \n",
       "5017                    138.0                   138.0         Suzi Lorraine   \n",
       "5018                    589.0                     4.0           Lisa Arnold   \n",
       "5019                    158.0                   265.0       Brittany Curran   \n",
       "5020                      8.0                     8.0       Alana Kaniewski   \n",
       "5021                    157.0                    10.0         Katie Aselton   \n",
       "5022                      0.0                     4.0         Olwenya Maina   \n",
       "5023                     38.0                   211.0         Heather Burns   \n",
       "5024                     91.0                    86.0           Jason Trost   \n",
       "5025                      0.0                   105.0            Mink Stole   \n",
       "5026                    107.0                    45.0        Béatrice Dalle   \n",
       "5027                    397.0                     0.0     Nargess Mamizadeh   \n",
       "5028                     18.0                     0.0         Michael Parle   \n",
       "5029                     62.0                     6.0         Anna Nakagawa   \n",
       "5030                      5.0                    12.0        Michael Cortez   \n",
       "5031                    120.0                    84.0            Joe Coffey   \n",
       "5032                      3.0                   152.0     Stanley B. Herman   \n",
       "5033                    291.0                     8.0        David Sullivan   \n",
       "5034                      0.0                     0.0       Edgar Tancangco   \n",
       "5035                      0.0                     6.0       Peter Marquardt   \n",
       "5036                      2.0                     2.0        John Considine   \n",
       "5037                      0.0                   133.0    Caitlin FitzGerald   \n",
       "5038                      2.0                   318.0         Daphne Zuniga   \n",
       "5039                      NaN                   319.0         Valorie Curry   \n",
       "5040                      0.0                     0.0         Maxwell Moody   \n",
       "5041                      0.0                   489.0         Daniel Henney   \n",
       "5042                     16.0                    16.0      Brian Herzlinger   \n",
       "\n",
       "      actor_1_facebook_likes        gross  \\\n",
       "3                    27000.0  448130642.0   \n",
       "4                      131.0          NaN   \n",
       "5                      640.0   73058679.0   \n",
       "6                    24000.0  336530303.0   \n",
       "7                      799.0  200807262.0   \n",
       "8                    26000.0  458991599.0   \n",
       "9                    25000.0  301956980.0   \n",
       "10                   15000.0  330249062.0   \n",
       "11                   18000.0  200069408.0   \n",
       "12                     451.0  168368427.0   \n",
       "13                   40000.0  423032628.0   \n",
       "14                   40000.0   89289910.0   \n",
       "15                   15000.0  291021565.0   \n",
       "16                   22000.0  141614023.0   \n",
       "17                   26000.0  623279547.0   \n",
       "18                   40000.0  241063875.0   \n",
       "19                   10000.0  179020854.0   \n",
       "20                    5000.0  255108370.0   \n",
       "21                   15000.0  262030663.0   \n",
       "22                     891.0  105219735.0   \n",
       "23                    5000.0  258355354.0   \n",
       "24                   16000.0   70083519.0   \n",
       "25                    6000.0  218051260.0   \n",
       "26                   29000.0  658672302.0   \n",
       "27                   21000.0  407197282.0   \n",
       "28                   14000.0   65173160.0   \n",
       "29                    3000.0  652177271.0   \n",
       "30                     883.0  304360277.0   \n",
       "31                   24000.0  373377893.0   \n",
       "32                   21000.0  408992272.0   \n",
       "...                      ...          ...   \n",
       "5013                    93.0          NaN   \n",
       "5014                   986.0          NaN   \n",
       "5015                     5.0    1227508.0   \n",
       "5016                   313.0          NaN   \n",
       "5017                   370.0          NaN   \n",
       "5018                    51.0          NaN   \n",
       "5019                   630.0          NaN   \n",
       "5020                   720.0          NaN   \n",
       "5021                   830.0     192467.0   \n",
       "5022                   147.0          NaN   \n",
       "5023                   331.0      76382.0   \n",
       "5024                   407.0          NaN   \n",
       "5025                   462.0     180483.0   \n",
       "5026                   576.0     136007.0   \n",
       "5027                     5.0     673780.0   \n",
       "5028                    10.0          NaN   \n",
       "5029                    89.0      94596.0   \n",
       "5030                    21.0          NaN   \n",
       "5031                   785.0          NaN   \n",
       "5032                   789.0          NaN   \n",
       "5033                   291.0     424760.0   \n",
       "5034                     0.0      70071.0   \n",
       "5035                   121.0    2040920.0   \n",
       "5036                    45.0          NaN   \n",
       "5037                   296.0       4584.0   \n",
       "5038                   637.0          NaN   \n",
       "5039                   841.0          NaN   \n",
       "5040                     0.0          NaN   \n",
       "5041                   946.0      10443.0   \n",
       "5042                    86.0      85222.0   \n",
       "\n",
       "                                                 genres         ...           \\\n",
       "3                                       Action|Thriller         ...            \n",
       "4                                           Documentary         ...            \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",
       "31                     Action|Adventure|Fantasy|Romance         ...            \n",
       "32                              Action|Adventure|Sci-Fi         ...            \n",
       "...                                                 ...         ...            \n",
       "5013                                       Drama|Family         ...            \n",
       "5014                              Action|Crime|Thriller         ...            \n",
       "5015                                       Comedy|Drama         ...            \n",
       "5016                               Crime|Drama|Thriller         ...            \n",
       "5017                                     Comedy|Romance         ...            \n",
       "5018                                              Drama         ...            \n",
       "5019                            Horror|Mystery|Thriller         ...            \n",
       "5020                              Drama|Horror|Thriller         ...            \n",
       "5021                               Comedy|Drama|Romance         ...            \n",
       "5022                                              Drama         ...            \n",
       "5023                                            Romance         ...            \n",
       "5024                                    Sci-Fi|Thriller         ...            \n",
       "5025                                Comedy|Crime|Horror         ...            \n",
       "5026                                Drama|Music|Romance         ...            \n",
       "5027                                              Drama         ...            \n",
       "5028                                             Horror         ...            \n",
       "5029                      Crime|Horror|Mystery|Thriller         ...            \n",
       "5030                                              Drama         ...            \n",
       "5031                             Comedy|Horror|Thriller         ...            \n",
       "5032                                        Crime|Drama         ...            \n",
       "5033                              Drama|Sci-Fi|Thriller         ...            \n",
       "5034                                           Thriller         ...            \n",
       "5035                Action|Crime|Drama|Romance|Thriller         ...            \n",
       "5036                                        Crime|Drama         ...            \n",
       "5037                                       Comedy|Drama         ...            \n",
       "5038                                       Comedy|Drama         ...            \n",
       "5039                       Crime|Drama|Mystery|Thriller         ...            \n",
       "5040                              Drama|Horror|Thriller         ...            \n",
       "5041                               Comedy|Drama|Romance         ...            \n",
       "5042                                        Documentary         ...            \n",
       "\n",
       "     num_user_for_reviews  language      country  content_rating       budget  \\\n",
       "3                  2701.0   English          USA           PG-13  250000000.0   \n",
       "4                     NaN       NaN          NaN             NaN          NaN   \n",
       "5                   738.0   English          USA           PG-13  263700000.0   \n",
       "6                  1902.0   English          USA           PG-13  258000000.0   \n",
       "7                   387.0   English          USA              PG  260000000.0   \n",
       "8                  1117.0   English          USA           PG-13  250000000.0   \n",
       "9                   973.0   English           UK              PG  250000000.0   \n",
       "10                 3018.0   English          USA           PG-13  250000000.0   \n",
       "11                 2367.0   English          USA           PG-13  209000000.0   \n",
       "12                 1243.0   English           UK           PG-13  200000000.0   \n",
       "13                 1832.0   English          USA           PG-13  225000000.0   \n",
       "14                  711.0   English          USA           PG-13  215000000.0   \n",
       "15                 2536.0   English          USA           PG-13  225000000.0   \n",
       "16                  438.0   English          USA              PG  225000000.0   \n",
       "17                 1722.0   English          USA           PG-13  220000000.0   \n",
       "18                  484.0   English          USA           PG-13  250000000.0   \n",
       "19                  341.0   English          USA           PG-13  225000000.0   \n",
       "20                  802.0   English  New Zealand           PG-13  250000000.0   \n",
       "21                 1225.0   English          USA           PG-13  230000000.0   \n",
       "22                  546.0   English          USA           PG-13  200000000.0   \n",
       "23                  951.0   English          USA           PG-13  225000000.0   \n",
       "24                  666.0   English          USA           PG-13  180000000.0   \n",
       "25                 2618.0   English  New Zealand           PG-13  207000000.0   \n",
       "26                 2528.0   English          USA           PG-13  200000000.0   \n",
       "27                 1022.0   English          USA           PG-13  250000000.0   \n",
       "28                  751.0   English          USA           PG-13  209000000.0   \n",
       "29                 1290.0   English          USA           PG-13  150000000.0   \n",
       "30                 1498.0   English           UK           PG-13  200000000.0   \n",
       "31                 1303.0   English          USA           PG-13  200000000.0   \n",
       "32                 1187.0   English          USA           PG-13  200000000.0   \n",
       "...                   ...       ...          ...             ...          ...   \n",
       "5013                 21.0   English          USA             NaN      24000.0   \n",
       "5014                129.0   English       Canada               R          NaN   \n",
       "5015                 80.0   English          USA               R      23000.0   \n",
       "5016                  2.0   English          USA             NaN      25000.0   \n",
       "5017                  3.0   English          USA             NaN      22000.0   \n",
       "5018                 49.0   English          USA             NaN      20000.0   \n",
       "5019                 33.0   English          USA               R          NaN   \n",
       "5020                  8.0   English          USA             NaN      17350.0   \n",
       "5021                 71.0   English          USA               R      15000.0   \n",
       "5022                  1.0   Swahili        Kenya             NaN      15000.0   \n",
       "5023                  8.0   English          USA             NaN      15000.0   \n",
       "5024                 35.0   English          USA         Unrated      20000.0   \n",
       "5025                183.0   English          USA           NC-17      10000.0   \n",
       "5026                 39.0    French       France               R       4500.0   \n",
       "5027                 26.0   Persian         Iran       Not Rated      10000.0   \n",
       "5028                  1.0   English      Ireland             NaN      10000.0   \n",
       "5029                 50.0  Japanese        Japan             NaN    1000000.0   \n",
       "5030                  3.0   English          USA             NaN          NaN   \n",
       "5031                  8.0   English          USA             NaN     200000.0   \n",
       "5032                 14.0   English          USA             NaN          NaN   \n",
       "5033                371.0   English          USA           PG-13       7000.0   \n",
       "5034                 35.0   English  Philippines       Not Rated       7000.0   \n",
       "5035                130.0   Spanish          USA               R       7000.0   \n",
       "5036                  1.0   English          USA           PG-13       3250.0   \n",
       "5037                 14.0   English          USA       Not Rated       9000.0   \n",
       "5038                  6.0   English       Canada             NaN          NaN   \n",
       "5039                359.0   English          USA           TV-14          NaN   \n",
       "5040                  3.0   English          USA             NaN       1400.0   \n",
       "5041                  9.0   English          USA           PG-13          NaN   \n",
       "5042                 84.0   English          USA              PG       1100.0   \n",
       "\n",
       "      title_year actor_2_facebook_likes imdb_score  aspect_ratio  \\\n",
       "3         2012.0                23000.0        8.5          2.35   \n",
       "4            NaN                   12.0        7.1           NaN   \n",
       "5         2012.0                  632.0        6.6          2.35   \n",
       "6         2007.0                11000.0        6.2          2.35   \n",
       "7         2010.0                  553.0        7.8          1.85   \n",
       "8         2015.0                21000.0        7.5          2.35   \n",
       "9         2009.0                11000.0        7.5          2.35   \n",
       "10        2016.0                 4000.0        6.9          2.35   \n",
       "11        2006.0                10000.0        6.1          2.35   \n",
       "12        2008.0                  412.0        6.7          2.35   \n",
       "13        2006.0                 5000.0        7.3          2.35   \n",
       "14        2013.0                 2000.0        6.5          2.35   \n",
       "15        2013.0                 3000.0        7.2          2.35   \n",
       "16        2008.0                  216.0        6.6          2.35   \n",
       "17        2012.0                21000.0        8.1          1.85   \n",
       "18        2011.0                11000.0        6.7          2.35   \n",
       "19        2012.0                  816.0        6.8          1.85   \n",
       "20        2014.0                  972.0        7.5          2.35   \n",
       "21        2012.0                10000.0        7.0          2.35   \n",
       "22        2010.0                  882.0        6.7          2.35   \n",
       "23        2013.0                  972.0        7.9          2.35   \n",
       "24        2007.0                 6000.0        6.1          2.35   \n",
       "25        2005.0                  919.0        7.2          2.35   \n",
       "26        1997.0                14000.0        7.7          2.35   \n",
       "27        2016.0                19000.0        8.2          2.35   \n",
       "28        2012.0                10000.0        5.9          2.35   \n",
       "29        2015.0                 2000.0        7.0          2.00   \n",
       "30        2012.0                  563.0        7.8          2.35   \n",
       "31        2004.0                11000.0        7.3          2.35   \n",
       "32        2013.0                 4000.0        7.2          2.35   \n",
       "...          ...                    ...        ...           ...   \n",
       "5013      2002.0                   46.0        7.0          1.78   \n",
       "5014      2009.0                  918.0        6.3          2.35   \n",
       "5015      1991.0                    0.0        7.1          1.37   \n",
       "5016      2015.0                   25.0        4.8           NaN   \n",
       "5017      2013.0                  184.0        3.3          1.78   \n",
       "5018      2003.0                   49.0        6.9          1.85   \n",
       "5019      2015.0                  512.0        4.6          1.85   \n",
       "5020      2011.0                   19.0        3.0           NaN   \n",
       "5021      2005.0                  224.0        6.6           NaN   \n",
       "5022      2014.0                   19.0        7.4           NaN   \n",
       "5023      2009.0                  212.0        6.2          2.35   \n",
       "5024      2011.0                   91.0        4.0          2.35   \n",
       "5025      1972.0                  143.0        6.1          1.37   \n",
       "5026      2004.0                  133.0        6.9          2.35   \n",
       "5027      2000.0                    0.0        7.5          1.85   \n",
       "5028      2007.0                    5.0        6.7          1.33   \n",
       "5029      1997.0                   13.0        7.4          1.85   \n",
       "5030      2004.0                   20.0        6.1           NaN   \n",
       "5031      2012.0                   98.0        5.4         16.00   \n",
       "5032      1995.0                  194.0        6.4           NaN   \n",
       "5033      2004.0                   45.0        7.0          1.85   \n",
       "5034      2005.0                    0.0        6.3           NaN   \n",
       "5035      1992.0                   20.0        6.9          1.37   \n",
       "5036      2005.0                   44.0        7.8           NaN   \n",
       "5037      2011.0                  205.0        6.4           NaN   \n",
       "5038      2013.0                  470.0        7.7           NaN   \n",
       "5039         NaN                  593.0        7.5         16.00   \n",
       "5040      2013.0                    0.0        6.3           NaN   \n",
       "5041      2012.0                  719.0        6.3          2.35   \n",
       "5042      2004.0                   23.0        6.6          1.85   \n",
       "\n",
       "     movie_facebook_likes  \n",
       "3                  164000  \n",
       "4                       0  \n",
       "5                   24000  \n",
       "6                       0  \n",
       "7                   29000  \n",
       "8                  118000  \n",
       "9                   10000  \n",
       "10                 197000  \n",
       "11                      0  \n",
       "12                      0  \n",
       "13                   5000  \n",
       "14                  48000  \n",
       "15                 118000  \n",
       "16                      0  \n",
       "17                 123000  \n",
       "18                  58000  \n",
       "19                  40000  \n",
       "20                  65000  \n",
       "21                  56000  \n",
       "22                  17000  \n",
       "23                  83000  \n",
       "24                      0  \n",
       "25                      0  \n",
       "26                  26000  \n",
       "27                  72000  \n",
       "28                  44000  \n",
       "29                 150000  \n",
       "30                  80000  \n",
       "31                      0  \n",
       "32                  95000  \n",
       "...                   ...  \n",
       "5013                   61  \n",
       "5014                    0  \n",
       "5015                 2000  \n",
       "5016                   33  \n",
       "5017                  200  \n",
       "5018                  725  \n",
       "5019                    0  \n",
       "5020                   33  \n",
       "5021                  297  \n",
       "5022                   45  \n",
       "5023                  324  \n",
       "5024                  835  \n",
       "5025                    0  \n",
       "5026                  171  \n",
       "5027                  697  \n",
       "5028                  105  \n",
       "5029                  817  \n",
       "5030                   22  \n",
       "5031                  424  \n",
       "5032                   20  \n",
       "5033                19000  \n",
       "5034                   74  \n",
       "5035                    0  \n",
       "5036                    4  \n",
       "5037                  413  \n",
       "5038                   84  \n",
       "5039                32000  \n",
       "5040                   16  \n",
       "5041                  660  \n",
       "5042                  456  \n",
       "\n",
       "[5040 rows x 28 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_drop_row = df.drop([0,1,2])\n",
    "\n",
    "\n",
    "df_drop_row # first two rows have been dropped"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dealing with missing Data\n",
    "\n",
    "Missing data comes in many forms. Sometimes the missing data is represented as 'Nan', other times simply as a zero (0) and other times as a special string eg. 'N/A'. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>462.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>475.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>Samantha Morton</td>\n",
       "      <td>640.0</td>\n",
       "      <td>73058679.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>738.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>263700000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>632.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>392.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>James Franco</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>336530303.0</td>\n",
       "      <td>Action|Adventure|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>1902.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>258000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Color</td>\n",
       "      <td>Nathan Greno</td>\n",
       "      <td>324.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Donna Murphy</td>\n",
       "      <td>799.0</td>\n",
       "      <td>200807262.0</td>\n",
       "      <td>Adventure|Animation|Comedy|Family|Fantasy|Musi...</td>\n",
       "      <td>...</td>\n",
       "      <td>387.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>260000000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>553.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1.85</td>\n",
       "      <td>29000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>635.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>458991599.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Color</td>\n",
       "      <td>David Yates</td>\n",
       "      <td>375.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Daniel Radcliffe</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>301956980.0</td>\n",
       "      <td>Adventure|Family|Fantasy|Mystery</td>\n",
       "      <td>...</td>\n",
       "      <td>973.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Color</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>673.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Lauren Cohan</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>330249062.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3018.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>197000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Color</td>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>434.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>903.0</td>\n",
       "      <td>Marlon Brando</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>200069408.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>2367.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>209000000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>403.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>Mathieu Amalric</td>\n",
       "      <td>451.0</td>\n",
       "      <td>168368427.0</td>\n",
       "      <td>Action|Adventure</td>\n",
       "      <td>...</td>\n",
       "      <td>1243.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>412.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>313.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>423032628.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1832.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>450.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Ruth Wilson</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>89289910.0</td>\n",
       "      <td>Action|Adventure|Western</td>\n",
       "      <td>...</td>\n",
       "      <td>711.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>215000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>48000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Color</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>733.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>Christopher Meloni</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>291021565.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>2536.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Adamson</td>\n",
       "      <td>258.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>Pierfrancesco Favino</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>141614023.0</td>\n",
       "      <td>Action|Adventure|Family|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>438.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>703.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>623279547.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>220000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1.85</td>\n",
       "      <td>123000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Color</td>\n",
       "      <td>Rob Marshall</td>\n",
       "      <td>448.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Sam Claflin</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>241063875.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>484.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>58000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Color</td>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>451.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>718.0</td>\n",
       "      <td>Michael Stuhlbarg</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>179020854.0</td>\n",
       "      <td>Action|Adventure|Comedy|Family|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>341.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>816.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>1.85</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>422.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>773.0</td>\n",
       "      <td>Adam Brown</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>255108370.0</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>802.0</td>\n",
       "      <td>English</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>65000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marc Webb</td>\n",
       "      <td>599.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>963.0</td>\n",
       "      <td>Andrew Garfield</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>262030663.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>230000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>56000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Color</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>343.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>738.0</td>\n",
       "      <td>William Hurt</td>\n",
       "      <td>891.0</td>\n",
       "      <td>105219735.0</td>\n",
       "      <td>Action|Adventure|Drama|History</td>\n",
       "      <td>...</td>\n",
       "      <td>546.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>17000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>509.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>773.0</td>\n",
       "      <td>Adam Brown</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>258355354.0</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>951.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>83000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Color</td>\n",
       "      <td>Chris Weitz</td>\n",
       "      <td>251.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Eva Green</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>70083519.0</td>\n",
       "      <td>Adventure|Family|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>666.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>180000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>446.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>Thomas Kretschmann</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>218051260.0</td>\n",
       "      <td>Action|Adventure|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>2618.0</td>\n",
       "      <td>English</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>207000000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>919.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>794.0</td>\n",
       "      <td>Kate Winslet</td>\n",
       "      <td>29000.0</td>\n",
       "      <td>658672302.0</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>26000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Color</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>516.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>Scarlett Johansson</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>407197282.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>72000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Berg</td>\n",
       "      <td>377.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>532.0</td>\n",
       "      <td>627.0</td>\n",
       "      <td>Alexander Skarsgård</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>65173160.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>751.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>209000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>44000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Color</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>644.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Judy Greer</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>652177271.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>150000</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5013</th>\n",
       "      <td>Color</td>\n",
       "      <td>Eric Eason</td>\n",
       "      <td>28.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Panchito Gómez</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Family</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.78</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5014</th>\n",
       "      <td>Color</td>\n",
       "      <td>Uwe Boll</td>\n",
       "      <td>58.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>892.0</td>\n",
       "      <td>492.0</td>\n",
       "      <td>Katharine Isabelle</td>\n",
       "      <td>986.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>129.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Canada</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5015</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>61.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1227508.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>80.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>1.37</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5016</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joseph Mazzella</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Mikaal Bates</td>\n",
       "      <td>313.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5017</th>\n",
       "      <td>Color</td>\n",
       "      <td>Travis Legge</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>Suzi Lorraine</td>\n",
       "      <td>370.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.78</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5018</th>\n",
       "      <td>Color</td>\n",
       "      <td>Alex Kendrick</td>\n",
       "      <td>5.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Lisa Arnold</td>\n",
       "      <td>51.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>49.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1.85</td>\n",
       "      <td>725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5019</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marcus Nispel</td>\n",
       "      <td>43.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Brittany Curran</td>\n",
       "      <td>630.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>33.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>512.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5020</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Brandon Landers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Alana Kaniewski</td>\n",
       "      <td>720.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17350.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5021</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jay Duplass</td>\n",
       "      <td>51.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Katie Aselton</td>\n",
       "      <td>830.0</td>\n",
       "      <td>192467.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5022</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Jim Chuchu</td>\n",
       "      <td>6.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Olwenya Maina</td>\n",
       "      <td>147.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Swahili</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5023</th>\n",
       "      <td>Color</td>\n",
       "      <td>Daryl Wein</td>\n",
       "      <td>22.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>Heather Burns</td>\n",
       "      <td>331.0</td>\n",
       "      <td>76382.0</td>\n",
       "      <td>Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5024</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jason Trost</td>\n",
       "      <td>42.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Jason Trost</td>\n",
       "      <td>407.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5025</th>\n",
       "      <td>Color</td>\n",
       "      <td>John Waters</td>\n",
       "      <td>73.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Mink Stole</td>\n",
       "      <td>462.0</td>\n",
       "      <td>180483.0</td>\n",
       "      <td>Comedy|Crime|Horror</td>\n",
       "      <td>...</td>\n",
       "      <td>183.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NC-17</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5026</th>\n",
       "      <td>Color</td>\n",
       "      <td>Olivier Assayas</td>\n",
       "      <td>81.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Béatrice Dalle</td>\n",
       "      <td>576.0</td>\n",
       "      <td>136007.0</td>\n",
       "      <td>Drama|Music|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>39.0</td>\n",
       "      <td>French</td>\n",
       "      <td>France</td>\n",
       "      <td>R</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5027</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jafar Panahi</td>\n",
       "      <td>64.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Nargess Mamizadeh</td>\n",
       "      <td>5.0</td>\n",
       "      <td>673780.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Persian</td>\n",
       "      <td>Iran</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.85</td>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5028</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Ivan Kavanagh</td>\n",
       "      <td>12.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Michael Parle</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1.33</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5029</th>\n",
       "      <td>Color</td>\n",
       "      <td>Kiyoshi Kurosawa</td>\n",
       "      <td>78.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Anna Nakagawa</td>\n",
       "      <td>89.0</td>\n",
       "      <td>94596.0</td>\n",
       "      <td>Crime|Horror|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Japan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1.85</td>\n",
       "      <td>817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5030</th>\n",
       "      <td>Color</td>\n",
       "      <td>Tadeo Garcia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Michael Cortez</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5031</th>\n",
       "      <td>Color</td>\n",
       "      <td>Thomas L. Phillips</td>\n",
       "      <td>13.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>Joe Coffey</td>\n",
       "      <td>785.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>16.00</td>\n",
       "      <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5032</th>\n",
       "      <td>Color</td>\n",
       "      <td>Ash Baron-Cohen</td>\n",
       "      <td>10.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>Stanley B. Herman</td>\n",
       "      <td>789.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>Color</td>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>143.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>David Sullivan</td>\n",
       "      <td>291.0</td>\n",
       "      <td>424760.0</td>\n",
       "      <td>Drama|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>371.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>19000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5034</th>\n",
       "      <td>Color</td>\n",
       "      <td>Neill Dela Llana</td>\n",
       "      <td>35.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Edgar Tancangco</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70071.0</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035</th>\n",
       "      <td>Color</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>56.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Peter Marquardt</td>\n",
       "      <td>121.0</td>\n",
       "      <td>2040920.0</td>\n",
       "      <td>Action|Crime|Drama|Romance|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5036</th>\n",
       "      <td>Color</td>\n",
       "      <td>Anthony Vallone</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>John Considine</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5037</th>\n",
       "      <td>Color</td>\n",
       "      <td>Edward Burns</td>\n",
       "      <td>14.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>Caitlin FitzGerald</td>\n",
       "      <td>296.0</td>\n",
       "      <td>4584.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>9000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5038</th>\n",
       "      <td>Color</td>\n",
       "      <td>Scott Smith</td>\n",
       "      <td>1.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>Daphne Zuniga</td>\n",
       "      <td>637.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Canada</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5039</th>\n",
       "      <td>Color</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>319.0</td>\n",
       "      <td>Valorie Curry</td>\n",
       "      <td>841.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>359.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>TV-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>593.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>16.00</td>\n",
       "      <td>32000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5040</th>\n",
       "      <td>Color</td>\n",
       "      <td>Benjamin Roberds</td>\n",
       "      <td>13.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maxwell Moody</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5041</th>\n",
       "      <td>Color</td>\n",
       "      <td>Daniel Hsia</td>\n",
       "      <td>14.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>489.0</td>\n",
       "      <td>Daniel Henney</td>\n",
       "      <td>946.0</td>\n",
       "      <td>10443.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>719.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>43.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "      <td>86.0</td>\n",
       "      <td>85222.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>456</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5043 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",
       "5                Color      Andrew Stanton                   462.0     132.0   \n",
       "6                Color           Sam Raimi                   392.0     156.0   \n",
       "7                Color        Nathan Greno                   324.0     100.0   \n",
       "8                Color         Joss Whedon                   635.0     141.0   \n",
       "9                Color         David Yates                   375.0     153.0   \n",
       "10               Color         Zack Snyder                   673.0     183.0   \n",
       "11               Color        Bryan Singer                   434.0     169.0   \n",
       "12               Color        Marc Forster                   403.0     106.0   \n",
       "13               Color      Gore Verbinski                   313.0     151.0   \n",
       "14               Color      Gore Verbinski                   450.0     150.0   \n",
       "15               Color         Zack Snyder                   733.0     143.0   \n",
       "16               Color      Andrew Adamson                   258.0     150.0   \n",
       "17               Color         Joss Whedon                   703.0     173.0   \n",
       "18               Color        Rob Marshall                   448.0     136.0   \n",
       "19               Color    Barry Sonnenfeld                   451.0     106.0   \n",
       "20               Color       Peter Jackson                   422.0     164.0   \n",
       "21               Color           Marc Webb                   599.0     153.0   \n",
       "22               Color        Ridley Scott                   343.0     156.0   \n",
       "23               Color       Peter Jackson                   509.0     186.0   \n",
       "24               Color         Chris Weitz                   251.0     113.0   \n",
       "25               Color       Peter Jackson                   446.0     201.0   \n",
       "26               Color       James Cameron                   315.0     194.0   \n",
       "27               Color       Anthony Russo                   516.0     147.0   \n",
       "28               Color          Peter Berg                   377.0     131.0   \n",
       "29               Color     Colin Trevorrow                   644.0     124.0   \n",
       "...                ...                 ...                     ...       ...   \n",
       "5013             Color          Eric Eason                    28.0      79.0   \n",
       "5014             Color            Uwe Boll                    58.0      80.0   \n",
       "5015   Black and White   Richard Linklater                    61.0     100.0   \n",
       "5016             Color     Joseph Mazzella                     NaN      90.0   \n",
       "5017             Color        Travis Legge                     1.0      90.0   \n",
       "5018             Color       Alex Kendrick                     5.0     120.0   \n",
       "5019             Color       Marcus Nispel                    43.0      91.0   \n",
       "5020               NaN     Brandon Landers                     NaN     143.0   \n",
       "5021             Color         Jay Duplass                    51.0      85.0   \n",
       "5022   Black and White          Jim Chuchu                     6.0      60.0   \n",
       "5023             Color          Daryl Wein                    22.0      88.0   \n",
       "5024             Color         Jason Trost                    42.0      78.0   \n",
       "5025             Color         John Waters                    73.0     108.0   \n",
       "5026             Color     Olivier Assayas                    81.0     110.0   \n",
       "5027             Color        Jafar Panahi                    64.0      90.0   \n",
       "5028   Black and White       Ivan Kavanagh                    12.0      83.0   \n",
       "5029             Color    Kiyoshi Kurosawa                    78.0     111.0   \n",
       "5030             Color        Tadeo Garcia                     NaN      84.0   \n",
       "5031             Color  Thomas L. Phillips                    13.0      82.0   \n",
       "5032             Color     Ash Baron-Cohen                    10.0      98.0   \n",
       "5033             Color       Shane Carruth                   143.0      77.0   \n",
       "5034             Color    Neill Dela Llana                    35.0      80.0   \n",
       "5035             Color    Robert Rodriguez                    56.0      81.0   \n",
       "5036             Color     Anthony Vallone                     NaN      84.0   \n",
       "5037             Color        Edward Burns                    14.0      95.0   \n",
       "5038             Color         Scott Smith                     1.0      87.0   \n",
       "5039             Color                 NaN                    43.0      43.0   \n",
       "5040             Color    Benjamin Roberds                    13.0      76.0   \n",
       "5041             Color         Daniel Hsia                    14.0     100.0   \n",
       "5042             Color            Jon Gunn                    43.0      90.0   \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",
       "5                       475.0                   530.0       Samantha Morton   \n",
       "6                         0.0                  4000.0          James Franco   \n",
       "7                        15.0                   284.0          Donna Murphy   \n",
       "8                         0.0                 19000.0     Robert Downey Jr.   \n",
       "9                       282.0                 10000.0      Daniel Radcliffe   \n",
       "10                        0.0                  2000.0          Lauren Cohan   \n",
       "11                        0.0                   903.0         Marlon Brando   \n",
       "12                      395.0                   393.0       Mathieu Amalric   \n",
       "13                      563.0                  1000.0         Orlando Bloom   \n",
       "14                      563.0                  1000.0           Ruth Wilson   \n",
       "15                        0.0                   748.0    Christopher Meloni   \n",
       "16                       80.0                   201.0  Pierfrancesco Favino   \n",
       "17                        0.0                 19000.0     Robert Downey Jr.   \n",
       "18                      252.0                  1000.0           Sam Claflin   \n",
       "19                      188.0                   718.0     Michael Stuhlbarg   \n",
       "20                        0.0                   773.0            Adam Brown   \n",
       "21                      464.0                   963.0       Andrew Garfield   \n",
       "22                        0.0                   738.0          William Hurt   \n",
       "23                        0.0                   773.0            Adam Brown   \n",
       "24                      129.0                  1000.0             Eva Green   \n",
       "25                        0.0                    84.0    Thomas Kretschmann   \n",
       "26                        0.0                   794.0          Kate Winslet   \n",
       "27                       94.0                 11000.0    Scarlett Johansson   \n",
       "28                      532.0                   627.0   Alexander Skarsgård   \n",
       "29                      365.0                  1000.0            Judy Greer   \n",
       "...                       ...                     ...                   ...   \n",
       "5013                      3.0                    42.0        Panchito Gómez   \n",
       "5014                    892.0                   492.0    Katharine Isabelle   \n",
       "5015                      0.0                     0.0     Richard Linklater   \n",
       "5016                      0.0                     9.0          Mikaal Bates   \n",
       "5017                    138.0                   138.0         Suzi Lorraine   \n",
       "5018                    589.0                     4.0           Lisa Arnold   \n",
       "5019                    158.0                   265.0       Brittany Curran   \n",
       "5020                      8.0                     8.0       Alana Kaniewski   \n",
       "5021                    157.0                    10.0         Katie Aselton   \n",
       "5022                      0.0                     4.0         Olwenya Maina   \n",
       "5023                     38.0                   211.0         Heather Burns   \n",
       "5024                     91.0                    86.0           Jason Trost   \n",
       "5025                      0.0                   105.0            Mink Stole   \n",
       "5026                    107.0                    45.0        Béatrice Dalle   \n",
       "5027                    397.0                     0.0     Nargess Mamizadeh   \n",
       "5028                     18.0                     0.0         Michael Parle   \n",
       "5029                     62.0                     6.0         Anna Nakagawa   \n",
       "5030                      5.0                    12.0        Michael Cortez   \n",
       "5031                    120.0                    84.0            Joe Coffey   \n",
       "5032                      3.0                   152.0     Stanley B. Herman   \n",
       "5033                    291.0                     8.0        David Sullivan   \n",
       "5034                      0.0                     0.0       Edgar Tancangco   \n",
       "5035                      0.0                     6.0       Peter Marquardt   \n",
       "5036                      2.0                     2.0        John Considine   \n",
       "5037                      0.0                   133.0    Caitlin FitzGerald   \n",
       "5038                      2.0                   318.0         Daphne Zuniga   \n",
       "5039                      NaN                   319.0         Valorie Curry   \n",
       "5040                      0.0                     0.0         Maxwell Moody   \n",
       "5041                      0.0                   489.0         Daniel Henney   \n",
       "5042                     16.0                    16.0      Brian Herzlinger   \n",
       "\n",
       "      actor_1_facebook_likes        gross  \\\n",
       "0                     1000.0  760505847.0   \n",
       "1                    40000.0  309404152.0   \n",
       "2                    11000.0  200074175.0   \n",
       "3                    27000.0  448130642.0   \n",
       "4                      131.0          NaN   \n",
       "5                      640.0   73058679.0   \n",
       "6                    24000.0  336530303.0   \n",
       "7                      799.0  200807262.0   \n",
       "8                    26000.0  458991599.0   \n",
       "9                    25000.0  301956980.0   \n",
       "10                   15000.0  330249062.0   \n",
       "11                   18000.0  200069408.0   \n",
       "12                     451.0  168368427.0   \n",
       "13                   40000.0  423032628.0   \n",
       "14                   40000.0   89289910.0   \n",
       "15                   15000.0  291021565.0   \n",
       "16                   22000.0  141614023.0   \n",
       "17                   26000.0  623279547.0   \n",
       "18                   40000.0  241063875.0   \n",
       "19                   10000.0  179020854.0   \n",
       "20                    5000.0  255108370.0   \n",
       "21                   15000.0  262030663.0   \n",
       "22                     891.0  105219735.0   \n",
       "23                    5000.0  258355354.0   \n",
       "24                   16000.0   70083519.0   \n",
       "25                    6000.0  218051260.0   \n",
       "26                   29000.0  658672302.0   \n",
       "27                   21000.0  407197282.0   \n",
       "28                   14000.0   65173160.0   \n",
       "29                    3000.0  652177271.0   \n",
       "...                      ...          ...   \n",
       "5013                    93.0          NaN   \n",
       "5014                   986.0          NaN   \n",
       "5015                     5.0    1227508.0   \n",
       "5016                   313.0          NaN   \n",
       "5017                   370.0          NaN   \n",
       "5018                    51.0          NaN   \n",
       "5019                   630.0          NaN   \n",
       "5020                   720.0          NaN   \n",
       "5021                   830.0     192467.0   \n",
       "5022                   147.0          NaN   \n",
       "5023                   331.0      76382.0   \n",
       "5024                   407.0          NaN   \n",
       "5025                   462.0     180483.0   \n",
       "5026                   576.0     136007.0   \n",
       "5027                     5.0     673780.0   \n",
       "5028                    10.0          NaN   \n",
       "5029                    89.0      94596.0   \n",
       "5030                    21.0          NaN   \n",
       "5031                   785.0          NaN   \n",
       "5032                   789.0          NaN   \n",
       "5033                   291.0     424760.0   \n",
       "5034                     0.0      70071.0   \n",
       "5035                   121.0    2040920.0   \n",
       "5036                    45.0          NaN   \n",
       "5037                   296.0       4584.0   \n",
       "5038                   637.0          NaN   \n",
       "5039                   841.0          NaN   \n",
       "5040                     0.0          NaN   \n",
       "5041                   946.0      10443.0   \n",
       "5042                    86.0      85222.0   \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",
       "4                                           Documentary         ...            \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",
       "...                                                 ...         ...            \n",
       "5013                                       Drama|Family         ...            \n",
       "5014                              Action|Crime|Thriller         ...            \n",
       "5015                                       Comedy|Drama         ...            \n",
       "5016                               Crime|Drama|Thriller         ...            \n",
       "5017                                     Comedy|Romance         ...            \n",
       "5018                                              Drama         ...            \n",
       "5019                            Horror|Mystery|Thriller         ...            \n",
       "5020                              Drama|Horror|Thriller         ...            \n",
       "5021                               Comedy|Drama|Romance         ...            \n",
       "5022                                              Drama         ...            \n",
       "5023                                            Romance         ...            \n",
       "5024                                    Sci-Fi|Thriller         ...            \n",
       "5025                                Comedy|Crime|Horror         ...            \n",
       "5026                                Drama|Music|Romance         ...            \n",
       "5027                                              Drama         ...            \n",
       "5028                                             Horror         ...            \n",
       "5029                      Crime|Horror|Mystery|Thriller         ...            \n",
       "5030                                              Drama         ...            \n",
       "5031                             Comedy|Horror|Thriller         ...            \n",
       "5032                                        Crime|Drama         ...            \n",
       "5033                              Drama|Sci-Fi|Thriller         ...            \n",
       "5034                                           Thriller         ...            \n",
       "5035                Action|Crime|Drama|Romance|Thriller         ...            \n",
       "5036                                        Crime|Drama         ...            \n",
       "5037                                       Comedy|Drama         ...            \n",
       "5038                                       Comedy|Drama         ...            \n",
       "5039                       Crime|Drama|Mystery|Thriller         ...            \n",
       "5040                              Drama|Horror|Thriller         ...            \n",
       "5041                               Comedy|Drama|Romance         ...            \n",
       "5042                                        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",
       "5                   738.0   English          USA           PG-13  263700000.0   \n",
       "6                  1902.0   English          USA           PG-13  258000000.0   \n",
       "7                   387.0   English          USA              PG  260000000.0   \n",
       "8                  1117.0   English          USA           PG-13  250000000.0   \n",
       "9                   973.0   English           UK              PG  250000000.0   \n",
       "10                 3018.0   English          USA           PG-13  250000000.0   \n",
       "11                 2367.0   English          USA           PG-13  209000000.0   \n",
       "12                 1243.0   English           UK           PG-13  200000000.0   \n",
       "13                 1832.0   English          USA           PG-13  225000000.0   \n",
       "14                  711.0   English          USA           PG-13  215000000.0   \n",
       "15                 2536.0   English          USA           PG-13  225000000.0   \n",
       "16                  438.0   English          USA              PG  225000000.0   \n",
       "17                 1722.0   English          USA           PG-13  220000000.0   \n",
       "18                  484.0   English          USA           PG-13  250000000.0   \n",
       "19                  341.0   English          USA           PG-13  225000000.0   \n",
       "20                  802.0   English  New Zealand           PG-13  250000000.0   \n",
       "21                 1225.0   English          USA           PG-13  230000000.0   \n",
       "22                  546.0   English          USA           PG-13  200000000.0   \n",
       "23                  951.0   English          USA           PG-13  225000000.0   \n",
       "24                  666.0   English          USA           PG-13  180000000.0   \n",
       "25                 2618.0   English  New Zealand           PG-13  207000000.0   \n",
       "26                 2528.0   English          USA           PG-13  200000000.0   \n",
       "27                 1022.0   English          USA           PG-13  250000000.0   \n",
       "28                  751.0   English          USA           PG-13  209000000.0   \n",
       "29                 1290.0   English          USA           PG-13  150000000.0   \n",
       "...                   ...       ...          ...             ...          ...   \n",
       "5013                 21.0   English          USA             NaN      24000.0   \n",
       "5014                129.0   English       Canada               R          NaN   \n",
       "5015                 80.0   English          USA               R      23000.0   \n",
       "5016                  2.0   English          USA             NaN      25000.0   \n",
       "5017                  3.0   English          USA             NaN      22000.0   \n",
       "5018                 49.0   English          USA             NaN      20000.0   \n",
       "5019                 33.0   English          USA               R          NaN   \n",
       "5020                  8.0   English          USA             NaN      17350.0   \n",
       "5021                 71.0   English          USA               R      15000.0   \n",
       "5022                  1.0   Swahili        Kenya             NaN      15000.0   \n",
       "5023                  8.0   English          USA             NaN      15000.0   \n",
       "5024                 35.0   English          USA         Unrated      20000.0   \n",
       "5025                183.0   English          USA           NC-17      10000.0   \n",
       "5026                 39.0    French       France               R       4500.0   \n",
       "5027                 26.0   Persian         Iran       Not Rated      10000.0   \n",
       "5028                  1.0   English      Ireland             NaN      10000.0   \n",
       "5029                 50.0  Japanese        Japan             NaN    1000000.0   \n",
       "5030                  3.0   English          USA             NaN          NaN   \n",
       "5031                  8.0   English          USA             NaN     200000.0   \n",
       "5032                 14.0   English          USA             NaN          NaN   \n",
       "5033                371.0   English          USA           PG-13       7000.0   \n",
       "5034                 35.0   English  Philippines       Not Rated       7000.0   \n",
       "5035                130.0   Spanish          USA               R       7000.0   \n",
       "5036                  1.0   English          USA           PG-13       3250.0   \n",
       "5037                 14.0   English          USA       Not Rated       9000.0   \n",
       "5038                  6.0   English       Canada             NaN          NaN   \n",
       "5039                359.0   English          USA           TV-14          NaN   \n",
       "5040                  3.0   English          USA             NaN       1400.0   \n",
       "5041                  9.0   English          USA           PG-13          NaN   \n",
       "5042                 84.0   English          USA              PG       1100.0   \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",
       "5         2012.0                  632.0        6.6          2.35   \n",
       "6         2007.0                11000.0        6.2          2.35   \n",
       "7         2010.0                  553.0        7.8          1.85   \n",
       "8         2015.0                21000.0        7.5          2.35   \n",
       "9         2009.0                11000.0        7.5          2.35   \n",
       "10        2016.0                 4000.0        6.9          2.35   \n",
       "11        2006.0                10000.0        6.1          2.35   \n",
       "12        2008.0                  412.0        6.7          2.35   \n",
       "13        2006.0                 5000.0        7.3          2.35   \n",
       "14        2013.0                 2000.0        6.5          2.35   \n",
       "15        2013.0                 3000.0        7.2          2.35   \n",
       "16        2008.0                  216.0        6.6          2.35   \n",
       "17        2012.0                21000.0        8.1          1.85   \n",
       "18        2011.0                11000.0        6.7          2.35   \n",
       "19        2012.0                  816.0        6.8          1.85   \n",
       "20        2014.0                  972.0        7.5          2.35   \n",
       "21        2012.0                10000.0        7.0          2.35   \n",
       "22        2010.0                  882.0        6.7          2.35   \n",
       "23        2013.0                  972.0        7.9          2.35   \n",
       "24        2007.0                 6000.0        6.1          2.35   \n",
       "25        2005.0                  919.0        7.2          2.35   \n",
       "26        1997.0                14000.0        7.7          2.35   \n",
       "27        2016.0                19000.0        8.2          2.35   \n",
       "28        2012.0                10000.0        5.9          2.35   \n",
       "29        2015.0                 2000.0        7.0          2.00   \n",
       "...          ...                    ...        ...           ...   \n",
       "5013      2002.0                   46.0        7.0          1.78   \n",
       "5014      2009.0                  918.0        6.3          2.35   \n",
       "5015      1991.0                    0.0        7.1          1.37   \n",
       "5016      2015.0                   25.0        4.8           NaN   \n",
       "5017      2013.0                  184.0        3.3          1.78   \n",
       "5018      2003.0                   49.0        6.9          1.85   \n",
       "5019      2015.0                  512.0        4.6          1.85   \n",
       "5020      2011.0                   19.0        3.0           NaN   \n",
       "5021      2005.0                  224.0        6.6           NaN   \n",
       "5022      2014.0                   19.0        7.4           NaN   \n",
       "5023      2009.0                  212.0        6.2          2.35   \n",
       "5024      2011.0                   91.0        4.0          2.35   \n",
       "5025      1972.0                  143.0        6.1          1.37   \n",
       "5026      2004.0                  133.0        6.9          2.35   \n",
       "5027      2000.0                    0.0        7.5          1.85   \n",
       "5028      2007.0                    5.0        6.7          1.33   \n",
       "5029      1997.0                   13.0        7.4          1.85   \n",
       "5030      2004.0                   20.0        6.1           NaN   \n",
       "5031      2012.0                   98.0        5.4         16.00   \n",
       "5032      1995.0                  194.0        6.4           NaN   \n",
       "5033      2004.0                   45.0        7.0          1.85   \n",
       "5034      2005.0                    0.0        6.3           NaN   \n",
       "5035      1992.0                   20.0        6.9          1.37   \n",
       "5036      2005.0                   44.0        7.8           NaN   \n",
       "5037      2011.0                  205.0        6.4           NaN   \n",
       "5038      2013.0                  470.0        7.7           NaN   \n",
       "5039         NaN                  593.0        7.5         16.00   \n",
       "5040      2013.0                    0.0        6.3           NaN   \n",
       "5041      2012.0                  719.0        6.3          2.35   \n",
       "5042      2004.0                   23.0        6.6          1.85   \n",
       "\n",
       "     movie_facebook_likes  \n",
       "0                   33000  \n",
       "1                       0  \n",
       "2                   85000  \n",
       "3                  164000  \n",
       "4                       0  \n",
       "5                   24000  \n",
       "6                       0  \n",
       "7                   29000  \n",
       "8                  118000  \n",
       "9                   10000  \n",
       "10                 197000  \n",
       "11                      0  \n",
       "12                      0  \n",
       "13                   5000  \n",
       "14                  48000  \n",
       "15                 118000  \n",
       "16                      0  \n",
       "17                 123000  \n",
       "18                  58000  \n",
       "19                  40000  \n",
       "20                  65000  \n",
       "21                  56000  \n",
       "22                  17000  \n",
       "23                  83000  \n",
       "24                      0  \n",
       "25                      0  \n",
       "26                  26000  \n",
       "27                  72000  \n",
       "28                  44000  \n",
       "29                 150000  \n",
       "...                   ...  \n",
       "5013                   61  \n",
       "5014                    0  \n",
       "5015                 2000  \n",
       "5016                   33  \n",
       "5017                  200  \n",
       "5018                  725  \n",
       "5019                    0  \n",
       "5020                   33  \n",
       "5021                  297  \n",
       "5022                   45  \n",
       "5023                  324  \n",
       "5024                  835  \n",
       "5025                    0  \n",
       "5026                  171  \n",
       "5027                  697  \n",
       "5028                  105  \n",
       "5029                  817  \n",
       "5030                   22  \n",
       "5031                  424  \n",
       "5032                   20  \n",
       "5033                19000  \n",
       "5034                   74  \n",
       "5035                    0  \n",
       "5036                    4  \n",
       "5037                  413  \n",
       "5038                   84  \n",
       "5039                32000  \n",
       "5040                   16  \n",
       "5041                  660  \n",
       "5042                  456  \n",
       "\n",
       "[5043 rows x 28 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      color  director_name  num_critic_for_reviews  duration  \\\n",
      "0     False          False                   False     False   \n",
      "1     False          False                   False     False   \n",
      "2     False          False                   False     False   \n",
      "3     False          False                   False     False   \n",
      "4      True          False                    True      True   \n",
      "5     False          False                   False     False   \n",
      "6     False          False                   False     False   \n",
      "7     False          False                   False     False   \n",
      "8     False          False                   False     False   \n",
      "9     False          False                   False     False   \n",
      "10    False          False                   False     False   \n",
      "11    False          False                   False     False   \n",
      "12    False          False                   False     False   \n",
      "13    False          False                   False     False   \n",
      "14    False          False                   False     False   \n",
      "15    False          False                   False     False   \n",
      "16    False          False                   False     False   \n",
      "17    False          False                   False     False   \n",
      "18    False          False                   False     False   \n",
      "19    False          False                   False     False   \n",
      "20    False          False                   False     False   \n",
      "21    False          False                   False     False   \n",
      "22    False          False                   False     False   \n",
      "23    False          False                   False     False   \n",
      "24    False          False                   False     False   \n",
      "25    False          False                   False     False   \n",
      "26    False          False                   False     False   \n",
      "27    False          False                   False     False   \n",
      "28    False          False                   False     False   \n",
      "29    False          False                   False     False   \n",
      "...     ...            ...                     ...       ...   \n",
      "5013  False          False                   False     False   \n",
      "5014  False          False                   False     False   \n",
      "5015  False          False                   False     False   \n",
      "5016  False          False                    True     False   \n",
      "5017  False          False                   False     False   \n",
      "5018  False          False                   False     False   \n",
      "5019  False          False                   False     False   \n",
      "5020   True          False                    True     False   \n",
      "5021  False          False                   False     False   \n",
      "5022  False          False                   False     False   \n",
      "5023  False          False                   False     False   \n",
      "5024  False          False                   False     False   \n",
      "5025  False          False                   False     False   \n",
      "5026  False          False                   False     False   \n",
      "5027  False          False                   False     False   \n",
      "5028  False          False                   False     False   \n",
      "5029  False          False                   False     False   \n",
      "5030  False          False                    True     False   \n",
      "5031  False          False                   False     False   \n",
      "5032  False          False                   False     False   \n",
      "5033  False          False                   False     False   \n",
      "5034  False          False                   False     False   \n",
      "5035  False          False                   False     False   \n",
      "5036  False          False                    True     False   \n",
      "5037  False          False                   False     False   \n",
      "5038  False          False                   False     False   \n",
      "5039  False           True                   False     False   \n",
      "5040  False          False                   False     False   \n",
      "5041  False          False                   False     False   \n",
      "5042  False          False                   False     False   \n",
      "\n",
      "      director_facebook_likes  actor_3_facebook_likes  actor_2_name  \\\n",
      "0                       False                   False         False   \n",
      "1                       False                   False         False   \n",
      "2                       False                   False         False   \n",
      "3                       False                   False         False   \n",
      "4                       False                    True         False   \n",
      "5                       False                   False         False   \n",
      "6                       False                   False         False   \n",
      "7                       False                   False         False   \n",
      "8                       False                   False         False   \n",
      "9                       False                   False         False   \n",
      "10                      False                   False         False   \n",
      "11                      False                   False         False   \n",
      "12                      False                   False         False   \n",
      "13                      False                   False         False   \n",
      "14                      False                   False         False   \n",
      "15                      False                   False         False   \n",
      "16                      False                   False         False   \n",
      "17                      False                   False         False   \n",
      "18                      False                   False         False   \n",
      "19                      False                   False         False   \n",
      "20                      False                   False         False   \n",
      "21                      False                   False         False   \n",
      "22                      False                   False         False   \n",
      "23                      False                   False         False   \n",
      "24                      False                   False         False   \n",
      "25                      False                   False         False   \n",
      "26                      False                   False         False   \n",
      "27                      False                   False         False   \n",
      "28                      False                   False         False   \n",
      "29                      False                   False         False   \n",
      "...                       ...                     ...           ...   \n",
      "5013                    False                   False         False   \n",
      "5014                    False                   False         False   \n",
      "5015                    False                   False         False   \n",
      "5016                    False                   False         False   \n",
      "5017                    False                   False         False   \n",
      "5018                    False                   False         False   \n",
      "5019                    False                   False         False   \n",
      "5020                    False                   False         False   \n",
      "5021                    False                   False         False   \n",
      "5022                    False                   False         False   \n",
      "5023                    False                   False         False   \n",
      "5024                    False                   False         False   \n",
      "5025                    False                   False         False   \n",
      "5026                    False                   False         False   \n",
      "5027                    False                   False         False   \n",
      "5028                    False                   False         False   \n",
      "5029                    False                   False         False   \n",
      "5030                    False                   False         False   \n",
      "5031                    False                   False         False   \n",
      "5032                    False                   False         False   \n",
      "5033                    False                   False         False   \n",
      "5034                    False                   False         False   \n",
      "5035                    False                   False         False   \n",
      "5036                    False                   False         False   \n",
      "5037                    False                   False         False   \n",
      "5038                    False                   False         False   \n",
      "5039                     True                   False         False   \n",
      "5040                    False                   False         False   \n",
      "5041                    False                   False         False   \n",
      "5042                    False                   False         False   \n",
      "\n",
      "      actor_1_facebook_likes  gross  genres          ...           \\\n",
      "0                      False  False   False          ...            \n",
      "1                      False  False   False          ...            \n",
      "2                      False  False   False          ...            \n",
      "3                      False  False   False          ...            \n",
      "4                      False   True   False          ...            \n",
      "5                      False  False   False          ...            \n",
      "6                      False  False   False          ...            \n",
      "7                      False  False   False          ...            \n",
      "8                      False  False   False          ...            \n",
      "9                      False  False   False          ...            \n",
      "10                     False  False   False          ...            \n",
      "11                     False  False   False          ...            \n",
      "12                     False  False   False          ...            \n",
      "13                     False  False   False          ...            \n",
      "14                     False  False   False          ...            \n",
      "15                     False  False   False          ...            \n",
      "16                     False  False   False          ...            \n",
      "17                     False  False   False          ...            \n",
      "18                     False  False   False          ...            \n",
      "19                     False  False   False          ...            \n",
      "20                     False  False   False          ...            \n",
      "21                     False  False   False          ...            \n",
      "22                     False  False   False          ...            \n",
      "23                     False  False   False          ...            \n",
      "24                     False  False   False          ...            \n",
      "25                     False  False   False          ...            \n",
      "26                     False  False   False          ...            \n",
      "27                     False  False   False          ...            \n",
      "28                     False  False   False          ...            \n",
      "29                     False  False   False          ...            \n",
      "...                      ...    ...     ...          ...            \n",
      "5013                   False   True   False          ...            \n",
      "5014                   False   True   False          ...            \n",
      "5015                   False  False   False          ...            \n",
      "5016                   False   True   False          ...            \n",
      "5017                   False   True   False          ...            \n",
      "5018                   False   True   False          ...            \n",
      "5019                   False   True   False          ...            \n",
      "5020                   False   True   False          ...            \n",
      "5021                   False  False   False          ...            \n",
      "5022                   False   True   False          ...            \n",
      "5023                   False  False   False          ...            \n",
      "5024                   False   True   False          ...            \n",
      "5025                   False  False   False          ...            \n",
      "5026                   False  False   False          ...            \n",
      "5027                   False  False   False          ...            \n",
      "5028                   False   True   False          ...            \n",
      "5029                   False  False   False          ...            \n",
      "5030                   False   True   False          ...            \n",
      "5031                   False   True   False          ...            \n",
      "5032                   False   True   False          ...            \n",
      "5033                   False  False   False          ...            \n",
      "5034                   False  False   False          ...            \n",
      "5035                   False  False   False          ...            \n",
      "5036                   False   True   False          ...            \n",
      "5037                   False  False   False          ...            \n",
      "5038                   False   True   False          ...            \n",
      "5039                   False   True   False          ...            \n",
      "5040                   False   True   False          ...            \n",
      "5041                   False  False   False          ...            \n",
      "5042                   False  False   False          ...            \n",
      "\n",
      "      num_user_for_reviews  language  country  content_rating  budget  \\\n",
      "0                    False     False    False           False   False   \n",
      "1                    False     False    False           False   False   \n",
      "2                    False     False    False           False   False   \n",
      "3                    False     False    False           False   False   \n",
      "4                     True      True     True            True    True   \n",
      "5                    False     False    False           False   False   \n",
      "6                    False     False    False           False   False   \n",
      "7                    False     False    False           False   False   \n",
      "8                    False     False    False           False   False   \n",
      "9                    False     False    False           False   False   \n",
      "10                   False     False    False           False   False   \n",
      "11                   False     False    False           False   False   \n",
      "12                   False     False    False           False   False   \n",
      "13                   False     False    False           False   False   \n",
      "14                   False     False    False           False   False   \n",
      "15                   False     False    False           False   False   \n",
      "16                   False     False    False           False   False   \n",
      "17                   False     False    False           False   False   \n",
      "18                   False     False    False           False   False   \n",
      "19                   False     False    False           False   False   \n",
      "20                   False     False    False           False   False   \n",
      "21                   False     False    False           False   False   \n",
      "22                   False     False    False           False   False   \n",
      "23                   False     False    False           False   False   \n",
      "24                   False     False    False           False   False   \n",
      "25                   False     False    False           False   False   \n",
      "26                   False     False    False           False   False   \n",
      "27                   False     False    False           False   False   \n",
      "28                   False     False    False           False   False   \n",
      "29                   False     False    False           False   False   \n",
      "...                    ...       ...      ...             ...     ...   \n",
      "5013                 False     False    False            True   False   \n",
      "5014                 False     False    False           False    True   \n",
      "5015                 False     False    False           False   False   \n",
      "5016                 False     False    False            True   False   \n",
      "5017                 False     False    False            True   False   \n",
      "5018                 False     False    False            True   False   \n",
      "5019                 False     False    False           False    True   \n",
      "5020                 False     False    False            True   False   \n",
      "5021                 False     False    False           False   False   \n",
      "5022                 False     False    False            True   False   \n",
      "5023                 False     False    False            True   False   \n",
      "5024                 False     False    False           False   False   \n",
      "5025                 False     False    False           False   False   \n",
      "5026                 False     False    False           False   False   \n",
      "5027                 False     False    False           False   False   \n",
      "5028                 False     False    False            True   False   \n",
      "5029                 False     False    False            True   False   \n",
      "5030                 False     False    False            True    True   \n",
      "5031                 False     False    False            True   False   \n",
      "5032                 False     False    False            True    True   \n",
      "5033                 False     False    False           False   False   \n",
      "5034                 False     False    False           False   False   \n",
      "5035                 False     False    False           False   False   \n",
      "5036                 False     False    False           False   False   \n",
      "5037                 False     False    False           False   False   \n",
      "5038                 False     False    False            True    True   \n",
      "5039                 False     False    False           False    True   \n",
      "5040                 False     False    False            True   False   \n",
      "5041                 False     False    False           False    True   \n",
      "5042                 False     False    False           False   False   \n",
      "\n",
      "      title_year  actor_2_facebook_likes  imdb_score  aspect_ratio  \\\n",
      "0          False                   False       False         False   \n",
      "1          False                   False       False         False   \n",
      "2          False                   False       False         False   \n",
      "3          False                   False       False         False   \n",
      "4           True                   False       False          True   \n",
      "5          False                   False       False         False   \n",
      "6          False                   False       False         False   \n",
      "7          False                   False       False         False   \n",
      "8          False                   False       False         False   \n",
      "9          False                   False       False         False   \n",
      "10         False                   False       False         False   \n",
      "11         False                   False       False         False   \n",
      "12         False                   False       False         False   \n",
      "13         False                   False       False         False   \n",
      "14         False                   False       False         False   \n",
      "15         False                   False       False         False   \n",
      "16         False                   False       False         False   \n",
      "17         False                   False       False         False   \n",
      "18         False                   False       False         False   \n",
      "19         False                   False       False         False   \n",
      "20         False                   False       False         False   \n",
      "21         False                   False       False         False   \n",
      "22         False                   False       False         False   \n",
      "23         False                   False       False         False   \n",
      "24         False                   False       False         False   \n",
      "25         False                   False       False         False   \n",
      "26         False                   False       False         False   \n",
      "27         False                   False       False         False   \n",
      "28         False                   False       False         False   \n",
      "29         False                   False       False         False   \n",
      "...          ...                     ...         ...           ...   \n",
      "5013       False                   False       False         False   \n",
      "5014       False                   False       False         False   \n",
      "5015       False                   False       False         False   \n",
      "5016       False                   False       False          True   \n",
      "5017       False                   False       False         False   \n",
      "5018       False                   False       False         False   \n",
      "5019       False                   False       False         False   \n",
      "5020       False                   False       False          True   \n",
      "5021       False                   False       False          True   \n",
      "5022       False                   False       False          True   \n",
      "5023       False                   False       False         False   \n",
      "5024       False                   False       False         False   \n",
      "5025       False                   False       False         False   \n",
      "5026       False                   False       False         False   \n",
      "5027       False                   False       False         False   \n",
      "5028       False                   False       False         False   \n",
      "5029       False                   False       False         False   \n",
      "5030       False                   False       False          True   \n",
      "5031       False                   False       False         False   \n",
      "5032       False                   False       False          True   \n",
      "5033       False                   False       False         False   \n",
      "5034       False                   False       False          True   \n",
      "5035       False                   False       False         False   \n",
      "5036       False                   False       False          True   \n",
      "5037       False                   False       False          True   \n",
      "5038       False                   False       False          True   \n",
      "5039        True                   False       False         False   \n",
      "5040       False                   False       False          True   \n",
      "5041       False                   False       False         False   \n",
      "5042       False                   False       False         False   \n",
      "\n",
      "      movie_facebook_likes  \n",
      "0                    False  \n",
      "1                    False  \n",
      "2                    False  \n",
      "3                    False  \n",
      "4                    False  \n",
      "5                    False  \n",
      "6                    False  \n",
      "7                    False  \n",
      "8                    False  \n",
      "9                    False  \n",
      "10                   False  \n",
      "11                   False  \n",
      "12                   False  \n",
      "13                   False  \n",
      "14                   False  \n",
      "15                   False  \n",
      "16                   False  \n",
      "17                   False  \n",
      "18                   False  \n",
      "19                   False  \n",
      "20                   False  \n",
      "21                   False  \n",
      "22                   False  \n",
      "23                   False  \n",
      "24                   False  \n",
      "25                   False  \n",
      "26                   False  \n",
      "27                   False  \n",
      "28                   False  \n",
      "29                   False  \n",
      "...                    ...  \n",
      "5013                 False  \n",
      "5014                 False  \n",
      "5015                 False  \n",
      "5016                 False  \n",
      "5017                 False  \n",
      "5018                 False  \n",
      "5019                 False  \n",
      "5020                 False  \n",
      "5021                 False  \n",
      "5022                 False  \n",
      "5023                 False  \n",
      "5024                 False  \n",
      "5025                 False  \n",
      "5026                 False  \n",
      "5027                 False  \n",
      "5028                 False  \n",
      "5029                 False  \n",
      "5030                 False  \n",
      "5031                 False  \n",
      "5032                 False  \n",
      "5033                 False  \n",
      "5034                 False  \n",
      "5035                 False  \n",
      "5036                 False  \n",
      "5037                 False  \n",
      "5038                 False  \n",
      "5039                 False  \n",
      "5040                 False  \n",
      "5041                 False  \n",
      "5042                 False  \n",
      "\n",
      "[5043 rows x 28 columns]\n"
     ]
    }
   ],
   "source": [
    "# If we have the common NaN missing value or None, we can use the isnull() method. Lets'try.\n",
    "\n",
    "print(df.isnull()) # this returns a True for every entry where a NaN or None was found\n",
    "# to get an idea of how many missing values we have, append the above with sum()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total missing values: 2698\n"
     ]
    }
   ],
   "source": [
    "print(\"Total missing values:\",sum(df.isnull().sum()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lets look at an example where .isnull() will not work \n",
    "\n",
    "df1.isnull()\n",
    "\n",
    "# As we see, isnull() did not pick on the string 'N/A'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# since the built-in function is not equipped to deal with this sitatuation we have to \n",
    "# code our way out of this situation\n",
    "remove_missing = [j for i in df1.columns for j in df1[i] if j != 'N/A']\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['A0',\n",
       " 'A1',\n",
       " 'A2',\n",
       " 'A3',\n",
       " 'B0',\n",
       " 'B1',\n",
       " 'B2',\n",
       " 'B3',\n",
       " 'C1',\n",
       " 'C2',\n",
       " 'C3',\n",
       " 'D0',\n",
       " 'D1',\n",
       " 'D2',\n",
       " 'D3']"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "remove_missing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# going back to the common type of missing values for the movie dataset\n",
    "# her we have dropped all na values and our left with lesser rows\n",
    "df_no_missing = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_no_missing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Drop column if they only contain missing values\n",
    "\n",
    "df.dropna(axis=1, how='all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What about the 0's in director_facebook_likes? They seem to be some type of error. There area a few ways to deal with them. One way is to replace all the 0's with the mean of the column (minus the 0's ofc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_col = df_no_missing['director_facebook_likes'].mean()\n",
    "# this mean is not quite right as it is the sum of all the rows divided by all rows including \n",
    "# those with 0\n",
    "\n",
    "counter = 0\n",
    "for i in df_no_missing['director_facebook_likes']:\n",
    "    if i == 0:\n",
    "        counter = counter +1\n",
    "print(counter)\n",
    "\n",
    "correct_entries = len(df_no_missing['director_facebook_likes']) - counter\n",
    "correct_mean = sum(df_no_missing['director_facebook_likes'])/correct_entries\n",
    "correct_mean\n",
    "\n",
    "df_no_missing['director_facebook_likes'] = df_no_missing['director_facebook_likes'].replace(0,correct_mean) \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "973.781631342325\n"
     ]
    }
   ],
   "source": [
    "print(correct_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "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>973.781631</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>563.000000</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>973.781631</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>22000.000000</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>5</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>462.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>475.000000</td>\n",
       "      <td>530.0</td>\n",
       "      <td>Samantha Morton</td>\n",
       "      <td>640.0</td>\n",
       "      <td>73058679.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>738.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>263700000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>632.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>392.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>James Franco</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>336530303.0</td>\n",
       "      <td>Action|Adventure|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>1902.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>258000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Color</td>\n",
       "      <td>Nathan Greno</td>\n",
       "      <td>324.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Donna Murphy</td>\n",
       "      <td>799.0</td>\n",
       "      <td>200807262.0</td>\n",
       "      <td>Adventure|Animation|Comedy|Family|Fantasy|Musi...</td>\n",
       "      <td>...</td>\n",
       "      <td>387.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>260000000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>553.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1.85</td>\n",
       "      <td>29000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>635.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>458991599.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Color</td>\n",
       "      <td>David Yates</td>\n",
       "      <td>375.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>282.000000</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Daniel Radcliffe</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>301956980.0</td>\n",
       "      <td>Adventure|Family|Fantasy|Mystery</td>\n",
       "      <td>...</td>\n",
       "      <td>973.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Color</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>673.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Lauren Cohan</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>330249062.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3018.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>197000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Color</td>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>434.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>903.0</td>\n",
       "      <td>Marlon Brando</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>200069408.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>2367.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>209000000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>403.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>395.000000</td>\n",
       "      <td>393.0</td>\n",
       "      <td>Mathieu Amalric</td>\n",
       "      <td>451.0</td>\n",
       "      <td>168368427.0</td>\n",
       "      <td>Action|Adventure</td>\n",
       "      <td>...</td>\n",
       "      <td>1243.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>412.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>313.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>563.000000</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>423032628.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1832.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>450.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>563.000000</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Ruth Wilson</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>89289910.0</td>\n",
       "      <td>Action|Adventure|Western</td>\n",
       "      <td>...</td>\n",
       "      <td>711.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>215000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>48000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Color</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>733.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>748.0</td>\n",
       "      <td>Christopher Meloni</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>291021565.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>2536.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Adamson</td>\n",
       "      <td>258.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>201.0</td>\n",
       "      <td>Pierfrancesco Favino</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>141614023.0</td>\n",
       "      <td>Action|Adventure|Family|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>438.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>703.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>623279547.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>220000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1.85</td>\n",
       "      <td>123000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Color</td>\n",
       "      <td>Rob Marshall</td>\n",
       "      <td>448.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>252.000000</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Sam Claflin</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>241063875.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>484.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>58000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Color</td>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>451.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>188.000000</td>\n",
       "      <td>718.0</td>\n",
       "      <td>Michael Stuhlbarg</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>179020854.0</td>\n",
       "      <td>Action|Adventure|Comedy|Family|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>341.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>816.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>1.85</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>422.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>773.0</td>\n",
       "      <td>Adam Brown</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>255108370.0</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>802.0</td>\n",
       "      <td>English</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>65000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marc Webb</td>\n",
       "      <td>599.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>464.000000</td>\n",
       "      <td>963.0</td>\n",
       "      <td>Andrew Garfield</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>262030663.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>230000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>56000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Color</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>343.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>738.0</td>\n",
       "      <td>William Hurt</td>\n",
       "      <td>891.0</td>\n",
       "      <td>105219735.0</td>\n",
       "      <td>Action|Adventure|Drama|History</td>\n",
       "      <td>...</td>\n",
       "      <td>546.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>17000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>509.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>773.0</td>\n",
       "      <td>Adam Brown</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>258355354.0</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>951.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>83000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Color</td>\n",
       "      <td>Chris Weitz</td>\n",
       "      <td>251.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>129.000000</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Eva Green</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>70083519.0</td>\n",
       "      <td>Adventure|Family|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>666.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>180000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>446.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>84.0</td>\n",
       "      <td>Thomas Kretschmann</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>218051260.0</td>\n",
       "      <td>Action|Adventure|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>2618.0</td>\n",
       "      <td>English</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>207000000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>919.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>794.0</td>\n",
       "      <td>Kate Winslet</td>\n",
       "      <td>29000.0</td>\n",
       "      <td>658672302.0</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>26000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Color</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>516.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>Scarlett Johansson</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>407197282.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>72000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Berg</td>\n",
       "      <td>377.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>532.000000</td>\n",
       "      <td>627.0</td>\n",
       "      <td>Alexander Skarsgård</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>65173160.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>751.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>209000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>44000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Color</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>644.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Judy Greer</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>652177271.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>750.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>393.0</td>\n",
       "      <td>Helen McCrory</td>\n",
       "      <td>883.0</td>\n",
       "      <td>304360277.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>1498.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>80000</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4930</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gary Winick</td>\n",
       "      <td>91.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>184.0</td>\n",
       "      <td>Aaron Stanford</td>\n",
       "      <td>376.0</td>\n",
       "      <td>2882062.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>101.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>346.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>1.85</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4931</th>\n",
       "      <td>Color</td>\n",
       "      <td>John Carney</td>\n",
       "      <td>232.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>109.000000</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Markéta Irglová</td>\n",
       "      <td>200.0</td>\n",
       "      <td>9437933.0</td>\n",
       "      <td>Drama|Music|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>329.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>R</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1.85</td>\n",
       "      <td>26000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4933</th>\n",
       "      <td>Color</td>\n",
       "      <td>Michel Orion Scott</td>\n",
       "      <td>29.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Rowan Isaacson</td>\n",
       "      <td>58.0</td>\n",
       "      <td>155984.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>160000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4936</th>\n",
       "      <td>Color</td>\n",
       "      <td>Tobe Hooper</td>\n",
       "      <td>277.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>177.0</td>\n",
       "      <td>Edwin Neal</td>\n",
       "      <td>383.0</td>\n",
       "      <td>30859000.0</td>\n",
       "      <td>Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>826.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>83532.0</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4941</th>\n",
       "      <td>Color</td>\n",
       "      <td>Michael Moore</td>\n",
       "      <td>40.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>909.000000</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Pat Boone</td>\n",
       "      <td>909.0</td>\n",
       "      <td>6706368.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>133.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>160000.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.66</td>\n",
       "      <td>667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4955</th>\n",
       "      <td>Color</td>\n",
       "      <td>Alex Kendrick</td>\n",
       "      <td>31.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>589.000000</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Erin Bethea</td>\n",
       "      <td>589.0</td>\n",
       "      <td>10174663.0</td>\n",
       "      <td>Drama|Sport</td>\n",
       "      <td>...</td>\n",
       "      <td>382.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4956</th>\n",
       "      <td>Color</td>\n",
       "      <td>Travis Cluff</td>\n",
       "      <td>159.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Cassidy Gifford</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22757819.0</td>\n",
       "      <td>Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>150.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4959</th>\n",
       "      <td>Color</td>\n",
       "      <td>Robert Townsend</td>\n",
       "      <td>21.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>467.000000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>Keenen Ivory Wayans</td>\n",
       "      <td>467.0</td>\n",
       "      <td>5228617.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>...</td>\n",
       "      <td>32.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4962</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Larry Blamire</td>\n",
       "      <td>88.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.0</td>\n",
       "      <td>Brian Howe</td>\n",
       "      <td>126.0</td>\n",
       "      <td>110536.0</td>\n",
       "      <td>Comedy|Horror|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>118.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4964</th>\n",
       "      <td>Color</td>\n",
       "      <td>E.L. Katz</td>\n",
       "      <td>193.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>307.0</td>\n",
       "      <td>Ethan Embry</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>59379.0</td>\n",
       "      <td>Comedy|Crime|Drama|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>52.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>982.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4971</th>\n",
       "      <td>Color</td>\n",
       "      <td>Dennis Iliadis</td>\n",
       "      <td>241.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>616.0</td>\n",
       "      <td>Monica Potter</td>\n",
       "      <td>956.0</td>\n",
       "      <td>32721635.0</td>\n",
       "      <td>Crime|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>279.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>15000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>878.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4973</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Darren Aronofsky</td>\n",
       "      <td>138.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Clint Mansell</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>3216970.0</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>586.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>512.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.66</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975</th>\n",
       "      <td>Color</td>\n",
       "      <td>Myles Berkowitz</td>\n",
       "      <td>32.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>153.0</td>\n",
       "      <td>Tom Ardavany</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>536767.0</td>\n",
       "      <td>Biography|Comedy|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>83.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>1.85</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4977</th>\n",
       "      <td>Color</td>\n",
       "      <td>Morgan Spurlock</td>\n",
       "      <td>193.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>293.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Amanda Kearsan</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11529368.0</td>\n",
       "      <td>Comedy|Documentary|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>404.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1.78</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4978</th>\n",
       "      <td>Color</td>\n",
       "      <td>Brandon Trost</td>\n",
       "      <td>66.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>128.0</td>\n",
       "      <td>Sean Whalen</td>\n",
       "      <td>968.0</td>\n",
       "      <td>40557.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>...</td>\n",
       "      <td>22.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>407.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4979</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joe Swanberg</td>\n",
       "      <td>65.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>217.000000</td>\n",
       "      <td>442.0</td>\n",
       "      <td>Lena Dunham</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>30084.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>70000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>969.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4984</th>\n",
       "      <td>Color</td>\n",
       "      <td>Edward Burns</td>\n",
       "      <td>36.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>73.0</td>\n",
       "      <td>Michael McGlone</td>\n",
       "      <td>138.0</td>\n",
       "      <td>10246600.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>36.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4987</th>\n",
       "      <td>Color</td>\n",
       "      <td>Lena Dunham</td>\n",
       "      <td>113.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>969.000000</td>\n",
       "      <td>433.0</td>\n",
       "      <td>Merritt Wever</td>\n",
       "      <td>969.0</td>\n",
       "      <td>389804.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>529.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>Color</td>\n",
       "      <td>David Gordon Green</td>\n",
       "      <td>75.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>234.000000</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Eddie Rouse</td>\n",
       "      <td>552.0</td>\n",
       "      <td>241816.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>76.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>42000.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>Color</td>\n",
       "      <td>Kevin Jordan</td>\n",
       "      <td>21.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Christa Miller</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>277233.0</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>467.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5008</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Kevin Smith</td>\n",
       "      <td>136.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>216.0</td>\n",
       "      <td>Brian O'Halloran</td>\n",
       "      <td>898.0</td>\n",
       "      <td>3151130.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>...</td>\n",
       "      <td>615.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>230000.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>657.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5011</th>\n",
       "      <td>Color</td>\n",
       "      <td>Neil LaBute</td>\n",
       "      <td>80.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>119.000000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Matt Malloy</td>\n",
       "      <td>136.0</td>\n",
       "      <td>2856622.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>197.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Canada</td>\n",
       "      <td>R</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1.85</td>\n",
       "      <td>489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5012</th>\n",
       "      <td>Color</td>\n",
       "      <td>David Ayer</td>\n",
       "      <td>233.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>453.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Martin Donovan</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>10499968.0</td>\n",
       "      <td>Action|Crime|Drama|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>212.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>35000000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1.85</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5015</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>61.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1227508.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>80.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>1.37</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5025</th>\n",
       "      <td>Color</td>\n",
       "      <td>John Waters</td>\n",
       "      <td>73.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Mink Stole</td>\n",
       "      <td>462.0</td>\n",
       "      <td>180483.0</td>\n",
       "      <td>Comedy|Crime|Horror</td>\n",
       "      <td>...</td>\n",
       "      <td>183.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NC-17</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5026</th>\n",
       "      <td>Color</td>\n",
       "      <td>Olivier Assayas</td>\n",
       "      <td>81.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>107.000000</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Béatrice Dalle</td>\n",
       "      <td>576.0</td>\n",
       "      <td>136007.0</td>\n",
       "      <td>Drama|Music|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>39.0</td>\n",
       "      <td>French</td>\n",
       "      <td>France</td>\n",
       "      <td>R</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5027</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jafar Panahi</td>\n",
       "      <td>64.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>397.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Nargess Mamizadeh</td>\n",
       "      <td>5.0</td>\n",
       "      <td>673780.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Persian</td>\n",
       "      <td>Iran</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.85</td>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>Color</td>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>143.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>291.000000</td>\n",
       "      <td>8.0</td>\n",
       "      <td>David Sullivan</td>\n",
       "      <td>291.0</td>\n",
       "      <td>424760.0</td>\n",
       "      <td>Drama|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>371.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>19000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035</th>\n",
       "      <td>Color</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>56.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>973.781631</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Peter Marquardt</td>\n",
       "      <td>121.0</td>\n",
       "      <td>2040920.0</td>\n",
       "      <td>Action|Crime|Drama|Romance|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>43.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "      <td>86.0</td>\n",
       "      <td>85222.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>456</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3756 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",
       "5                Color      Andrew Stanton                   462.0     132.0   \n",
       "6                Color           Sam Raimi                   392.0     156.0   \n",
       "7                Color        Nathan Greno                   324.0     100.0   \n",
       "8                Color         Joss Whedon                   635.0     141.0   \n",
       "9                Color         David Yates                   375.0     153.0   \n",
       "10               Color         Zack Snyder                   673.0     183.0   \n",
       "11               Color        Bryan Singer                   434.0     169.0   \n",
       "12               Color        Marc Forster                   403.0     106.0   \n",
       "13               Color      Gore Verbinski                   313.0     151.0   \n",
       "14               Color      Gore Verbinski                   450.0     150.0   \n",
       "15               Color         Zack Snyder                   733.0     143.0   \n",
       "16               Color      Andrew Adamson                   258.0     150.0   \n",
       "17               Color         Joss Whedon                   703.0     173.0   \n",
       "18               Color        Rob Marshall                   448.0     136.0   \n",
       "19               Color    Barry Sonnenfeld                   451.0     106.0   \n",
       "20               Color       Peter Jackson                   422.0     164.0   \n",
       "21               Color           Marc Webb                   599.0     153.0   \n",
       "22               Color        Ridley Scott                   343.0     156.0   \n",
       "23               Color       Peter Jackson                   509.0     186.0   \n",
       "24               Color         Chris Weitz                   251.0     113.0   \n",
       "25               Color       Peter Jackson                   446.0     201.0   \n",
       "26               Color       James Cameron                   315.0     194.0   \n",
       "27               Color       Anthony Russo                   516.0     147.0   \n",
       "28               Color          Peter Berg                   377.0     131.0   \n",
       "29               Color     Colin Trevorrow                   644.0     124.0   \n",
       "30               Color          Sam Mendes                   750.0     143.0   \n",
       "...                ...                 ...                     ...       ...   \n",
       "4930             Color         Gary Winick                    91.0      78.0   \n",
       "4931             Color         John Carney                   232.0      85.0   \n",
       "4933             Color  Michel Orion Scott                    29.0      93.0   \n",
       "4936             Color         Tobe Hooper                   277.0      88.0   \n",
       "4941             Color       Michael Moore                    40.0      91.0   \n",
       "4955             Color       Alex Kendrick                    31.0     111.0   \n",
       "4956             Color        Travis Cluff                   159.0      81.0   \n",
       "4959             Color     Robert Townsend                    21.0      81.0   \n",
       "4962   Black and White       Larry Blamire                    88.0      90.0   \n",
       "4964             Color           E.L. Katz                   193.0      88.0   \n",
       "4971             Color      Dennis Iliadis                   241.0     114.0   \n",
       "4973   Black and White    Darren Aronofsky                   138.0      84.0   \n",
       "4975             Color     Myles Berkowitz                    32.0      87.0   \n",
       "4977             Color     Morgan Spurlock                   193.0     100.0   \n",
       "4978             Color       Brandon Trost                    66.0      82.0   \n",
       "4979             Color        Joe Swanberg                    65.0      82.0   \n",
       "4984             Color        Edward Burns                    36.0      98.0   \n",
       "4987             Color         Lena Dunham                   113.0      98.0   \n",
       "4997             Color  David Gordon Green                    75.0      90.0   \n",
       "4998             Color        Kevin Jordan                    21.0      90.0   \n",
       "5008   Black and White         Kevin Smith                   136.0     102.0   \n",
       "5011             Color         Neil LaBute                    80.0      97.0   \n",
       "5012             Color          David Ayer                   233.0     109.0   \n",
       "5015   Black and White   Richard Linklater                    61.0     100.0   \n",
       "5025             Color         John Waters                    73.0     108.0   \n",
       "5026             Color     Olivier Assayas                    81.0     110.0   \n",
       "5027             Color        Jafar Panahi                    64.0      90.0   \n",
       "5033             Color       Shane Carruth                   143.0      77.0   \n",
       "5035             Color    Robert Rodriguez                    56.0      81.0   \n",
       "5042             Color            Jon Gunn                    43.0      90.0   \n",
       "\n",
       "      director_facebook_likes  actor_3_facebook_likes          actor_2_name  \\\n",
       "0                  973.781631                   855.0      Joel David Moore   \n",
       "1                  563.000000                  1000.0         Orlando Bloom   \n",
       "2                  973.781631                   161.0          Rory Kinnear   \n",
       "3                22000.000000                 23000.0        Christian Bale   \n",
       "5                  475.000000                   530.0       Samantha Morton   \n",
       "6                  973.781631                  4000.0          James Franco   \n",
       "7                   15.000000                   284.0          Donna Murphy   \n",
       "8                  973.781631                 19000.0     Robert Downey Jr.   \n",
       "9                  282.000000                 10000.0      Daniel Radcliffe   \n",
       "10                 973.781631                  2000.0          Lauren Cohan   \n",
       "11                 973.781631                   903.0         Marlon Brando   \n",
       "12                 395.000000                   393.0       Mathieu Amalric   \n",
       "13                 563.000000                  1000.0         Orlando Bloom   \n",
       "14                 563.000000                  1000.0           Ruth Wilson   \n",
       "15                 973.781631                   748.0    Christopher Meloni   \n",
       "16                  80.000000                   201.0  Pierfrancesco Favino   \n",
       "17                 973.781631                 19000.0     Robert Downey Jr.   \n",
       "18                 252.000000                  1000.0           Sam Claflin   \n",
       "19                 188.000000                   718.0     Michael Stuhlbarg   \n",
       "20                 973.781631                   773.0            Adam Brown   \n",
       "21                 464.000000                   963.0       Andrew Garfield   \n",
       "22                 973.781631                   738.0          William Hurt   \n",
       "23                 973.781631                   773.0            Adam Brown   \n",
       "24                 129.000000                  1000.0             Eva Green   \n",
       "25                 973.781631                    84.0    Thomas Kretschmann   \n",
       "26                 973.781631                   794.0          Kate Winslet   \n",
       "27                  94.000000                 11000.0    Scarlett Johansson   \n",
       "28                 532.000000                   627.0   Alexander Skarsgård   \n",
       "29                 365.000000                  1000.0            Judy Greer   \n",
       "30                 973.781631                   393.0         Helen McCrory   \n",
       "...                       ...                     ...                   ...   \n",
       "4930                56.000000                   184.0        Aaron Stanford   \n",
       "4931               109.000000                    18.0       Markéta Irglová   \n",
       "4933               973.781631                     2.0        Rowan Isaacson   \n",
       "4936               365.000000                   177.0            Edwin Neal   \n",
       "4941               909.000000                    42.0             Pat Boone   \n",
       "4955               589.000000                    51.0           Erin Bethea   \n",
       "4956                 3.000000                     7.0       Cassidy Gifford   \n",
       "4959               467.000000                   287.0   Keenen Ivory Wayans   \n",
       "4962                56.000000                    56.0            Brian Howe   \n",
       "4964                 3.000000                   307.0           Ethan Embry   \n",
       "4971                29.000000                   616.0         Monica Potter   \n",
       "4973               973.781631                   194.0         Clint Mansell   \n",
       "4975               973.781631                   153.0          Tom Ardavany   \n",
       "4977               293.000000                     0.0        Amanda Kearsan   \n",
       "4978                32.000000                   128.0           Sean Whalen   \n",
       "4979               217.000000                   442.0           Lena Dunham   \n",
       "4984               973.781631                    73.0       Michael McGlone   \n",
       "4987               969.000000                   433.0         Merritt Wever   \n",
       "4997               234.000000                    15.0           Eddie Rouse   \n",
       "4998                 4.000000                   113.0        Christa Miller   \n",
       "5008               973.781631                   216.0      Brian O'Halloran   \n",
       "5011               119.000000                     7.0           Matt Malloy   \n",
       "5012               453.000000                   120.0        Martin Donovan   \n",
       "5015               973.781631                     0.0     Richard Linklater   \n",
       "5025               973.781631                   105.0            Mink Stole   \n",
       "5026               107.000000                    45.0        Béatrice Dalle   \n",
       "5027               397.000000                     0.0     Nargess Mamizadeh   \n",
       "5033               291.000000                     8.0        David Sullivan   \n",
       "5035               973.781631                     6.0       Peter Marquardt   \n",
       "5042                16.000000                    16.0      Brian Herzlinger   \n",
       "\n",
       "      actor_1_facebook_likes        gross  \\\n",
       "0                     1000.0  760505847.0   \n",
       "1                    40000.0  309404152.0   \n",
       "2                    11000.0  200074175.0   \n",
       "3                    27000.0  448130642.0   \n",
       "5                      640.0   73058679.0   \n",
       "6                    24000.0  336530303.0   \n",
       "7                      799.0  200807262.0   \n",
       "8                    26000.0  458991599.0   \n",
       "9                    25000.0  301956980.0   \n",
       "10                   15000.0  330249062.0   \n",
       "11                   18000.0  200069408.0   \n",
       "12                     451.0  168368427.0   \n",
       "13                   40000.0  423032628.0   \n",
       "14                   40000.0   89289910.0   \n",
       "15                   15000.0  291021565.0   \n",
       "16                   22000.0  141614023.0   \n",
       "17                   26000.0  623279547.0   \n",
       "18                   40000.0  241063875.0   \n",
       "19                   10000.0  179020854.0   \n",
       "20                    5000.0  255108370.0   \n",
       "21                   15000.0  262030663.0   \n",
       "22                     891.0  105219735.0   \n",
       "23                    5000.0  258355354.0   \n",
       "24                   16000.0   70083519.0   \n",
       "25                    6000.0  218051260.0   \n",
       "26                   29000.0  658672302.0   \n",
       "27                   21000.0  407197282.0   \n",
       "28                   14000.0   65173160.0   \n",
       "29                    3000.0  652177271.0   \n",
       "30                     883.0  304360277.0   \n",
       "...                      ...          ...   \n",
       "4930                   376.0    2882062.0   \n",
       "4931                   200.0    9437933.0   \n",
       "4933                    58.0     155984.0   \n",
       "4936                   383.0   30859000.0   \n",
       "4941                   909.0    6706368.0   \n",
       "4955                   589.0   10174663.0   \n",
       "4956                   220.0   22757819.0   \n",
       "4959                   467.0    5228617.0   \n",
       "4962                   126.0     110536.0   \n",
       "4964                  3000.0      59379.0   \n",
       "4971                   956.0   32721635.0   \n",
       "4973                  1000.0    3216970.0   \n",
       "4975                  1000.0     536767.0   \n",
       "4977                     0.0   11529368.0   \n",
       "4978                   968.0      40557.0   \n",
       "4979                 10000.0      30084.0   \n",
       "4984                   138.0   10246600.0   \n",
       "4987                   969.0     389804.0   \n",
       "4997                   552.0     241816.0   \n",
       "4998                 20000.0     277233.0   \n",
       "5008                   898.0    3151130.0   \n",
       "5011                   136.0    2856622.0   \n",
       "5012                  1000.0   10499968.0   \n",
       "5015                     5.0    1227508.0   \n",
       "5025                   462.0     180483.0   \n",
       "5026                   576.0     136007.0   \n",
       "5027                     5.0     673780.0   \n",
       "5033                   291.0     424760.0   \n",
       "5035                   121.0    2040920.0   \n",
       "5042                    86.0      85222.0   \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",
       "4930                               Comedy|Drama|Romance         ...            \n",
       "4931                                Drama|Music|Romance         ...            \n",
       "4933                                        Documentary         ...            \n",
       "4936                                    Horror|Thriller         ...            \n",
       "4941                                        Documentary         ...            \n",
       "4955                                        Drama|Sport         ...            \n",
       "4956                                    Horror|Thriller         ...            \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",
       "5008                                             Comedy         ...            \n",
       "5011                                       Comedy|Drama         ...            \n",
       "5012                        Action|Crime|Drama|Thriller         ...            \n",
       "5015                                       Comedy|Drama         ...            \n",
       "5025                                Comedy|Crime|Horror         ...            \n",
       "5026                                Drama|Music|Romance         ...            \n",
       "5027                                              Drama         ...            \n",
       "5033                              Drama|Sci-Fi|Thriller         ...            \n",
       "5035                Action|Crime|Drama|Romance|Thriller         ...            \n",
       "5042                                        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",
       "5                   738.0  English          USA           PG-13  263700000.0   \n",
       "6                  1902.0  English          USA           PG-13  258000000.0   \n",
       "7                   387.0  English          USA              PG  260000000.0   \n",
       "8                  1117.0  English          USA           PG-13  250000000.0   \n",
       "9                   973.0  English           UK              PG  250000000.0   \n",
       "10                 3018.0  English          USA           PG-13  250000000.0   \n",
       "11                 2367.0  English          USA           PG-13  209000000.0   \n",
       "12                 1243.0  English           UK           PG-13  200000000.0   \n",
       "13                 1832.0  English          USA           PG-13  225000000.0   \n",
       "14                  711.0  English          USA           PG-13  215000000.0   \n",
       "15                 2536.0  English          USA           PG-13  225000000.0   \n",
       "16                  438.0  English          USA              PG  225000000.0   \n",
       "17                 1722.0  English          USA           PG-13  220000000.0   \n",
       "18                  484.0  English          USA           PG-13  250000000.0   \n",
       "19                  341.0  English          USA           PG-13  225000000.0   \n",
       "20                  802.0  English  New Zealand           PG-13  250000000.0   \n",
       "21                 1225.0  English          USA           PG-13  230000000.0   \n",
       "22                  546.0  English          USA           PG-13  200000000.0   \n",
       "23                  951.0  English          USA           PG-13  225000000.0   \n",
       "24                  666.0  English          USA           PG-13  180000000.0   \n",
       "25                 2618.0  English  New Zealand           PG-13  207000000.0   \n",
       "26                 2528.0  English          USA           PG-13  200000000.0   \n",
       "27                 1022.0  English          USA           PG-13  250000000.0   \n",
       "28                  751.0  English          USA           PG-13  209000000.0   \n",
       "29                 1290.0  English          USA           PG-13  150000000.0   \n",
       "30                 1498.0  English           UK           PG-13  200000000.0   \n",
       "...                   ...      ...          ...             ...          ...   \n",
       "4930                101.0  English          USA           PG-13     150000.0   \n",
       "4931                329.0  English      Ireland               R     180000.0   \n",
       "4933                  9.0  English          USA         Unrated     160000.0   \n",
       "4936                826.0  English          USA               R      83532.0   \n",
       "4941                133.0  English          USA               R     160000.0   \n",
       "4955                382.0  English          USA              PG     100000.0   \n",
       "4956                150.0  English          USA               R     100000.0   \n",
       "4959                 32.0  English          USA               R     100000.0   \n",
       "4962                118.0  English          USA              PG      40000.0   \n",
       "4964                 52.0  English          USA       Not Rated     200000.0   \n",
       "4971                279.0  English          USA               R   15000000.0   \n",
       "4973                586.0  English          USA               R      60000.0   \n",
       "4975                 83.0  English          USA               R      60000.0   \n",
       "4977                404.0  English          USA              PG      65000.0   \n",
       "4978                 22.0  English          USA               R      60000.0   \n",
       "4979                 23.0  English          USA               R      70000.0   \n",
       "4984                 36.0  English          USA               R      25000.0   \n",
       "4987                 35.0  English          USA       Not Rated      65000.0   \n",
       "4997                 76.0  English          USA         Unrated      42000.0   \n",
       "4998                 26.0  English          USA               R      40000.0   \n",
       "5008                615.0  English          USA               R     230000.0   \n",
       "5011                197.0  English       Canada               R      25000.0   \n",
       "5012                212.0  English          USA               R   35000000.0   \n",
       "5015                 80.0  English          USA               R      23000.0   \n",
       "5025                183.0  English          USA           NC-17      10000.0   \n",
       "5026                 39.0   French       France               R       4500.0   \n",
       "5027                 26.0  Persian         Iran       Not Rated      10000.0   \n",
       "5033                371.0  English          USA           PG-13       7000.0   \n",
       "5035                130.0  Spanish          USA               R       7000.0   \n",
       "5042                 84.0  English          USA              PG       1100.0   \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",
       "5         2012.0                  632.0        6.6          2.35   \n",
       "6         2007.0                11000.0        6.2          2.35   \n",
       "7         2010.0                  553.0        7.8          1.85   \n",
       "8         2015.0                21000.0        7.5          2.35   \n",
       "9         2009.0                11000.0        7.5          2.35   \n",
       "10        2016.0                 4000.0        6.9          2.35   \n",
       "11        2006.0                10000.0        6.1          2.35   \n",
       "12        2008.0                  412.0        6.7          2.35   \n",
       "13        2006.0                 5000.0        7.3          2.35   \n",
       "14        2013.0                 2000.0        6.5          2.35   \n",
       "15        2013.0                 3000.0        7.2          2.35   \n",
       "16        2008.0                  216.0        6.6          2.35   \n",
       "17        2012.0                21000.0        8.1          1.85   \n",
       "18        2011.0                11000.0        6.7          2.35   \n",
       "19        2012.0                  816.0        6.8          1.85   \n",
       "20        2014.0                  972.0        7.5          2.35   \n",
       "21        2012.0                10000.0        7.0          2.35   \n",
       "22        2010.0                  882.0        6.7          2.35   \n",
       "23        2013.0                  972.0        7.9          2.35   \n",
       "24        2007.0                 6000.0        6.1          2.35   \n",
       "25        2005.0                  919.0        7.2          2.35   \n",
       "26        1997.0                14000.0        7.7          2.35   \n",
       "27        2016.0                19000.0        8.2          2.35   \n",
       "28        2012.0                10000.0        5.9          2.35   \n",
       "29        2015.0                 2000.0        7.0          2.00   \n",
       "30        2012.0                  563.0        7.8          2.35   \n",
       "...          ...                    ...        ...           ...   \n",
       "4930      2000.0                  346.0        6.3          1.85   \n",
       "4931      2007.0                   96.0        7.9          1.85   \n",
       "4933      2009.0                    2.0        7.4          1.85   \n",
       "4936      1974.0                  371.0        7.5          1.85   \n",
       "4941      1989.0                   91.0        7.5          1.66   \n",
       "4955      2006.0                  150.0        6.7          1.85   \n",
       "4956      2015.0                   40.0        4.2          1.85   \n",
       "4959      1987.0                  322.0        7.0          1.85   \n",
       "4962      2001.0                   76.0        7.0          1.85   \n",
       "4964      2013.0                  982.0        6.8          2.35   \n",
       "4971      2009.0                  878.0        6.6          1.85   \n",
       "4973      1998.0                  512.0        7.5          1.66   \n",
       "4975      1998.0                  184.0        5.3          1.85   \n",
       "4977      2004.0                    0.0        7.3          1.78   \n",
       "4978      2011.0                  407.0        5.6          2.35   \n",
       "4979      2014.0                  969.0        5.6          1.85   \n",
       "4984      1995.0                  111.0        6.6          1.85   \n",
       "4987      2010.0                  529.0        6.3          2.35   \n",
       "4997      2000.0                   61.0        7.5          2.35   \n",
       "4998      1999.0                  467.0        7.6          1.85   \n",
       "5008      1994.0                  657.0        7.8          1.37   \n",
       "5011      1997.0                  108.0        7.3          1.85   \n",
       "5012      2014.0                  206.0        5.7          1.85   \n",
       "5015      1991.0                    0.0        7.1          1.37   \n",
       "5025      1972.0                  143.0        6.1          1.37   \n",
       "5026      2004.0                  133.0        6.9          2.35   \n",
       "5027      2000.0                    0.0        7.5          1.85   \n",
       "5033      2004.0                   45.0        7.0          1.85   \n",
       "5035      1992.0                   20.0        6.9          1.37   \n",
       "5042      2004.0                   23.0        6.6          1.85   \n",
       "\n",
       "     movie_facebook_likes  \n",
       "0                   33000  \n",
       "1                       0  \n",
       "2                   85000  \n",
       "3                  164000  \n",
       "5                   24000  \n",
       "6                       0  \n",
       "7                   29000  \n",
       "8                  118000  \n",
       "9                   10000  \n",
       "10                 197000  \n",
       "11                      0  \n",
       "12                      0  \n",
       "13                   5000  \n",
       "14                  48000  \n",
       "15                 118000  \n",
       "16                      0  \n",
       "17                 123000  \n",
       "18                  58000  \n",
       "19                  40000  \n",
       "20                  65000  \n",
       "21                  56000  \n",
       "22                  17000  \n",
       "23                  83000  \n",
       "24                      0  \n",
       "25                      0  \n",
       "26                  26000  \n",
       "27                  72000  \n",
       "28                  44000  \n",
       "29                 150000  \n",
       "30                  80000  \n",
       "...                   ...  \n",
       "4930                  132  \n",
       "4931                26000  \n",
       "4933                    0  \n",
       "4936                    0  \n",
       "4941                  667  \n",
       "4955                    0  \n",
       "4956                    0  \n",
       "4959                  471  \n",
       "4962                    0  \n",
       "4964                    0  \n",
       "4971                    0  \n",
       "4973                24000  \n",
       "4975                   30  \n",
       "4977                    0  \n",
       "4978                    0  \n",
       "4979                  812  \n",
       "4984                  265  \n",
       "4987                    0  \n",
       "4997                  451  \n",
       "4998                    0  \n",
       "5008                    0  \n",
       "5011                  489  \n",
       "5012                10000  \n",
       "5015                 2000  \n",
       "5025                    0  \n",
       "5026                  171  \n",
       "5027                  697  \n",
       "5033                19000  \n",
       "5035                    0  \n",
       "5042                  456  \n",
       "\n",
       "[3756 rows x 28 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_no_missing"
   ]
  },
  {
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   "metadata": {
    "collapsed": true
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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