Pandas Foundations.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>color</th>\n",
       "      <th>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>duration</th>\n",
       "      <th>director_facebook_likes</th>\n",
       "      <th>actor_3_facebook_likes</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_1_facebook_likes</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>...</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>country</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>actor_2_facebook_likes</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>aspect_ratio</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>760505847.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>936.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1.78</td>\n",
       "      <td>33000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>302.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>602.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>994.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>85000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Color</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>813.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   color      director_name  num_critic_for_reviews  duration  \\\n",
       "0  Color      James Cameron                   723.0     178.0   \n",
       "1  Color     Gore Verbinski                   302.0     169.0   \n",
       "2  Color         Sam Mendes                   602.0     148.0   \n",
       "3  Color  Christopher Nolan                   813.0     164.0   \n",
       "4    NaN        Doug Walker                     NaN       NaN   \n",
       "\n",
       "   director_facebook_likes  actor_3_facebook_likes      actor_2_name  \\\n",
       "0                      0.0                   855.0  Joel David Moore   \n",
       "1                    563.0                  1000.0     Orlando Bloom   \n",
       "2                      0.0                   161.0      Rory Kinnear   \n",
       "3                  22000.0                 23000.0    Christian Bale   \n",
       "4                    131.0                     NaN        Rob Walker   \n",
       "\n",
       "   actor_1_facebook_likes        gross                           genres  \\\n",
       "0                  1000.0  760505847.0  Action|Adventure|Fantasy|Sci-Fi   \n",
       "1                 40000.0  309404152.0         Action|Adventure|Fantasy   \n",
       "2                 11000.0  200074175.0        Action|Adventure|Thriller   \n",
       "3                 27000.0  448130642.0                  Action|Thriller   \n",
       "4                   131.0          NaN                      Documentary   \n",
       "\n",
       "          ...          num_user_for_reviews language  country  content_rating  \\\n",
       "0         ...                        3054.0  English      USA           PG-13   \n",
       "1         ...                        1238.0  English      USA           PG-13   \n",
       "2         ...                         994.0  English       UK           PG-13   \n",
       "3         ...                        2701.0  English      USA           PG-13   \n",
       "4         ...                           NaN      NaN      NaN             NaN   \n",
       "\n",
       "        budget  title_year actor_2_facebook_likes imdb_score  aspect_ratio  \\\n",
       "0  237000000.0      2009.0                  936.0        7.9          1.78   \n",
       "1  300000000.0      2007.0                 5000.0        7.1          2.35   \n",
       "2  245000000.0      2015.0                  393.0        6.8          2.35   \n",
       "3  250000000.0      2012.0                23000.0        8.5          2.35   \n",
       "4          NaN         NaN                   12.0        7.1           NaN   \n",
       "\n",
       "  movie_facebook_likes  \n",
       "0                33000  \n",
       "1                    0  \n",
       "2                85000  \n",
       "3               164000  \n",
       "4                    0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_csv.html\n",
    "movie = pd.read_csv('data/movie.csv')\n",
    "movie.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=4916, step=1)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://pandas.pydata.org/pandas-docs/stable/indexing.html\n",
    "# http://wesmckinney.com/blog/nycpython-1102012-a-look-inside-pandas-design-and-development/\n",
    "index = movie.index\n",
    "index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.indexes.range.RangeIndex"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([   0,    1,    2, ..., 4913, 4914, 4915])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['color', 'director_name', 'num_critic_for_reviews', 'duration',\n",
       "       'director_facebook_likes', 'actor_3_facebook_likes', 'actor_2_name',\n",
       "       'actor_1_facebook_likes', 'gross', 'genres', 'actor_1_name',\n",
       "       'movie_title', 'num_voted_users', 'cast_total_facebook_likes',\n",
       "       'actor_3_name', 'facenumber_in_poster', 'plot_keywords',\n",
       "       'movie_imdb_link', 'num_user_for_reviews', 'language', 'country',\n",
       "       'content_rating', 'budget', 'title_year', 'actor_2_facebook_likes',\n",
       "       'imdb_score', 'aspect_ratio', 'movie_facebook_likes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns = movie.columns\n",
    "columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.indexes.base.Index"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['color', 'director_name', 'num_critic_for_reviews', 'duration',\n",
       "       'director_facebook_likes', 'actor_3_facebook_likes',\n",
       "       'actor_2_name', 'actor_1_facebook_likes', 'gross', 'genres',\n",
       "       'actor_1_name', 'movie_title', 'num_voted_users',\n",
       "       'cast_total_facebook_likes', 'actor_3_name',\n",
       "       'facenumber_in_poster', 'plot_keywords', 'movie_imdb_link',\n",
       "       'num_user_for_reviews', 'language', 'country', 'content_rating',\n",
       "       'budget', 'title_year', 'actor_2_facebook_likes', 'imdb_score',\n",
       "       'aspect_ratio', 'movie_facebook_likes'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['Color', 'James Cameron', 723.0, ..., 7.9, 1.78, 33000],\n",
       "       ['Color', 'Gore Verbinski', 302.0, ..., 7.1, 2.35, 0],\n",
       "       ['Color', 'Sam Mendes', 602.0, ..., 6.8, 2.35, 85000],\n",
       "       ...,\n",
       "       ['Color', 'Benjamin Roberds', 13.0, ..., 6.3, nan, 16],\n",
       "       ['Color', 'Daniel Hsia', 14.0, ..., 6.3, 2.35, 660],\n",
       "       ['Color', 'Jon Gunn', 43.0, ..., 6.6, 1.85, 456]], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "values = movie.values\n",
    "values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "issubclass(pd.RangeIndex, pd.Index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "color                         object\n",
       "director_name                 object\n",
       "num_critic_for_reviews       float64\n",
       "duration                     float64\n",
       "director_facebook_likes      float64\n",
       "actor_3_facebook_likes       float64\n",
       "actor_2_name                  object\n",
       "actor_1_facebook_likes       float64\n",
       "gross                        float64\n",
       "genres                        object\n",
       "actor_1_name                  object\n",
       "movie_title                   object\n",
       "num_voted_users                int64\n",
       "cast_total_facebook_likes      int64\n",
       "actor_3_name                  object\n",
       "facenumber_in_poster         float64\n",
       "plot_keywords                 object\n",
       "movie_imdb_link               object\n",
       "num_user_for_reviews         float64\n",
       "language                      object\n",
       "country                       object\n",
       "content_rating                object\n",
       "budget                       float64\n",
       "title_year                   float64\n",
       "actor_2_facebook_likes       float64\n",
       "imdb_score                   float64\n",
       "aspect_ratio                 float64\n",
       "movie_facebook_likes           int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "float64    13\n",
       "int64       3\n",
       "object     12\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.get_dtype_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            James Cameron\n",
       "1           Gore Verbinski\n",
       "2               Sam Mendes\n",
       "3        Christopher Nolan\n",
       "4              Doug Walker\n",
       "5           Andrew Stanton\n",
       "6                Sam Raimi\n",
       "7             Nathan Greno\n",
       "8              Joss Whedon\n",
       "9              David Yates\n",
       "10             Zack Snyder\n",
       "11            Bryan Singer\n",
       "12            Marc Forster\n",
       "13          Gore Verbinski\n",
       "14          Gore Verbinski\n",
       "15             Zack Snyder\n",
       "16          Andrew Adamson\n",
       "17             Joss Whedon\n",
       "18            Rob Marshall\n",
       "19        Barry Sonnenfeld\n",
       "20           Peter Jackson\n",
       "21               Marc Webb\n",
       "22            Ridley Scott\n",
       "23           Peter Jackson\n",
       "24             Chris Weitz\n",
       "25           Peter Jackson\n",
       "26           James Cameron\n",
       "27           Anthony Russo\n",
       "28              Peter Berg\n",
       "29         Colin Trevorrow\n",
       "               ...        \n",
       "4886            Eric Eason\n",
       "4887              Uwe Boll\n",
       "4888     Richard Linklater\n",
       "4889       Joseph Mazzella\n",
       "4890          Travis Legge\n",
       "4891         Alex Kendrick\n",
       "4892         Marcus Nispel\n",
       "4893       Brandon Landers\n",
       "4894           Jay Duplass\n",
       "4895            Jim Chuchu\n",
       "4896            Daryl Wein\n",
       "4897           Jason Trost\n",
       "4898           John Waters\n",
       "4899       Olivier Assayas\n",
       "4900          Jafar Panahi\n",
       "4901         Ivan Kavanagh\n",
       "4902      Kiyoshi Kurosawa\n",
       "4903          Tadeo Garcia\n",
       "4904    Thomas L. Phillips\n",
       "4905       Ash Baron-Cohen\n",
       "4906         Shane Carruth\n",
       "4907      Neill Dela Llana\n",
       "4908      Robert Rodriguez\n",
       "4909       Anthony Vallone\n",
       "4910          Edward Burns\n",
       "4911           Scott Smith\n",
       "4912                   NaN\n",
       "4913      Benjamin Roberds\n",
       "4914           Daniel Hsia\n",
       "4915              Jon Gunn\n",
       "Name: director_name, Length: 4916, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie['director_name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            James Cameron\n",
       "1           Gore Verbinski\n",
       "2               Sam Mendes\n",
       "3        Christopher Nolan\n",
       "4              Doug Walker\n",
       "5           Andrew Stanton\n",
       "6                Sam Raimi\n",
       "7             Nathan Greno\n",
       "8              Joss Whedon\n",
       "9              David Yates\n",
       "10             Zack Snyder\n",
       "11            Bryan Singer\n",
       "12            Marc Forster\n",
       "13          Gore Verbinski\n",
       "14          Gore Verbinski\n",
       "15             Zack Snyder\n",
       "16          Andrew Adamson\n",
       "17             Joss Whedon\n",
       "18            Rob Marshall\n",
       "19        Barry Sonnenfeld\n",
       "20           Peter Jackson\n",
       "21               Marc Webb\n",
       "22            Ridley Scott\n",
       "23           Peter Jackson\n",
       "24             Chris Weitz\n",
       "25           Peter Jackson\n",
       "26           James Cameron\n",
       "27           Anthony Russo\n",
       "28              Peter Berg\n",
       "29         Colin Trevorrow\n",
       "               ...        \n",
       "4886            Eric Eason\n",
       "4887              Uwe Boll\n",
       "4888     Richard Linklater\n",
       "4889       Joseph Mazzella\n",
       "4890          Travis Legge\n",
       "4891         Alex Kendrick\n",
       "4892         Marcus Nispel\n",
       "4893       Brandon Landers\n",
       "4894           Jay Duplass\n",
       "4895            Jim Chuchu\n",
       "4896            Daryl Wein\n",
       "4897           Jason Trost\n",
       "4898           John Waters\n",
       "4899       Olivier Assayas\n",
       "4900          Jafar Panahi\n",
       "4901         Ivan Kavanagh\n",
       "4902      Kiyoshi Kurosawa\n",
       "4903          Tadeo Garcia\n",
       "4904    Thomas L. Phillips\n",
       "4905       Ash Baron-Cohen\n",
       "4906         Shane Carruth\n",
       "4907      Neill Dela Llana\n",
       "4908      Robert Rodriguez\n",
       "4909       Anthony Vallone\n",
       "4910          Edward Burns\n",
       "4911           Scott Smith\n",
       "4912                   NaN\n",
       "4913      Benjamin Roberds\n",
       "4914           Daniel Hsia\n",
       "4915              Jon Gunn\n",
       "Name: director_name, Length: 4916, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.director_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(movie['director_name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "director = movie.director_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>director_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>James Cameron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sam Mendes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Christopher Nolan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Doug Walker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Andrew Stanton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sam Raimi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Nathan Greno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Joss Whedon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>David Yates</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Zack Snyder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bryan Singer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Marc Forster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Zack Snyder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Andrew Adamson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Joss Whedon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Rob Marshall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Peter Jackson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Marc Webb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Ridley Scott</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Peter Jackson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chris Weitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Peter Jackson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>James Cameron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Anthony Russo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Peter Berg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Colin Trevorrow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4886</th>\n",
       "      <td>Eric Eason</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4887</th>\n",
       "      <td>Uwe Boll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4888</th>\n",
       "      <td>Richard Linklater</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4889</th>\n",
       "      <td>Joseph Mazzella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4890</th>\n",
       "      <td>Travis Legge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4891</th>\n",
       "      <td>Alex Kendrick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4892</th>\n",
       "      <td>Marcus Nispel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4893</th>\n",
       "      <td>Brandon Landers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4894</th>\n",
       "      <td>Jay Duplass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4895</th>\n",
       "      <td>Jim Chuchu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4896</th>\n",
       "      <td>Daryl Wein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4897</th>\n",
       "      <td>Jason Trost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4898</th>\n",
       "      <td>John Waters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4899</th>\n",
       "      <td>Olivier Assayas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4900</th>\n",
       "      <td>Jafar Panahi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4901</th>\n",
       "      <td>Ivan Kavanagh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4902</th>\n",
       "      <td>Kiyoshi Kurosawa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4903</th>\n",
       "      <td>Tadeo Garcia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4904</th>\n",
       "      <td>Thomas L. Phillips</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4905</th>\n",
       "      <td>Ash Baron-Cohen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4906</th>\n",
       "      <td>Shane Carruth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4907</th>\n",
       "      <td>Neill Dela Llana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4908</th>\n",
       "      <td>Robert Rodriguez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4909</th>\n",
       "      <td>Anthony Vallone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4910</th>\n",
       "      <td>Edward Burns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4911</th>\n",
       "      <td>Scott Smith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4912</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4913</th>\n",
       "      <td>Benjamin Roberds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4914</th>\n",
       "      <td>Daniel Hsia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4915</th>\n",
       "      <td>Jon Gunn</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4916 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           director_name\n",
       "0          James Cameron\n",
       "1         Gore Verbinski\n",
       "2             Sam Mendes\n",
       "3      Christopher Nolan\n",
       "4            Doug Walker\n",
       "5         Andrew Stanton\n",
       "6              Sam Raimi\n",
       "7           Nathan Greno\n",
       "8            Joss Whedon\n",
       "9            David Yates\n",
       "10           Zack Snyder\n",
       "11          Bryan Singer\n",
       "12          Marc Forster\n",
       "13        Gore Verbinski\n",
       "14        Gore Verbinski\n",
       "15           Zack Snyder\n",
       "16        Andrew Adamson\n",
       "17           Joss Whedon\n",
       "18          Rob Marshall\n",
       "19      Barry Sonnenfeld\n",
       "20         Peter Jackson\n",
       "21             Marc Webb\n",
       "22          Ridley Scott\n",
       "23         Peter Jackson\n",
       "24           Chris Weitz\n",
       "25         Peter Jackson\n",
       "26         James Cameron\n",
       "27         Anthony Russo\n",
       "28            Peter Berg\n",
       "29       Colin Trevorrow\n",
       "...                  ...\n",
       "4886          Eric Eason\n",
       "4887            Uwe Boll\n",
       "4888   Richard Linklater\n",
       "4889     Joseph Mazzella\n",
       "4890        Travis Legge\n",
       "4891       Alex Kendrick\n",
       "4892       Marcus Nispel\n",
       "4893     Brandon Landers\n",
       "4894         Jay Duplass\n",
       "4895          Jim Chuchu\n",
       "4896          Daryl Wein\n",
       "4897         Jason Trost\n",
       "4898         John Waters\n",
       "4899     Olivier Assayas\n",
       "4900        Jafar Panahi\n",
       "4901       Ivan Kavanagh\n",
       "4902    Kiyoshi Kurosawa\n",
       "4903        Tadeo Garcia\n",
       "4904  Thomas L. Phillips\n",
       "4905     Ash Baron-Cohen\n",
       "4906       Shane Carruth\n",
       "4907    Neill Dela Llana\n",
       "4908    Robert Rodriguez\n",
       "4909     Anthony Vallone\n",
       "4910        Edward Burns\n",
       "4911         Scott Smith\n",
       "4912                 NaN\n",
       "4913    Benjamin Roberds\n",
       "4914         Daniel Hsia\n",
       "4915            Jon Gunn\n",
       "\n",
       "[4916 rows x 1 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director.to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "464"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s_attr_methods = set(dir(pd.Series))\n",
    "len(s_attr_methods)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "460"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_attr_methods = set(dir(pd.DataFrame))\n",
    "len(df_attr_methods)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "399"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(s_attr_methods & df_attr_methods)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "director = movie['director_name']\n",
    "actor_1_fb_likes = movie['actor_1_facebook_likes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        James Cameron\n",
       "1       Gore Verbinski\n",
       "2           Sam Mendes\n",
       "3    Christopher Nolan\n",
       "4          Doug Walker\n",
       "Name: director_name, dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     1000.0\n",
       "1    40000.0\n",
       "2    11000.0\n",
       "3    27000.0\n",
       "4      131.0\n",
       "Name: actor_1_facebook_likes, dtype: float64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Steven Spielberg     26\n",
       "Woody Allen          22\n",
       "Martin Scorsese      20\n",
       "Clint Eastwood       20\n",
       "Ridley Scott         16\n",
       "Spike Lee            16\n",
       "Steven Soderbergh    15\n",
       "Renny Harlin         15\n",
       "Tim Burton           14\n",
       "Oliver Stone         14\n",
       "Name: director_name, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director.value_counts().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Steven Spielberg         0.005401\n",
       "Woody Allen              0.004570\n",
       "Martin Scorsese          0.004155\n",
       "Clint Eastwood           0.004155\n",
       "Ridley Scott             0.003324\n",
       "Spike Lee                0.003324\n",
       "Steven Soderbergh        0.003116\n",
       "Renny Harlin             0.003116\n",
       "Tim Burton               0.002908\n",
       "Oliver Stone             0.002908\n",
       "Ron Howard               0.002700\n",
       "Barry Levinson           0.002700\n",
       "Joel Schumacher          0.002700\n",
       "Robert Rodriguez         0.002700\n",
       "Robert Zemeckis          0.002700\n",
       "Tony Scott               0.002493\n",
       "Kevin Smith              0.002493\n",
       "Michael Bay              0.002493\n",
       "Brian De Palma           0.002493\n",
       "Rob Reiner               0.002285\n",
       "Sam Raimi                0.002285\n",
       "Chris Columbus           0.002285\n",
       "Shawn Levy               0.002285\n",
       "Richard Linklater        0.002285\n",
       "Richard Donner           0.002285\n",
       "Francis Ford Coppola     0.002285\n",
       "John McTiernan           0.002077\n",
       "Stephen Frears           0.002077\n",
       "John Carpenter           0.002077\n",
       "David Fincher            0.002077\n",
       "                           ...   \n",
       "Dan Scanlon              0.000208\n",
       "Juraj Jakubisko          0.000208\n",
       "Marcus Nispel            0.000208\n",
       "Emile Ardolino           0.000208\n",
       "Cal Brunker              0.000208\n",
       "Marc Levin               0.000208\n",
       "Justin Dillon            0.000208\n",
       "Joey Lauren Adams        0.000208\n",
       "Robert Townsend          0.000208\n",
       "Ian Sharp                0.000208\n",
       "Mark Mylod               0.000208\n",
       "Shinji Aramaki           0.000208\n",
       "Jon Stewart              0.000208\n",
       "D. Stevens               0.000208\n",
       "Henry Hathaway           0.000208\n",
       "Vincent Paronnaud        0.000208\n",
       "Phil Traill              0.000208\n",
       "Tung-Shing Yee           0.000208\n",
       "Jerome Elston Scott      0.000208\n",
       "Paul Fox                 0.000208\n",
       "Barry Cook               0.000208\n",
       "Cathy Malkasian          0.000208\n",
       "Anna Boden               0.000208\n",
       "Kevin Tenney             0.000208\n",
       "Marcio Garcia            0.000208\n",
       "Robert Marcarelli        0.000208\n",
       "Justin Zackham           0.000208\n",
       "David LaChapelle         0.000208\n",
       "Anurag Basu              0.000208\n",
       "Cedric Nicolas-Troyan    0.000208\n",
       "Name: director_name, Length: 2397, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director.value_counts(normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000.0     436\n",
       "11000.0    206\n",
       "2000.0     189\n",
       "3000.0     150\n",
       "12000.0    131\n",
       "13000.0    123\n",
       "14000.0    120\n",
       "10000.0    109\n",
       "18000.0    106\n",
       "22000.0     80\n",
       "15000.0     71\n",
       "23000.0     55\n",
       "16000.0     55\n",
       "4000.0      54\n",
       "8000.0      51\n",
       "17000.0     45\n",
       "26000.0     39\n",
       "20000.0     38\n",
       "40000.0     36\n",
       "21000.0     34\n",
       "19000.0     31\n",
       "5000.0      30\n",
       "24000.0     29\n",
       "49000.0     27\n",
       "0.0         26\n",
       "29000.0     20\n",
       "6000.0      20\n",
       "33000.0     18\n",
       "826.0       17\n",
       "34000.0     16\n",
       "          ... \n",
       "458.0        1\n",
       "77000.0      1\n",
       "763.0        1\n",
       "961.0        1\n",
       "701.0        1\n",
       "123.0        1\n",
       "575.0        1\n",
       "481.0        1\n",
       "107.0        1\n",
       "279.0        1\n",
       "188.0        1\n",
       "619.0        1\n",
       "652.0        1\n",
       "237.0        1\n",
       "764.0        1\n",
       "335.0        1\n",
       "494.0        1\n",
       "732.0        1\n",
       "712.0        1\n",
       "91.0         1\n",
       "437.0        1\n",
       "406.0        1\n",
       "762.0        1\n",
       "432.0        1\n",
       "644.0        1\n",
       "362.0        1\n",
       "216.0        1\n",
       "859.0        1\n",
       "225.0        1\n",
       "334.0        1\n",
       "Name: actor_1_facebook_likes, Length: 877, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4916"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4916,)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4814"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Returns the number of non-missing values\n",
    "director.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4909"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6494.488490527602"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "982.0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "640000.0"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15106.986883848185"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31881444.0"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      4909.000000\n",
       "mean       6494.488491\n",
       "std       15106.986884\n",
       "min           0.000000\n",
       "25%         607.000000\n",
       "50%         982.000000\n",
       "75%       11000.000000\n",
       "max      640000.000000\n",
       "Name: actor_1_facebook_likes, dtype: float64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count                 4814\n",
       "unique                2397\n",
       "top       Steven Spielberg\n",
       "freq                    26\n",
       "Name: director_name, dtype: object"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "510.0"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.quantile(.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1      240.0\n",
       "0.2      510.0\n",
       "0.3      694.0\n",
       "0.4      854.0\n",
       "0.5      982.0\n",
       "0.6     1000.0\n",
       "0.7     8000.0\n",
       "0.8    13000.0\n",
       "0.9    18000.0\n",
       "Name: actor_1_facebook_likes, dtype: float64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.quantile([.1, .2, .3, .4, .5, .6, .7, .8, .9])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "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",
       "4886    False\n",
       "4887    False\n",
       "4888    False\n",
       "4889    False\n",
       "4890    False\n",
       "4891    False\n",
       "4892    False\n",
       "4893    False\n",
       "4894    False\n",
       "4895    False\n",
       "4896    False\n",
       "4897    False\n",
       "4898    False\n",
       "4899    False\n",
       "4900    False\n",
       "4901    False\n",
       "4902    False\n",
       "4903    False\n",
       "4904    False\n",
       "4905    False\n",
       "4906    False\n",
       "4907    False\n",
       "4908    False\n",
       "4909    False\n",
       "4910    False\n",
       "4911    False\n",
       "4912     True\n",
       "4913    False\n",
       "4914    False\n",
       "4915    False\n",
       "Name: director_name, Length: 4916, dtype: bool"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director.isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4916"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes_filled = actor_1_fb_likes.fillna(0)\n",
    "actor_1_fb_likes_filled.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4909"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes_dropped = actor_1_fb_likes.dropna()\n",
    "actor_1_fb_likes_dropped.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director.hasnans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        True\n",
       "1        True\n",
       "2        True\n",
       "3        True\n",
       "4        True\n",
       "5        True\n",
       "6        True\n",
       "7        True\n",
       "8        True\n",
       "9        True\n",
       "10       True\n",
       "11       True\n",
       "12       True\n",
       "13       True\n",
       "14       True\n",
       "15       True\n",
       "16       True\n",
       "17       True\n",
       "18       True\n",
       "19       True\n",
       "20       True\n",
       "21       True\n",
       "22       True\n",
       "23       True\n",
       "24       True\n",
       "25       True\n",
       "26       True\n",
       "27       True\n",
       "28       True\n",
       "29       True\n",
       "        ...  \n",
       "4886     True\n",
       "4887     True\n",
       "4888     True\n",
       "4889     True\n",
       "4890     True\n",
       "4891     True\n",
       "4892     True\n",
       "4893     True\n",
       "4894     True\n",
       "4895     True\n",
       "4896     True\n",
       "4897     True\n",
       "4898     True\n",
       "4899     True\n",
       "4900     True\n",
       "4901     True\n",
       "4902     True\n",
       "4903     True\n",
       "4904     True\n",
       "4905     True\n",
       "4906     True\n",
       "4907     True\n",
       "4908     True\n",
       "4909     True\n",
       "4910     True\n",
       "4911     True\n",
       "4912    False\n",
       "4913     True\n",
       "4914     True\n",
       "4915     True\n",
       "Name: director_name, Length: 4916, dtype: bool"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director.notnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     7.9\n",
       "1     7.1\n",
       "2     6.8\n",
       "3     8.5\n",
       "4     7.1\n",
       "5     6.6\n",
       "6     6.2\n",
       "7     7.8\n",
       "8     7.5\n",
       "9     7.5\n",
       "10    6.9\n",
       "11    6.1\n",
       "12    6.7\n",
       "13    7.3\n",
       "14    6.5\n",
       "15    7.2\n",
       "16    6.6\n",
       "17    8.1\n",
       "18    6.7\n",
       "19    6.8\n",
       "Name: imdb_score, dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imdb_score = movie['imdb_score']\n",
    "imdb_score.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     8.9\n",
       "1     8.1\n",
       "2     7.8\n",
       "3     9.5\n",
       "4     8.1\n",
       "5     7.6\n",
       "6     7.2\n",
       "7     8.8\n",
       "8     8.5\n",
       "9     8.5\n",
       "10    7.9\n",
       "11    7.1\n",
       "12    7.7\n",
       "13    8.3\n",
       "14    7.5\n",
       "15    8.2\n",
       "16    7.6\n",
       "17    9.1\n",
       "18    7.7\n",
       "19    7.8\n",
       "Name: imdb_score, dtype: float64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_imdb_score = imdb_score + 1  # or imdb_score.add(1)\n",
    "new_imdb_score.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     19.75\n",
       "1     17.75\n",
       "2     17.00\n",
       "3     21.25\n",
       "4     17.75\n",
       "5     16.50\n",
       "6     15.50\n",
       "7     19.50\n",
       "8     18.75\n",
       "9     18.75\n",
       "10    17.25\n",
       "11    15.25\n",
       "12    16.75\n",
       "13    18.25\n",
       "14    16.25\n",
       "15    18.00\n",
       "16    16.50\n",
       "17    20.25\n",
       "18    16.75\n",
       "19    17.00\n",
       "Name: imdb_score, dtype: float64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(imdb_score * 2.5).head(20) # or imdb_score.mul(2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     1.0\n",
       "1     1.0\n",
       "2     0.0\n",
       "3     1.0\n",
       "4     1.0\n",
       "5     0.0\n",
       "6     0.0\n",
       "7     1.0\n",
       "8     1.0\n",
       "9     1.0\n",
       "10    0.0\n",
       "11    0.0\n",
       "12    0.0\n",
       "13    1.0\n",
       "14    0.0\n",
       "15    1.0\n",
       "16    0.0\n",
       "17    1.0\n",
       "18    0.0\n",
       "19    0.0\n",
       "Name: imdb_score, dtype: float64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(imdb_score // 7).head(20)  # or imdb_score.floordiv(7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      True\n",
       "1      True\n",
       "2     False\n",
       "3      True\n",
       "4      True\n",
       "5     False\n",
       "6     False\n",
       "7      True\n",
       "8      True\n",
       "9      True\n",
       "10    False\n",
       "11    False\n",
       "12    False\n",
       "13     True\n",
       "14    False\n",
       "15     True\n",
       "16    False\n",
       "17     True\n",
       "18    False\n",
       "19    False\n",
       "Name: imdb_score, dtype: bool"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(imdb_score > 7).head(20) # or imdb_score.gt(7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      True\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",
       "Name: director_name, dtype: bool"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director = movie['director_name']\n",
    "(director == 'James Cameron').head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Steven Spielberg    26\n",
       "Woody Allen         22\n",
       "Martin Scorsese     20\n",
       "Name: director_name, dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director.value_counts().head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     1000\n",
       "1    40000\n",
       "2    11000\n",
       "3    27000\n",
       "4      131\n",
       "Name: actor_1_facebook_likes, dtype: int64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.fillna(0)\\\n",
    "                .astype(int)\\\n",
    "                .head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0014239218877135883"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_1_fb_likes.isnull().mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     1000\n",
       "1    40000\n",
       "2    11000\n",
       "3    27000\n",
       "4      131\n",
       "Name: actor_1_facebook_likes, dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(actor_1_fb_likes.fillna(0)\n",
    "                 .astype(int)\n",
    "                 .head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "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",
       "    <tr>\n",
       "      <th>movie_title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Avatar</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>Pirates of the Caribbean: At World's End</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>Spectre</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>The Dark Knight Rises</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>Star Wars: Episode VII - The Force Awakens</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>John Carter</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>Spider-Man 3</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>Tangled</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>Avengers: Age of Ultron</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>Harry Potter and the Half-Blood Prince</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>Batman v Superman: Dawn of Justice</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>Superman Returns</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>Quantum of Solace</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>Pirates of the Caribbean: Dead Man's Chest</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>The Lone Ranger</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>Man of Steel</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>The Chronicles of Narnia: Prince Caspian</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>The Avengers</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>Pirates of the Caribbean: On Stranger Tides</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>Men in Black 3</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>The Hobbit: The Battle of the Five Armies</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>The Amazing Spider-Man</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>Robin Hood</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>The Hobbit: The Desolation of Smaug</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>The Golden Compass</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>King Kong</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>Titanic</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>Captain America: Civil War</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>Battleship</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>Jurassic World</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>Manito</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>Rampage</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>Slacker</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>Dutch Kills</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>Dry Spell</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>Flywheel</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>Exeter</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>The Ridges</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>The Puffy Chair</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>Stories of Our Lives</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>Breaking Upwards</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>All Superheroes Must Die</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>Pink Flamingos</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>Clean</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>The Circle</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>Tin Can Man</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>The Cure</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>On the Downlow</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>Sanctuary; Quite a Conundrum</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>Bang</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>Primer</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>Cavite</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>El Mariachi</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>The Mongol King</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>Newlyweds</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>Signed Sealed Delivered</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>The Following</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>A Plague So Pleasant</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>Shanghai Calling</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>My Date with Drew</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>4916 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       color  \\\n",
       "movie_title                                                    \n",
       "Avatar                                                 Color   \n",
       "Pirates of the Caribbean: At World's End               Color   \n",
       "Spectre                                                Color   \n",
       "The Dark Knight Rises                                  Color   \n",
       "Star Wars: Episode VII - The Force Awakens               NaN   \n",
       "John Carter                                            Color   \n",
       "Spider-Man 3                                           Color   \n",
       "Tangled                                                Color   \n",
       "Avengers: Age of Ultron                                Color   \n",
       "Harry Potter and the Half-Blood Prince                 Color   \n",
       "Batman v Superman: Dawn of Justice                     Color   \n",
       "Superman Returns                                       Color   \n",
       "Quantum of Solace                                      Color   \n",
       "Pirates of the Caribbean: Dead Man's Chest             Color   \n",
       "The Lone Ranger                                        Color   \n",
       "Man of Steel                                           Color   \n",
       "The Chronicles of Narnia: Prince Caspian               Color   \n",
       "The Avengers                                           Color   \n",
       "Pirates of the Caribbean: On Stranger Tides            Color   \n",
       "Men in Black 3                                         Color   \n",
       "The Hobbit: The Battle of the Five Armies              Color   \n",
       "The Amazing Spider-Man                                 Color   \n",
       "Robin Hood                                             Color   \n",
       "The Hobbit: The Desolation of Smaug                    Color   \n",
       "The Golden Compass                                     Color   \n",
       "King Kong                                              Color   \n",
       "Titanic                                                Color   \n",
       "Captain America: Civil War                             Color   \n",
       "Battleship                                             Color   \n",
       "Jurassic World                                         Color   \n",
       "...                                                      ...   \n",
       "Manito                                                 Color   \n",
       "Rampage                                                Color   \n",
       "Slacker                                      Black and White   \n",
       "Dutch Kills                                            Color   \n",
       "Dry Spell                                              Color   \n",
       "Flywheel                                               Color   \n",
       "Exeter                                                 Color   \n",
       "The Ridges                                               NaN   \n",
       "The Puffy Chair                                        Color   \n",
       "Stories of Our Lives                         Black and White   \n",
       "Breaking Upwards                                       Color   \n",
       "All Superheroes Must Die                               Color   \n",
       "Pink Flamingos                                         Color   \n",
       "Clean                                                  Color   \n",
       "The Circle                                             Color   \n",
       "Tin Can Man                                  Black and White   \n",
       "The Cure                                               Color   \n",
       "On the Downlow                                         Color   \n",
       "Sanctuary; Quite a Conundrum                           Color   \n",
       "Bang                                                   Color   \n",
       "Primer                                                 Color   \n",
       "Cavite                                                 Color   \n",
       "El Mariachi                                            Color   \n",
       "The Mongol King                                        Color   \n",
       "Newlyweds                                              Color   \n",
       "Signed Sealed Delivered                                Color   \n",
       "The Following                                          Color   \n",
       "A Plague So Pleasant                                   Color   \n",
       "Shanghai Calling                                       Color   \n",
       "My Date with Drew                                      Color   \n",
       "\n",
       "                                                  director_name  \\\n",
       "movie_title                                                       \n",
       "Avatar                                            James Cameron   \n",
       "Pirates of the Caribbean: At World's End         Gore Verbinski   \n",
       "Spectre                                              Sam Mendes   \n",
       "The Dark Knight Rises                         Christopher Nolan   \n",
       "Star Wars: Episode VII - The Force Awakens          Doug Walker   \n",
       "John Carter                                      Andrew Stanton   \n",
       "Spider-Man 3                                          Sam Raimi   \n",
       "Tangled                                            Nathan Greno   \n",
       "Avengers: Age of Ultron                             Joss Whedon   \n",
       "Harry Potter and the Half-Blood Prince              David Yates   \n",
       "Batman v Superman: Dawn of Justice                  Zack Snyder   \n",
       "Superman Returns                                   Bryan Singer   \n",
       "Quantum of Solace                                  Marc Forster   \n",
       "Pirates of the Caribbean: Dead Man's Chest       Gore Verbinski   \n",
       "The Lone Ranger                                  Gore Verbinski   \n",
       "Man of Steel                                        Zack Snyder   \n",
       "The Chronicles of Narnia: Prince Caspian         Andrew Adamson   \n",
       "The Avengers                                        Joss Whedon   \n",
       "Pirates of the Caribbean: On Stranger Tides        Rob Marshall   \n",
       "Men in Black 3                                 Barry Sonnenfeld   \n",
       "The Hobbit: The Battle of the Five Armies         Peter Jackson   \n",
       "The Amazing Spider-Man                                Marc Webb   \n",
       "Robin Hood                                         Ridley Scott   \n",
       "The Hobbit: The Desolation of Smaug               Peter Jackson   \n",
       "The Golden Compass                                  Chris Weitz   \n",
       "King Kong                                         Peter Jackson   \n",
       "Titanic                                           James Cameron   \n",
       "Captain America: Civil War                        Anthony Russo   \n",
       "Battleship                                           Peter Berg   \n",
       "Jurassic World                                  Colin Trevorrow   \n",
       "...                                                         ...   \n",
       "Manito                                               Eric Eason   \n",
       "Rampage                                                Uwe Boll   \n",
       "Slacker                                       Richard Linklater   \n",
       "Dutch Kills                                     Joseph Mazzella   \n",
       "Dry Spell                                          Travis Legge   \n",
       "Flywheel                                          Alex Kendrick   \n",
       "Exeter                                            Marcus Nispel   \n",
       "The Ridges                                      Brandon Landers   \n",
       "The Puffy Chair                                     Jay Duplass   \n",
       "Stories of Our Lives                                 Jim Chuchu   \n",
       "Breaking Upwards                                     Daryl Wein   \n",
       "All Superheroes Must Die                            Jason Trost   \n",
       "Pink Flamingos                                      John Waters   \n",
       "Clean                                           Olivier Assayas   \n",
       "The Circle                                         Jafar Panahi   \n",
       "Tin Can Man                                       Ivan Kavanagh   \n",
       "The Cure                                       Kiyoshi Kurosawa   \n",
       "On the Downlow                                     Tadeo Garcia   \n",
       "Sanctuary; Quite a Conundrum                 Thomas L. Phillips   \n",
       "Bang                                            Ash Baron-Cohen   \n",
       "Primer                                            Shane Carruth   \n",
       "Cavite                                         Neill Dela Llana   \n",
       "El Mariachi                                    Robert Rodriguez   \n",
       "The Mongol King                                 Anthony Vallone   \n",
       "Newlyweds                                          Edward Burns   \n",
       "Signed Sealed Delivered                             Scott Smith   \n",
       "The Following                                               NaN   \n",
       "A Plague So Pleasant                           Benjamin Roberds   \n",
       "Shanghai Calling                                    Daniel Hsia   \n",
       "My Date with Drew                                      Jon Gunn   \n",
       "\n",
       "                                             num_critic_for_reviews  duration  \\\n",
       "movie_title                                                                     \n",
       "Avatar                                                        723.0     178.0   \n",
       "Pirates of the Caribbean: At World's End                      302.0     169.0   \n",
       "Spectre                                                       602.0     148.0   \n",
       "The Dark Knight Rises                                         813.0     164.0   \n",
       "Star Wars: Episode VII - The Force Awakens                      NaN       NaN   \n",
       "John Carter                                                   462.0     132.0   \n",
       "Spider-Man 3                                                  392.0     156.0   \n",
       "Tangled                                                       324.0     100.0   \n",
       "Avengers: Age of Ultron                                       635.0     141.0   \n",
       "Harry Potter and the Half-Blood Prince                        375.0     153.0   \n",
       "Batman v Superman: Dawn of Justice                            673.0     183.0   \n",
       "Superman Returns                                              434.0     169.0   \n",
       "Quantum of Solace                                             403.0     106.0   \n",
       "Pirates of the Caribbean: Dead Man's Chest                    313.0     151.0   \n",
       "The Lone Ranger                                               450.0     150.0   \n",
       "Man of Steel                                                  733.0     143.0   \n",
       "The Chronicles of Narnia: Prince Caspian                      258.0     150.0   \n",
       "The Avengers                                                  703.0     173.0   \n",
       "Pirates of the Caribbean: On Stranger Tides                   448.0     136.0   \n",
       "Men in Black 3                                                451.0     106.0   \n",
       "The Hobbit: The Battle of the Five Armies                     422.0     164.0   \n",
       "The Amazing Spider-Man                                        599.0     153.0   \n",
       "Robin Hood                                                    343.0     156.0   \n",
       "The Hobbit: The Desolation of Smaug                           509.0     186.0   \n",
       "The Golden Compass                                            251.0     113.0   \n",
       "King Kong                                                     446.0     201.0   \n",
       "Titanic                                                       315.0     194.0   \n",
       "Captain America: Civil War                                    516.0     147.0   \n",
       "Battleship                                                    377.0     131.0   \n",
       "Jurassic World                                                644.0     124.0   \n",
       "...                                                             ...       ...   \n",
       "Manito                                                         28.0      79.0   \n",
       "Rampage                                                        58.0      80.0   \n",
       "Slacker                                                        61.0     100.0   \n",
       "Dutch Kills                                                     NaN      90.0   \n",
       "Dry Spell                                                       1.0      90.0   \n",
       "Flywheel                                                        5.0     120.0   \n",
       "Exeter                                                         43.0      91.0   \n",
       "The Ridges                                                      NaN     143.0   \n",
       "The Puffy Chair                                                51.0      85.0   \n",
       "Stories of Our Lives                                            6.0      60.0   \n",
       "Breaking Upwards                                               22.0      88.0   \n",
       "All Superheroes Must Die                                       42.0      78.0   \n",
       "Pink Flamingos                                                 73.0     108.0   \n",
       "Clean                                                          81.0     110.0   \n",
       "The Circle                                                     64.0      90.0   \n",
       "Tin Can Man                                                    12.0      83.0   \n",
       "The Cure                                                       78.0     111.0   \n",
       "On the Downlow                                                  NaN      84.0   \n",
       "Sanctuary; Quite a Conundrum                                   13.0      82.0   \n",
       "Bang                                                           10.0      98.0   \n",
       "Primer                                                        143.0      77.0   \n",
       "Cavite                                                         35.0      80.0   \n",
       "El Mariachi                                                    56.0      81.0   \n",
       "The Mongol King                                                 NaN      84.0   \n",
       "Newlyweds                                                      14.0      95.0   \n",
       "Signed Sealed Delivered                                         1.0      87.0   \n",
       "The Following                                                  43.0      43.0   \n",
       "A Plague So Pleasant                                           13.0      76.0   \n",
       "Shanghai Calling                                               14.0     100.0   \n",
       "My Date with Drew                                              43.0      90.0   \n",
       "\n",
       "                                             director_facebook_likes  \\\n",
       "movie_title                                                            \n",
       "Avatar                                                           0.0   \n",
       "Pirates of the Caribbean: At World's End                       563.0   \n",
       "Spectre                                                          0.0   \n",
       "The Dark Knight Rises                                        22000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                     131.0   \n",
       "John Carter                                                    475.0   \n",
       "Spider-Man 3                                                     0.0   \n",
       "Tangled                                                         15.0   \n",
       "Avengers: Age of Ultron                                          0.0   \n",
       "Harry Potter and the Half-Blood Prince                         282.0   \n",
       "Batman v Superman: Dawn of Justice                               0.0   \n",
       "Superman Returns                                                 0.0   \n",
       "Quantum of Solace                                              395.0   \n",
       "Pirates of the Caribbean: Dead Man's Chest                     563.0   \n",
       "The Lone Ranger                                                563.0   \n",
       "Man of Steel                                                     0.0   \n",
       "The Chronicles of Narnia: Prince Caspian                        80.0   \n",
       "The Avengers                                                     0.0   \n",
       "Pirates of the Caribbean: On Stranger Tides                    252.0   \n",
       "Men in Black 3                                                 188.0   \n",
       "The Hobbit: The Battle of the Five Armies                        0.0   \n",
       "The Amazing Spider-Man                                         464.0   \n",
       "Robin Hood                                                       0.0   \n",
       "The Hobbit: The Desolation of Smaug                              0.0   \n",
       "The Golden Compass                                             129.0   \n",
       "King Kong                                                        0.0   \n",
       "Titanic                                                          0.0   \n",
       "Captain America: Civil War                                      94.0   \n",
       "Battleship                                                     532.0   \n",
       "Jurassic World                                                 365.0   \n",
       "...                                                              ...   \n",
       "Manito                                                           3.0   \n",
       "Rampage                                                        892.0   \n",
       "Slacker                                                          0.0   \n",
       "Dutch Kills                                                      0.0   \n",
       "Dry Spell                                                      138.0   \n",
       "Flywheel                                                       589.0   \n",
       "Exeter                                                         158.0   \n",
       "The Ridges                                                       8.0   \n",
       "The Puffy Chair                                                157.0   \n",
       "Stories of Our Lives                                             0.0   \n",
       "Breaking Upwards                                                38.0   \n",
       "All Superheroes Must Die                                        91.0   \n",
       "Pink Flamingos                                                   0.0   \n",
       "Clean                                                          107.0   \n",
       "The Circle                                                     397.0   \n",
       "Tin Can Man                                                     18.0   \n",
       "The Cure                                                        62.0   \n",
       "On the Downlow                                                   5.0   \n",
       "Sanctuary; Quite a Conundrum                                   120.0   \n",
       "Bang                                                             3.0   \n",
       "Primer                                                         291.0   \n",
       "Cavite                                                           0.0   \n",
       "El Mariachi                                                      0.0   \n",
       "The Mongol King                                                  2.0   \n",
       "Newlyweds                                                        0.0   \n",
       "Signed Sealed Delivered                                          2.0   \n",
       "The Following                                                    NaN   \n",
       "A Plague So Pleasant                                             0.0   \n",
       "Shanghai Calling                                                 0.0   \n",
       "My Date with Drew                                               16.0   \n",
       "\n",
       "                                             actor_3_facebook_likes  \\\n",
       "movie_title                                                           \n",
       "Avatar                                                        855.0   \n",
       "Pirates of the Caribbean: At World's End                     1000.0   \n",
       "Spectre                                                       161.0   \n",
       "The Dark Knight Rises                                       23000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                      NaN   \n",
       "John Carter                                                   530.0   \n",
       "Spider-Man 3                                                 4000.0   \n",
       "Tangled                                                       284.0   \n",
       "Avengers: Age of Ultron                                     19000.0   \n",
       "Harry Potter and the Half-Blood Prince                      10000.0   \n",
       "Batman v Superman: Dawn of Justice                           2000.0   \n",
       "Superman Returns                                              903.0   \n",
       "Quantum of Solace                                             393.0   \n",
       "Pirates of the Caribbean: Dead Man's Chest                   1000.0   \n",
       "The Lone Ranger                                              1000.0   \n",
       "Man of Steel                                                  748.0   \n",
       "The Chronicles of Narnia: Prince Caspian                      201.0   \n",
       "The Avengers                                                19000.0   \n",
       "Pirates of the Caribbean: On Stranger Tides                  1000.0   \n",
       "Men in Black 3                                                718.0   \n",
       "The Hobbit: The Battle of the Five Armies                     773.0   \n",
       "The Amazing Spider-Man                                        963.0   \n",
       "Robin Hood                                                    738.0   \n",
       "The Hobbit: The Desolation of Smaug                           773.0   \n",
       "The Golden Compass                                           1000.0   \n",
       "King Kong                                                      84.0   \n",
       "Titanic                                                       794.0   \n",
       "Captain America: Civil War                                  11000.0   \n",
       "Battleship                                                    627.0   \n",
       "Jurassic World                                               1000.0   \n",
       "...                                                             ...   \n",
       "Manito                                                         42.0   \n",
       "Rampage                                                       492.0   \n",
       "Slacker                                                         0.0   \n",
       "Dutch Kills                                                     9.0   \n",
       "Dry Spell                                                     138.0   \n",
       "Flywheel                                                        4.0   \n",
       "Exeter                                                        265.0   \n",
       "The Ridges                                                      8.0   \n",
       "The Puffy Chair                                                10.0   \n",
       "Stories of Our Lives                                            4.0   \n",
       "Breaking Upwards                                              211.0   \n",
       "All Superheroes Must Die                                       86.0   \n",
       "Pink Flamingos                                                105.0   \n",
       "Clean                                                          45.0   \n",
       "The Circle                                                      0.0   \n",
       "Tin Can Man                                                     0.0   \n",
       "The Cure                                                        6.0   \n",
       "On the Downlow                                                 12.0   \n",
       "Sanctuary; Quite a Conundrum                                   84.0   \n",
       "Bang                                                          152.0   \n",
       "Primer                                                          8.0   \n",
       "Cavite                                                          0.0   \n",
       "El Mariachi                                                     6.0   \n",
       "The Mongol King                                                 2.0   \n",
       "Newlyweds                                                     133.0   \n",
       "Signed Sealed Delivered                                       318.0   \n",
       "The Following                                                 319.0   \n",
       "A Plague So Pleasant                                            0.0   \n",
       "Shanghai Calling                                              489.0   \n",
       "My Date with Drew                                              16.0   \n",
       "\n",
       "                                                     actor_2_name  \\\n",
       "movie_title                                                         \n",
       "Avatar                                           Joel David Moore   \n",
       "Pirates of the Caribbean: At World's End            Orlando Bloom   \n",
       "Spectre                                              Rory Kinnear   \n",
       "The Dark Knight Rises                              Christian Bale   \n",
       "Star Wars: Episode VII - The Force Awakens             Rob Walker   \n",
       "John Carter                                       Samantha Morton   \n",
       "Spider-Man 3                                         James Franco   \n",
       "Tangled                                              Donna Murphy   \n",
       "Avengers: Age of Ultron                         Robert Downey Jr.   \n",
       "Harry Potter and the Half-Blood Prince           Daniel Radcliffe   \n",
       "Batman v Superman: Dawn of Justice                   Lauren Cohan   \n",
       "Superman Returns                                    Marlon Brando   \n",
       "Quantum of Solace                                 Mathieu Amalric   \n",
       "Pirates of the Caribbean: Dead Man's Chest          Orlando Bloom   \n",
       "The Lone Ranger                                       Ruth Wilson   \n",
       "Man of Steel                                   Christopher Meloni   \n",
       "The Chronicles of Narnia: Prince Caspian     Pierfrancesco Favino   \n",
       "The Avengers                                    Robert Downey Jr.   \n",
       "Pirates of the Caribbean: On Stranger Tides           Sam Claflin   \n",
       "Men in Black 3                                  Michael Stuhlbarg   \n",
       "The Hobbit: The Battle of the Five Armies              Adam Brown   \n",
       "The Amazing Spider-Man                            Andrew Garfield   \n",
       "Robin Hood                                           William Hurt   \n",
       "The Hobbit: The Desolation of Smaug                    Adam Brown   \n",
       "The Golden Compass                                      Eva Green   \n",
       "King Kong                                      Thomas Kretschmann   \n",
       "Titanic                                              Kate Winslet   \n",
       "Captain America: Civil War                     Scarlett Johansson   \n",
       "Battleship                                    Alexander Skarsgård   \n",
       "Jurassic World                                         Judy Greer   \n",
       "...                                                           ...   \n",
       "Manito                                             Panchito Gómez   \n",
       "Rampage                                        Katharine Isabelle   \n",
       "Slacker                                         Richard Linklater   \n",
       "Dutch Kills                                          Mikaal Bates   \n",
       "Dry Spell                                           Suzi Lorraine   \n",
       "Flywheel                                              Lisa Arnold   \n",
       "Exeter                                            Brittany Curran   \n",
       "The Ridges                                        Alana Kaniewski   \n",
       "The Puffy Chair                                     Katie Aselton   \n",
       "Stories of Our Lives                                Olwenya Maina   \n",
       "Breaking Upwards                                    Heather Burns   \n",
       "All Superheroes Must Die                              Jason Trost   \n",
       "Pink Flamingos                                         Mink Stole   \n",
       "Clean                                              Béatrice Dalle   \n",
       "The Circle                                      Nargess Mamizadeh   \n",
       "Tin Can Man                                         Michael Parle   \n",
       "The Cure                                            Anna Nakagawa   \n",
       "On the Downlow                                     Michael Cortez   \n",
       "Sanctuary; Quite a Conundrum                           Joe Coffey   \n",
       "Bang                                            Stanley B. Herman   \n",
       "Primer                                             David Sullivan   \n",
       "Cavite                                            Edgar Tancangco   \n",
       "El Mariachi                                       Peter Marquardt   \n",
       "The Mongol King                                    John Considine   \n",
       "Newlyweds                                      Caitlin FitzGerald   \n",
       "Signed Sealed Delivered                             Daphne Zuniga   \n",
       "The Following                                       Valorie Curry   \n",
       "A Plague So Pleasant                                Maxwell Moody   \n",
       "Shanghai Calling                                    Daniel Henney   \n",
       "My Date with Drew                                Brian Herzlinger   \n",
       "\n",
       "                                             actor_1_facebook_likes  \\\n",
       "movie_title                                                           \n",
       "Avatar                                                       1000.0   \n",
       "Pirates of the Caribbean: At World's End                    40000.0   \n",
       "Spectre                                                     11000.0   \n",
       "The Dark Knight Rises                                       27000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                    131.0   \n",
       "John Carter                                                   640.0   \n",
       "Spider-Man 3                                                24000.0   \n",
       "Tangled                                                       799.0   \n",
       "Avengers: Age of Ultron                                     26000.0   \n",
       "Harry Potter and the Half-Blood Prince                      25000.0   \n",
       "Batman v Superman: Dawn of Justice                          15000.0   \n",
       "Superman Returns                                            18000.0   \n",
       "Quantum of Solace                                             451.0   \n",
       "Pirates of the Caribbean: Dead Man's Chest                  40000.0   \n",
       "The Lone Ranger                                             40000.0   \n",
       "Man of Steel                                                15000.0   \n",
       "The Chronicles of Narnia: Prince Caspian                    22000.0   \n",
       "The Avengers                                                26000.0   \n",
       "Pirates of the Caribbean: On Stranger Tides                 40000.0   \n",
       "Men in Black 3                                              10000.0   \n",
       "The Hobbit: The Battle of the Five Armies                    5000.0   \n",
       "The Amazing Spider-Man                                      15000.0   \n",
       "Robin Hood                                                    891.0   \n",
       "The Hobbit: The Desolation of Smaug                          5000.0   \n",
       "The Golden Compass                                          16000.0   \n",
       "King Kong                                                    6000.0   \n",
       "Titanic                                                     29000.0   \n",
       "Captain America: Civil War                                  21000.0   \n",
       "Battleship                                                  14000.0   \n",
       "Jurassic World                                               3000.0   \n",
       "...                                                             ...   \n",
       "Manito                                                         93.0   \n",
       "Rampage                                                       986.0   \n",
       "Slacker                                                         5.0   \n",
       "Dutch Kills                                                   313.0   \n",
       "Dry Spell                                                     370.0   \n",
       "Flywheel                                                       51.0   \n",
       "Exeter                                                        630.0   \n",
       "The Ridges                                                    720.0   \n",
       "The Puffy Chair                                               830.0   \n",
       "Stories of Our Lives                                          147.0   \n",
       "Breaking Upwards                                              331.0   \n",
       "All Superheroes Must Die                                      407.0   \n",
       "Pink Flamingos                                                462.0   \n",
       "Clean                                                         576.0   \n",
       "The Circle                                                      5.0   \n",
       "Tin Can Man                                                    10.0   \n",
       "The Cure                                                       89.0   \n",
       "On the Downlow                                                 21.0   \n",
       "Sanctuary; Quite a Conundrum                                  785.0   \n",
       "Bang                                                          789.0   \n",
       "Primer                                                        291.0   \n",
       "Cavite                                                          0.0   \n",
       "El Mariachi                                                   121.0   \n",
       "The Mongol King                                                45.0   \n",
       "Newlyweds                                                     296.0   \n",
       "Signed Sealed Delivered                                       637.0   \n",
       "The Following                                                 841.0   \n",
       "A Plague So Pleasant                                            0.0   \n",
       "Shanghai Calling                                              946.0   \n",
       "My Date with Drew                                              86.0   \n",
       "\n",
       "                                                   gross  \\\n",
       "movie_title                                                \n",
       "Avatar                                       760505847.0   \n",
       "Pirates of the Caribbean: At World's End     309404152.0   \n",
       "Spectre                                      200074175.0   \n",
       "The Dark Knight Rises                        448130642.0   \n",
       "Star Wars: Episode VII - The Force Awakens           NaN   \n",
       "John Carter                                   73058679.0   \n",
       "Spider-Man 3                                 336530303.0   \n",
       "Tangled                                      200807262.0   \n",
       "Avengers: Age of Ultron                      458991599.0   \n",
       "Harry Potter and the Half-Blood Prince       301956980.0   \n",
       "Batman v Superman: Dawn of Justice           330249062.0   \n",
       "Superman Returns                             200069408.0   \n",
       "Quantum of Solace                            168368427.0   \n",
       "Pirates of the Caribbean: Dead Man's Chest   423032628.0   \n",
       "The Lone Ranger                               89289910.0   \n",
       "Man of Steel                                 291021565.0   \n",
       "The Chronicles of Narnia: Prince Caspian     141614023.0   \n",
       "The Avengers                                 623279547.0   \n",
       "Pirates of the Caribbean: On Stranger Tides  241063875.0   \n",
       "Men in Black 3                               179020854.0   \n",
       "The Hobbit: The Battle of the Five Armies    255108370.0   \n",
       "The Amazing Spider-Man                       262030663.0   \n",
       "Robin Hood                                   105219735.0   \n",
       "The Hobbit: The Desolation of Smaug          258355354.0   \n",
       "The Golden Compass                            70083519.0   \n",
       "King Kong                                    218051260.0   \n",
       "Titanic                                      658672302.0   \n",
       "Captain America: Civil War                   407197282.0   \n",
       "Battleship                                    65173160.0   \n",
       "Jurassic World                               652177271.0   \n",
       "...                                                  ...   \n",
       "Manito                                               NaN   \n",
       "Rampage                                              NaN   \n",
       "Slacker                                        1227508.0   \n",
       "Dutch Kills                                          NaN   \n",
       "Dry Spell                                            NaN   \n",
       "Flywheel                                             NaN   \n",
       "Exeter                                               NaN   \n",
       "The Ridges                                           NaN   \n",
       "The Puffy Chair                                 192467.0   \n",
       "Stories of Our Lives                                 NaN   \n",
       "Breaking Upwards                                 76382.0   \n",
       "All Superheroes Must Die                             NaN   \n",
       "Pink Flamingos                                  180483.0   \n",
       "Clean                                           136007.0   \n",
       "The Circle                                      673780.0   \n",
       "Tin Can Man                                          NaN   \n",
       "The Cure                                         94596.0   \n",
       "On the Downlow                                       NaN   \n",
       "Sanctuary; Quite a Conundrum                         NaN   \n",
       "Bang                                                 NaN   \n",
       "Primer                                          424760.0   \n",
       "Cavite                                           70071.0   \n",
       "El Mariachi                                    2040920.0   \n",
       "The Mongol King                                      NaN   \n",
       "Newlyweds                                         4584.0   \n",
       "Signed Sealed Delivered                              NaN   \n",
       "The Following                                        NaN   \n",
       "A Plague So Pleasant                                 NaN   \n",
       "Shanghai Calling                                 10443.0   \n",
       "My Date with Drew                                85222.0   \n",
       "\n",
       "                                                                                        genres  \\\n",
       "movie_title                                                                                      \n",
       "Avatar                                                         Action|Adventure|Fantasy|Sci-Fi   \n",
       "Pirates of the Caribbean: At World's End                              Action|Adventure|Fantasy   \n",
       "Spectre                                                              Action|Adventure|Thriller   \n",
       "The Dark Knight Rises                                                          Action|Thriller   \n",
       "Star Wars: Episode VII - The Force Awakens                                         Documentary   \n",
       "John Carter                                                            Action|Adventure|Sci-Fi   \n",
       "Spider-Man 3                                                          Action|Adventure|Romance   \n",
       "Tangled                                      Adventure|Animation|Comedy|Family|Fantasy|Musi...   \n",
       "Avengers: Age of Ultron                                                Action|Adventure|Sci-Fi   \n",
       "Harry Potter and the Half-Blood Prince                        Adventure|Family|Fantasy|Mystery   \n",
       "Batman v Superman: Dawn of Justice                                     Action|Adventure|Sci-Fi   \n",
       "Superman Returns                                                       Action|Adventure|Sci-Fi   \n",
       "Quantum of Solace                                                             Action|Adventure   \n",
       "Pirates of the Caribbean: Dead Man's Chest                            Action|Adventure|Fantasy   \n",
       "The Lone Ranger                                                       Action|Adventure|Western   \n",
       "Man of Steel                                                   Action|Adventure|Fantasy|Sci-Fi   \n",
       "The Chronicles of Narnia: Prince Caspian                       Action|Adventure|Family|Fantasy   \n",
       "The Avengers                                                           Action|Adventure|Sci-Fi   \n",
       "Pirates of the Caribbean: On Stranger Tides                           Action|Adventure|Fantasy   \n",
       "Men in Black 3                                   Action|Adventure|Comedy|Family|Fantasy|Sci-Fi   \n",
       "The Hobbit: The Battle of the Five Armies                                    Adventure|Fantasy   \n",
       "The Amazing Spider-Man                                                Action|Adventure|Fantasy   \n",
       "Robin Hood                                                      Action|Adventure|Drama|History   \n",
       "The Hobbit: The Desolation of Smaug                                          Adventure|Fantasy   \n",
       "The Golden Compass                                                    Adventure|Family|Fantasy   \n",
       "King Kong                                                       Action|Adventure|Drama|Romance   \n",
       "Titanic                                                                          Drama|Romance   \n",
       "Captain America: Civil War                                             Action|Adventure|Sci-Fi   \n",
       "Battleship                                                    Action|Adventure|Sci-Fi|Thriller   \n",
       "Jurassic World                                                Action|Adventure|Sci-Fi|Thriller   \n",
       "...                                                                                        ...   \n",
       "Manito                                                                            Drama|Family   \n",
       "Rampage                                                                  Action|Crime|Thriller   \n",
       "Slacker                                                                           Comedy|Drama   \n",
       "Dutch Kills                                                               Crime|Drama|Thriller   \n",
       "Dry Spell                                                                       Comedy|Romance   \n",
       "Flywheel                                                                                 Drama   \n",
       "Exeter                                                                 Horror|Mystery|Thriller   \n",
       "The Ridges                                                               Drama|Horror|Thriller   \n",
       "The Puffy Chair                                                           Comedy|Drama|Romance   \n",
       "Stories of Our Lives                                                                     Drama   \n",
       "Breaking Upwards                                                                       Romance   \n",
       "All Superheroes Must Die                                                       Sci-Fi|Thriller   \n",
       "Pink Flamingos                                                             Comedy|Crime|Horror   \n",
       "Clean                                                                      Drama|Music|Romance   \n",
       "The Circle                                                                               Drama   \n",
       "Tin Can Man                                                                             Horror   \n",
       "The Cure                                                         Crime|Horror|Mystery|Thriller   \n",
       "On the Downlow                                                                           Drama   \n",
       "Sanctuary; Quite a Conundrum                                            Comedy|Horror|Thriller   \n",
       "Bang                                                                               Crime|Drama   \n",
       "Primer                                                                   Drama|Sci-Fi|Thriller   \n",
       "Cavite                                                                                Thriller   \n",
       "El Mariachi                                                Action|Crime|Drama|Romance|Thriller   \n",
       "The Mongol King                                                                    Crime|Drama   \n",
       "Newlyweds                                                                         Comedy|Drama   \n",
       "Signed Sealed Delivered                                                           Comedy|Drama   \n",
       "The Following                                                     Crime|Drama|Mystery|Thriller   \n",
       "A Plague So Pleasant                                                     Drama|Horror|Thriller   \n",
       "Shanghai Calling                                                          Comedy|Drama|Romance   \n",
       "My Date with Drew                                                                  Documentary   \n",
       "\n",
       "                                                    ...           \\\n",
       "movie_title                                         ...            \n",
       "Avatar                                              ...            \n",
       "Pirates of the Caribbean: At World's End            ...            \n",
       "Spectre                                             ...            \n",
       "The Dark Knight Rises                               ...            \n",
       "Star Wars: Episode VII - The Force Awakens          ...            \n",
       "John Carter                                         ...            \n",
       "Spider-Man 3                                        ...            \n",
       "Tangled                                             ...            \n",
       "Avengers: Age of Ultron                             ...            \n",
       "Harry Potter and the Half-Blood Prince              ...            \n",
       "Batman v Superman: Dawn of Justice                  ...            \n",
       "Superman Returns                                    ...            \n",
       "Quantum of Solace                                   ...            \n",
       "Pirates of the Caribbean: Dead Man's Chest          ...            \n",
       "The Lone Ranger                                     ...            \n",
       "Man of Steel                                        ...            \n",
       "The Chronicles of Narnia: Prince Caspian            ...            \n",
       "The Avengers                                        ...            \n",
       "Pirates of the Caribbean: On Stranger Tides         ...            \n",
       "Men in Black 3                                      ...            \n",
       "The Hobbit: The Battle of the Five Armies           ...            \n",
       "The Amazing Spider-Man                              ...            \n",
       "Robin Hood                                          ...            \n",
       "The Hobbit: The Desolation of Smaug                 ...            \n",
       "The Golden Compass                                  ...            \n",
       "King Kong                                           ...            \n",
       "Titanic                                             ...            \n",
       "Captain America: Civil War                          ...            \n",
       "Battleship                                          ...            \n",
       "Jurassic World                                      ...            \n",
       "...                                                 ...            \n",
       "Manito                                              ...            \n",
       "Rampage                                             ...            \n",
       "Slacker                                             ...            \n",
       "Dutch Kills                                         ...            \n",
       "Dry Spell                                           ...            \n",
       "Flywheel                                            ...            \n",
       "Exeter                                              ...            \n",
       "The Ridges                                          ...            \n",
       "The Puffy Chair                                     ...            \n",
       "Stories of Our Lives                                ...            \n",
       "Breaking Upwards                                    ...            \n",
       "All Superheroes Must Die                            ...            \n",
       "Pink Flamingos                                      ...            \n",
       "Clean                                               ...            \n",
       "The Circle                                          ...            \n",
       "Tin Can Man                                         ...            \n",
       "The Cure                                            ...            \n",
       "On the Downlow                                      ...            \n",
       "Sanctuary; Quite a Conundrum                        ...            \n",
       "Bang                                                ...            \n",
       "Primer                                              ...            \n",
       "Cavite                                              ...            \n",
       "El Mariachi                                         ...            \n",
       "The Mongol King                                     ...            \n",
       "Newlyweds                                           ...            \n",
       "Signed Sealed Delivered                             ...            \n",
       "The Following                                       ...            \n",
       "A Plague So Pleasant                                ...            \n",
       "Shanghai Calling                                    ...            \n",
       "My Date with Drew                                   ...            \n",
       "\n",
       "                                            num_user_for_reviews  language  \\\n",
       "movie_title                                                                  \n",
       "Avatar                                                    3054.0   English   \n",
       "Pirates of the Caribbean: At World's End                  1238.0   English   \n",
       "Spectre                                                    994.0   English   \n",
       "The Dark Knight Rises                                     2701.0   English   \n",
       "Star Wars: Episode VII - The Force Awakens                   NaN       NaN   \n",
       "John Carter                                                738.0   English   \n",
       "Spider-Man 3                                              1902.0   English   \n",
       "Tangled                                                    387.0   English   \n",
       "Avengers: Age of Ultron                                   1117.0   English   \n",
       "Harry Potter and the Half-Blood Prince                     973.0   English   \n",
       "Batman v Superman: Dawn of Justice                        3018.0   English   \n",
       "Superman Returns                                          2367.0   English   \n",
       "Quantum of Solace                                         1243.0   English   \n",
       "Pirates of the Caribbean: Dead Man's Chest                1832.0   English   \n",
       "The Lone Ranger                                            711.0   English   \n",
       "Man of Steel                                              2536.0   English   \n",
       "The Chronicles of Narnia: Prince Caspian                   438.0   English   \n",
       "The Avengers                                              1722.0   English   \n",
       "Pirates of the Caribbean: On Stranger Tides                484.0   English   \n",
       "Men in Black 3                                             341.0   English   \n",
       "The Hobbit: The Battle of the Five Armies                  802.0   English   \n",
       "The Amazing Spider-Man                                    1225.0   English   \n",
       "Robin Hood                                                 546.0   English   \n",
       "The Hobbit: The Desolation of Smaug                        951.0   English   \n",
       "The Golden Compass                                         666.0   English   \n",
       "King Kong                                                 2618.0   English   \n",
       "Titanic                                                   2528.0   English   \n",
       "Captain America: Civil War                                1022.0   English   \n",
       "Battleship                                                 751.0   English   \n",
       "Jurassic World                                            1290.0   English   \n",
       "...                                                          ...       ...   \n",
       "Manito                                                      21.0   English   \n",
       "Rampage                                                    129.0   English   \n",
       "Slacker                                                     80.0   English   \n",
       "Dutch Kills                                                  2.0   English   \n",
       "Dry Spell                                                    3.0   English   \n",
       "Flywheel                                                    49.0   English   \n",
       "Exeter                                                      33.0   English   \n",
       "The Ridges                                                   8.0   English   \n",
       "The Puffy Chair                                             71.0   English   \n",
       "Stories of Our Lives                                         1.0   Swahili   \n",
       "Breaking Upwards                                             8.0   English   \n",
       "All Superheroes Must Die                                    35.0   English   \n",
       "Pink Flamingos                                             183.0   English   \n",
       "Clean                                                       39.0    French   \n",
       "The Circle                                                  26.0   Persian   \n",
       "Tin Can Man                                                  1.0   English   \n",
       "The Cure                                                    50.0  Japanese   \n",
       "On the Downlow                                               3.0   English   \n",
       "Sanctuary; Quite a Conundrum                                 8.0   English   \n",
       "Bang                                                        14.0   English   \n",
       "Primer                                                     371.0   English   \n",
       "Cavite                                                      35.0   English   \n",
       "El Mariachi                                                130.0   Spanish   \n",
       "The Mongol King                                              1.0   English   \n",
       "Newlyweds                                                   14.0   English   \n",
       "Signed Sealed Delivered                                      6.0   English   \n",
       "The Following                                              359.0   English   \n",
       "A Plague So Pleasant                                         3.0   English   \n",
       "Shanghai Calling                                             9.0   English   \n",
       "My Date with Drew                                           84.0   English   \n",
       "\n",
       "                                                 country content_rating  \\\n",
       "movie_title                                                               \n",
       "Avatar                                               USA          PG-13   \n",
       "Pirates of the Caribbean: At World's End             USA          PG-13   \n",
       "Spectre                                               UK          PG-13   \n",
       "The Dark Knight Rises                                USA          PG-13   \n",
       "Star Wars: Episode VII - The Force Awakens           NaN            NaN   \n",
       "John Carter                                          USA          PG-13   \n",
       "Spider-Man 3                                         USA          PG-13   \n",
       "Tangled                                              USA             PG   \n",
       "Avengers: Age of Ultron                              USA          PG-13   \n",
       "Harry Potter and the Half-Blood Prince                UK             PG   \n",
       "Batman v Superman: Dawn of Justice                   USA          PG-13   \n",
       "Superman Returns                                     USA          PG-13   \n",
       "Quantum of Solace                                     UK          PG-13   \n",
       "Pirates of the Caribbean: Dead Man's Chest           USA          PG-13   \n",
       "The Lone Ranger                                      USA          PG-13   \n",
       "Man of Steel                                         USA          PG-13   \n",
       "The Chronicles of Narnia: Prince Caspian             USA             PG   \n",
       "The Avengers                                         USA          PG-13   \n",
       "Pirates of the Caribbean: On Stranger Tides          USA          PG-13   \n",
       "Men in Black 3                                       USA          PG-13   \n",
       "The Hobbit: The Battle of the Five Armies    New Zealand          PG-13   \n",
       "The Amazing Spider-Man                               USA          PG-13   \n",
       "Robin Hood                                           USA          PG-13   \n",
       "The Hobbit: The Desolation of Smaug                  USA          PG-13   \n",
       "The Golden Compass                                   USA          PG-13   \n",
       "King Kong                                    New Zealand          PG-13   \n",
       "Titanic                                              USA          PG-13   \n",
       "Captain America: Civil War                           USA          PG-13   \n",
       "Battleship                                           USA          PG-13   \n",
       "Jurassic World                                       USA          PG-13   \n",
       "...                                                  ...            ...   \n",
       "Manito                                               USA            NaN   \n",
       "Rampage                                           Canada              R   \n",
       "Slacker                                              USA              R   \n",
       "Dutch Kills                                          USA            NaN   \n",
       "Dry Spell                                            USA            NaN   \n",
       "Flywheel                                             USA            NaN   \n",
       "Exeter                                               USA              R   \n",
       "The Ridges                                           USA            NaN   \n",
       "The Puffy Chair                                      USA              R   \n",
       "Stories of Our Lives                               Kenya            NaN   \n",
       "Breaking Upwards                                     USA            NaN   \n",
       "All Superheroes Must Die                             USA        Unrated   \n",
       "Pink Flamingos                                       USA          NC-17   \n",
       "Clean                                             France              R   \n",
       "The Circle                                          Iran      Not Rated   \n",
       "Tin Can Man                                      Ireland            NaN   \n",
       "The Cure                                           Japan            NaN   \n",
       "On the Downlow                                       USA            NaN   \n",
       "Sanctuary; Quite a Conundrum                         USA            NaN   \n",
       "Bang                                                 USA            NaN   \n",
       "Primer                                               USA          PG-13   \n",
       "Cavite                                       Philippines      Not Rated   \n",
       "El Mariachi                                          USA              R   \n",
       "The Mongol King                                      USA          PG-13   \n",
       "Newlyweds                                            USA      Not Rated   \n",
       "Signed Sealed Delivered                           Canada            NaN   \n",
       "The Following                                        USA          TV-14   \n",
       "A Plague So Pleasant                                 USA            NaN   \n",
       "Shanghai Calling                                     USA          PG-13   \n",
       "My Date with Drew                                    USA             PG   \n",
       "\n",
       "                                                  budget title_year  \\\n",
       "movie_title                                                           \n",
       "Avatar                                       237000000.0     2009.0   \n",
       "Pirates of the Caribbean: At World's End     300000000.0     2007.0   \n",
       "Spectre                                      245000000.0     2015.0   \n",
       "The Dark Knight Rises                        250000000.0     2012.0   \n",
       "Star Wars: Episode VII - The Force Awakens           NaN        NaN   \n",
       "John Carter                                  263700000.0     2012.0   \n",
       "Spider-Man 3                                 258000000.0     2007.0   \n",
       "Tangled                                      260000000.0     2010.0   \n",
       "Avengers: Age of Ultron                      250000000.0     2015.0   \n",
       "Harry Potter and the Half-Blood Prince       250000000.0     2009.0   \n",
       "Batman v Superman: Dawn of Justice           250000000.0     2016.0   \n",
       "Superman Returns                             209000000.0     2006.0   \n",
       "Quantum of Solace                            200000000.0     2008.0   \n",
       "Pirates of the Caribbean: Dead Man's Chest   225000000.0     2006.0   \n",
       "The Lone Ranger                              215000000.0     2013.0   \n",
       "Man of Steel                                 225000000.0     2013.0   \n",
       "The Chronicles of Narnia: Prince Caspian     225000000.0     2008.0   \n",
       "The Avengers                                 220000000.0     2012.0   \n",
       "Pirates of the Caribbean: On Stranger Tides  250000000.0     2011.0   \n",
       "Men in Black 3                               225000000.0     2012.0   \n",
       "The Hobbit: The Battle of the Five Armies    250000000.0     2014.0   \n",
       "The Amazing Spider-Man                       230000000.0     2012.0   \n",
       "Robin Hood                                   200000000.0     2010.0   \n",
       "The Hobbit: The Desolation of Smaug          225000000.0     2013.0   \n",
       "The Golden Compass                           180000000.0     2007.0   \n",
       "King Kong                                    207000000.0     2005.0   \n",
       "Titanic                                      200000000.0     1997.0   \n",
       "Captain America: Civil War                   250000000.0     2016.0   \n",
       "Battleship                                   209000000.0     2012.0   \n",
       "Jurassic World                               150000000.0     2015.0   \n",
       "...                                                  ...        ...   \n",
       "Manito                                           24000.0     2002.0   \n",
       "Rampage                                              NaN     2009.0   \n",
       "Slacker                                          23000.0     1991.0   \n",
       "Dutch Kills                                      25000.0     2015.0   \n",
       "Dry Spell                                        22000.0     2013.0   \n",
       "Flywheel                                         20000.0     2003.0   \n",
       "Exeter                                               NaN     2015.0   \n",
       "The Ridges                                       17350.0     2011.0   \n",
       "The Puffy Chair                                  15000.0     2005.0   \n",
       "Stories of Our Lives                             15000.0     2014.0   \n",
       "Breaking Upwards                                 15000.0     2009.0   \n",
       "All Superheroes Must Die                         20000.0     2011.0   \n",
       "Pink Flamingos                                   10000.0     1972.0   \n",
       "Clean                                             4500.0     2004.0   \n",
       "The Circle                                       10000.0     2000.0   \n",
       "Tin Can Man                                      10000.0     2007.0   \n",
       "The Cure                                       1000000.0     1997.0   \n",
       "On the Downlow                                       NaN     2004.0   \n",
       "Sanctuary; Quite a Conundrum                    200000.0     2012.0   \n",
       "Bang                                                 NaN     1995.0   \n",
       "Primer                                            7000.0     2004.0   \n",
       "Cavite                                            7000.0     2005.0   \n",
       "El Mariachi                                       7000.0     1992.0   \n",
       "The Mongol King                                   3250.0     2005.0   \n",
       "Newlyweds                                         9000.0     2011.0   \n",
       "Signed Sealed Delivered                              NaN     2013.0   \n",
       "The Following                                        NaN        NaN   \n",
       "A Plague So Pleasant                              1400.0     2013.0   \n",
       "Shanghai Calling                                     NaN     2012.0   \n",
       "My Date with Drew                                 1100.0     2004.0   \n",
       "\n",
       "                                            actor_2_facebook_likes  \\\n",
       "movie_title                                                          \n",
       "Avatar                                                       936.0   \n",
       "Pirates of the Caribbean: At World's End                    5000.0   \n",
       "Spectre                                                      393.0   \n",
       "The Dark Knight Rises                                      23000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                    12.0   \n",
       "John Carter                                                  632.0   \n",
       "Spider-Man 3                                               11000.0   \n",
       "Tangled                                                      553.0   \n",
       "Avengers: Age of Ultron                                    21000.0   \n",
       "Harry Potter and the Half-Blood Prince                     11000.0   \n",
       "Batman v Superman: Dawn of Justice                          4000.0   \n",
       "Superman Returns                                           10000.0   \n",
       "Quantum of Solace                                            412.0   \n",
       "Pirates of the Caribbean: Dead Man's Chest                  5000.0   \n",
       "The Lone Ranger                                             2000.0   \n",
       "Man of Steel                                                3000.0   \n",
       "The Chronicles of Narnia: Prince Caspian                     216.0   \n",
       "The Avengers                                               21000.0   \n",
       "Pirates of the Caribbean: On Stranger Tides                11000.0   \n",
       "Men in Black 3                                               816.0   \n",
       "The Hobbit: The Battle of the Five Armies                    972.0   \n",
       "The Amazing Spider-Man                                     10000.0   \n",
       "Robin Hood                                                   882.0   \n",
       "The Hobbit: The Desolation of Smaug                          972.0   \n",
       "The Golden Compass                                          6000.0   \n",
       "King Kong                                                    919.0   \n",
       "Titanic                                                    14000.0   \n",
       "Captain America: Civil War                                 19000.0   \n",
       "Battleship                                                 10000.0   \n",
       "Jurassic World                                              2000.0   \n",
       "...                                                            ...   \n",
       "Manito                                                        46.0   \n",
       "Rampage                                                      918.0   \n",
       "Slacker                                                        0.0   \n",
       "Dutch Kills                                                   25.0   \n",
       "Dry Spell                                                    184.0   \n",
       "Flywheel                                                      49.0   \n",
       "Exeter                                                       512.0   \n",
       "The Ridges                                                    19.0   \n",
       "The Puffy Chair                                              224.0   \n",
       "Stories of Our Lives                                          19.0   \n",
       "Breaking Upwards                                             212.0   \n",
       "All Superheroes Must Die                                      91.0   \n",
       "Pink Flamingos                                               143.0   \n",
       "Clean                                                        133.0   \n",
       "The Circle                                                     0.0   \n",
       "Tin Can Man                                                    5.0   \n",
       "The Cure                                                      13.0   \n",
       "On the Downlow                                                20.0   \n",
       "Sanctuary; Quite a Conundrum                                  98.0   \n",
       "Bang                                                         194.0   \n",
       "Primer                                                        45.0   \n",
       "Cavite                                                         0.0   \n",
       "El Mariachi                                                   20.0   \n",
       "The Mongol King                                               44.0   \n",
       "Newlyweds                                                    205.0   \n",
       "Signed Sealed Delivered                                      470.0   \n",
       "The Following                                                593.0   \n",
       "A Plague So Pleasant                                           0.0   \n",
       "Shanghai Calling                                             719.0   \n",
       "My Date with Drew                                             23.0   \n",
       "\n",
       "                                             imdb_score aspect_ratio  \\\n",
       "movie_title                                                            \n",
       "Avatar                                              7.9         1.78   \n",
       "Pirates of the Caribbean: At World's End            7.1         2.35   \n",
       "Spectre                                             6.8         2.35   \n",
       "The Dark Knight Rises                               8.5         2.35   \n",
       "Star Wars: Episode VII - The Force Awakens          7.1          NaN   \n",
       "John Carter                                         6.6         2.35   \n",
       "Spider-Man 3                                        6.2         2.35   \n",
       "Tangled                                             7.8         1.85   \n",
       "Avengers: Age of Ultron                             7.5         2.35   \n",
       "Harry Potter and the Half-Blood Prince              7.5         2.35   \n",
       "Batman v Superman: Dawn of Justice                  6.9         2.35   \n",
       "Superman Returns                                    6.1         2.35   \n",
       "Quantum of Solace                                   6.7         2.35   \n",
       "Pirates of the Caribbean: Dead Man's Chest          7.3         2.35   \n",
       "The Lone Ranger                                     6.5         2.35   \n",
       "Man of Steel                                        7.2         2.35   \n",
       "The Chronicles of Narnia: Prince Caspian            6.6         2.35   \n",
       "The Avengers                                        8.1         1.85   \n",
       "Pirates of the Caribbean: On Stranger Tides         6.7         2.35   \n",
       "Men in Black 3                                      6.8         1.85   \n",
       "The Hobbit: The Battle of the Five Armies           7.5         2.35   \n",
       "The Amazing Spider-Man                              7.0         2.35   \n",
       "Robin Hood                                          6.7         2.35   \n",
       "The Hobbit: The Desolation of Smaug                 7.9         2.35   \n",
       "The Golden Compass                                  6.1         2.35   \n",
       "King Kong                                           7.2         2.35   \n",
       "Titanic                                             7.7         2.35   \n",
       "Captain America: Civil War                          8.2         2.35   \n",
       "Battleship                                          5.9         2.35   \n",
       "Jurassic World                                      7.0         2.00   \n",
       "...                                                 ...          ...   \n",
       "Manito                                              7.0         1.78   \n",
       "Rampage                                             6.3         2.35   \n",
       "Slacker                                             7.1         1.37   \n",
       "Dutch Kills                                         4.8          NaN   \n",
       "Dry Spell                                           3.3         1.78   \n",
       "Flywheel                                            6.9         1.85   \n",
       "Exeter                                              4.6         1.85   \n",
       "The Ridges                                          3.0          NaN   \n",
       "The Puffy Chair                                     6.6          NaN   \n",
       "Stories of Our Lives                                7.4          NaN   \n",
       "Breaking Upwards                                    6.2         2.35   \n",
       "All Superheroes Must Die                            4.0         2.35   \n",
       "Pink Flamingos                                      6.1         1.37   \n",
       "Clean                                               6.9         2.35   \n",
       "The Circle                                          7.5         1.85   \n",
       "Tin Can Man                                         6.7         1.33   \n",
       "The Cure                                            7.4         1.85   \n",
       "On the Downlow                                      6.1          NaN   \n",
       "Sanctuary; Quite a Conundrum                        5.4        16.00   \n",
       "Bang                                                6.4          NaN   \n",
       "Primer                                              7.0         1.85   \n",
       "Cavite                                              6.3          NaN   \n",
       "El Mariachi                                         6.9         1.37   \n",
       "The Mongol King                                     7.8          NaN   \n",
       "Newlyweds                                           6.4          NaN   \n",
       "Signed Sealed Delivered                             7.7          NaN   \n",
       "The Following                                       7.5        16.00   \n",
       "A Plague So Pleasant                                6.3          NaN   \n",
       "Shanghai Calling                                    6.3         2.35   \n",
       "My Date with Drew                                   6.6         1.85   \n",
       "\n",
       "                                            movie_facebook_likes  \n",
       "movie_title                                                       \n",
       "Avatar                                                     33000  \n",
       "Pirates of the Caribbean: At World's End                       0  \n",
       "Spectre                                                    85000  \n",
       "The Dark Knight Rises                                     164000  \n",
       "Star Wars: Episode VII - The Force Awakens                     0  \n",
       "John Carter                                                24000  \n",
       "Spider-Man 3                                                   0  \n",
       "Tangled                                                    29000  \n",
       "Avengers: Age of Ultron                                   118000  \n",
       "Harry Potter and the Half-Blood Prince                     10000  \n",
       "Batman v Superman: Dawn of Justice                        197000  \n",
       "Superman Returns                                               0  \n",
       "Quantum of Solace                                              0  \n",
       "Pirates of the Caribbean: Dead Man's Chest                  5000  \n",
       "The Lone Ranger                                            48000  \n",
       "Man of Steel                                              118000  \n",
       "The Chronicles of Narnia: Prince Caspian                       0  \n",
       "The Avengers                                              123000  \n",
       "Pirates of the Caribbean: On Stranger Tides                58000  \n",
       "Men in Black 3                                             40000  \n",
       "The Hobbit: The Battle of the Five Armies                  65000  \n",
       "The Amazing Spider-Man                                     56000  \n",
       "Robin Hood                                                 17000  \n",
       "The Hobbit: The Desolation of Smaug                        83000  \n",
       "The Golden Compass                                             0  \n",
       "King Kong                                                      0  \n",
       "Titanic                                                    26000  \n",
       "Captain America: Civil War                                 72000  \n",
       "Battleship                                                 44000  \n",
       "Jurassic World                                            150000  \n",
       "...                                                          ...  \n",
       "Manito                                                        61  \n",
       "Rampage                                                        0  \n",
       "Slacker                                                     2000  \n",
       "Dutch Kills                                                   33  \n",
       "Dry Spell                                                    200  \n",
       "Flywheel                                                     725  \n",
       "Exeter                                                         0  \n",
       "The Ridges                                                    33  \n",
       "The Puffy Chair                                              297  \n",
       "Stories of Our Lives                                          45  \n",
       "Breaking Upwards                                             324  \n",
       "All Superheroes Must Die                                     835  \n",
       "Pink Flamingos                                                 0  \n",
       "Clean                                                        171  \n",
       "The Circle                                                   697  \n",
       "Tin Can Man                                                  105  \n",
       "The Cure                                                     817  \n",
       "On the Downlow                                                22  \n",
       "Sanctuary; Quite a Conundrum                                 424  \n",
       "Bang                                                          20  \n",
       "Primer                                                     19000  \n",
       "Cavite                                                        74  \n",
       "El Mariachi                                                    0  \n",
       "The Mongol King                                                4  \n",
       "Newlyweds                                                    413  \n",
       "Signed Sealed Delivered                                       84  \n",
       "The Following                                              32000  \n",
       "A Plague So Pleasant                                          16  \n",
       "Shanghai Calling                                             660  \n",
       "My Date with Drew                                            456  \n",
       "\n",
       "[4916 rows x 27 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie2 = movie.set_index('movie_title')\n",
    "movie2\n",
    "# alternatively...\n",
    "# movie = pd.read_csv('data/movie.csv', index_col='movie_title')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>color</th>\n",
       "      <th>Director Name</th>\n",
       "      <th>Critical 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",
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       "      <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",
       "    <tr>\n",
       "      <th>movie_title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ratava</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>Pirates of the Caribbean: At World's End</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>Ertcps</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>The Dark Knight Rises</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>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            color      Director Name  \\\n",
       "movie_title                                                            \n",
       "Ratava                                      Color      James Cameron   \n",
       "Pirates of the Caribbean: At World's End    Color     Gore Verbinski   \n",
       "Ertcps                                      Color         Sam Mendes   \n",
       "The Dark Knight Rises                       Color  Christopher Nolan   \n",
       "Star Wars: Episode VII - The Force Awakens    NaN        Doug Walker   \n",
       "\n",
       "                                            Critical Reviews  duration  \\\n",
       "movie_title                                                              \n",
       "Ratava                                                 723.0     178.0   \n",
       "Pirates of the Caribbean: At World's End               302.0     169.0   \n",
       "Ertcps                                                 602.0     148.0   \n",
       "The Dark Knight Rises                                  813.0     164.0   \n",
       "Star Wars: Episode VII - The Force Awakens               NaN       NaN   \n",
       "\n",
       "                                            director_facebook_likes  \\\n",
       "movie_title                                                           \n",
       "Ratava                                                          0.0   \n",
       "Pirates of the Caribbean: At World's End                      563.0   \n",
       "Ertcps                                                          0.0   \n",
       "The Dark Knight Rises                                       22000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                    131.0   \n",
       "\n",
       "                                            actor_3_facebook_likes  \\\n",
       "movie_title                                                          \n",
       "Ratava                                                       855.0   \n",
       "Pirates of the Caribbean: At World's End                    1000.0   \n",
       "Ertcps                                                       161.0   \n",
       "The Dark Knight Rises                                      23000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                     NaN   \n",
       "\n",
       "                                                actor_2_name  \\\n",
       "movie_title                                                    \n",
       "Ratava                                      Joel David Moore   \n",
       "Pirates of the Caribbean: At World's End       Orlando Bloom   \n",
       "Ertcps                                          Rory Kinnear   \n",
       "The Dark Knight Rises                         Christian Bale   \n",
       "Star Wars: Episode VII - The Force Awakens        Rob Walker   \n",
       "\n",
       "                                            actor_1_facebook_likes  \\\n",
       "movie_title                                                          \n",
       "Ratava                                                      1000.0   \n",
       "Pirates of the Caribbean: At World's End                   40000.0   \n",
       "Ertcps                                                     11000.0   \n",
       "The Dark Knight Rises                                      27000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                   131.0   \n",
       "\n",
       "                                                  gross  \\\n",
       "movie_title                                               \n",
       "Ratava                                      760505847.0   \n",
       "Pirates of the Caribbean: At World's End    309404152.0   \n",
       "Ertcps                                      200074175.0   \n",
       "The Dark Knight Rises                       448130642.0   \n",
       "Star Wars: Episode VII - The Force Awakens          NaN   \n",
       "\n",
       "                                                                     genres  \\\n",
       "movie_title                                                                   \n",
       "Ratava                                      Action|Adventure|Fantasy|Sci-Fi   \n",
       "Pirates of the Caribbean: At World's End           Action|Adventure|Fantasy   \n",
       "Ertcps                                            Action|Adventure|Thriller   \n",
       "The Dark Knight Rises                                       Action|Thriller   \n",
       "Star Wars: Episode VII - The Force Awakens                      Documentary   \n",
       "\n",
       "                                                   ...           \\\n",
       "movie_title                                        ...            \n",
       "Ratava                                             ...            \n",
       "Pirates of the Caribbean: At World's End           ...            \n",
       "Ertcps                                             ...            \n",
       "The Dark Knight Rises                              ...            \n",
       "Star Wars: Episode VII - The Force Awakens         ...            \n",
       "\n",
       "                                           num_user_for_reviews  language  \\\n",
       "movie_title                                                                 \n",
       "Ratava                                                   3054.0   English   \n",
       "Pirates of the Caribbean: At World's End                 1238.0   English   \n",
       "Ertcps                                                    994.0   English   \n",
       "The Dark Knight Rises                                    2701.0   English   \n",
       "Star Wars: Episode VII - The Force Awakens                  NaN       NaN   \n",
       "\n",
       "                                            country content_rating  \\\n",
       "movie_title                                                          \n",
       "Ratava                                          USA          PG-13   \n",
       "Pirates of the Caribbean: At World's End        USA          PG-13   \n",
       "Ertcps                                           UK          PG-13   \n",
       "The Dark Knight Rises                           USA          PG-13   \n",
       "Star Wars: Episode VII - The Force Awakens      NaN            NaN   \n",
       "\n",
       "                                                 budget title_year  \\\n",
       "movie_title                                                          \n",
       "Ratava                                      237000000.0     2009.0   \n",
       "Pirates of the Caribbean: At World's End    300000000.0     2007.0   \n",
       "Ertcps                                      245000000.0     2015.0   \n",
       "The Dark Knight Rises                       250000000.0     2012.0   \n",
       "Star Wars: Episode VII - The Force Awakens          NaN        NaN   \n",
       "\n",
       "                                           actor_2_facebook_likes  imdb_score  \\\n",
       "movie_title                                                                     \n",
       "Ratava                                                      936.0         7.9   \n",
       "Pirates of the Caribbean: At World's End                   5000.0         7.1   \n",
       "Ertcps                                                      393.0         6.8   \n",
       "The Dark Knight Rises                                     23000.0         8.5   \n",
       "Star Wars: Episode VII - The Force Awakens                   12.0         7.1   \n",
       "\n",
       "                                           aspect_ratio movie_facebook_likes  \n",
       "movie_title                                                                   \n",
       "Ratava                                             1.78                33000  \n",
       "Pirates of the Caribbean: At World's End           2.35                    0  \n",
       "Ertcps                                             2.35                85000  \n",
       "The Dark Knight Rises                              2.35               164000  \n",
       "Star Wars: Episode VII - The Force Awakens          NaN                    0  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx_rename = {'Avatar': 'Ratava', 'Spectre': 'Ertcps'}\n",
    "col_rename = {'director_name': 'Director Name',\n",
    "              'num_critic_for_reviews': 'Critical Reviews'}\n",
    "movie_renamed = movie2.rename(index=idx_rename, columns=col_rename)\n",
    "movie_renamed.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie3 = pd.read_csv('data/movie.csv', index_col='movie_title')\n",
    "index3 = movie3.index\n",
    "columns3 = movie3.columns\n",
    "\n",
    "index_list = index3.tolist()\n",
    "column_list = columns3.tolist()\n",
    "\n",
    "index_list[0] = 'Rativa'\n",
    "index_list[2] = 'Ertceps'\n",
    "column_list[0] = 'In Color'\n",
    "column_list[1] = 'Director Name'\n",
    "column_list[2] = 'Critical Reviews'\n",
    "column_list[3] = 'Duration'\n",
    "column_list[4] = 'Likes'\n",
    "\n",
    "movie3.index = index_list\n",
    "movie3.columns = column_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
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       "      <th>Rativa</th>\n",
       "      <td>Color</td>\n",
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       "      <td>178.0</td>\n",
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       "      <th>Pirates of the Caribbean: At World's End</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",
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       "      <td>5000.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ertceps</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>The Dark Knight Rises</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>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           In Color      Director Name  \\\n",
       "Rativa                                        Color      James Cameron   \n",
       "Pirates of the Caribbean: At World's End      Color     Gore Verbinski   \n",
       "Ertceps                                       Color         Sam Mendes   \n",
       "The Dark Knight Rises                         Color  Christopher Nolan   \n",
       "Star Wars: Episode VII - The Force Awakens      NaN        Doug Walker   \n",
       "\n",
       "                                            Critical Reviews  Duration  \\\n",
       "Rativa                                                 723.0     178.0   \n",
       "Pirates of the Caribbean: At World's End               302.0     169.0   \n",
       "Ertceps                                                602.0     148.0   \n",
       "The Dark Knight Rises                                  813.0     164.0   \n",
       "Star Wars: Episode VII - The Force Awakens               NaN       NaN   \n",
       "\n",
       "                                              Likes  actor_3_facebook_likes  \\\n",
       "Rativa                                          0.0                   855.0   \n",
       "Pirates of the Caribbean: At World's End      563.0                  1000.0   \n",
       "Ertceps                                         0.0                   161.0   \n",
       "The Dark Knight Rises                       22000.0                 23000.0   \n",
       "Star Wars: Episode VII - The Force Awakens    131.0                     NaN   \n",
       "\n",
       "                                                actor_2_name  \\\n",
       "Rativa                                      Joel David Moore   \n",
       "Pirates of the Caribbean: At World's End       Orlando Bloom   \n",
       "Ertceps                                         Rory Kinnear   \n",
       "The Dark Knight Rises                         Christian Bale   \n",
       "Star Wars: Episode VII - The Force Awakens        Rob Walker   \n",
       "\n",
       "                                            actor_1_facebook_likes  \\\n",
       "Rativa                                                      1000.0   \n",
       "Pirates of the Caribbean: At World's End                   40000.0   \n",
       "Ertceps                                                    11000.0   \n",
       "The Dark Knight Rises                                      27000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                   131.0   \n",
       "\n",
       "                                                  gross  \\\n",
       "Rativa                                      760505847.0   \n",
       "Pirates of the Caribbean: At World's End    309404152.0   \n",
       "Ertceps                                     200074175.0   \n",
       "The Dark Knight Rises                       448130642.0   \n",
       "Star Wars: Episode VII - The Force Awakens          NaN   \n",
       "\n",
       "                                                                     genres  \\\n",
       "Rativa                                      Action|Adventure|Fantasy|Sci-Fi   \n",
       "Pirates of the Caribbean: At World's End           Action|Adventure|Fantasy   \n",
       "Ertceps                                           Action|Adventure|Thriller   \n",
       "The Dark Knight Rises                                       Action|Thriller   \n",
       "Star Wars: Episode VII - The Force Awakens                      Documentary   \n",
       "\n",
       "                                                   ...           \\\n",
       "Rativa                                             ...            \n",
       "Pirates of the Caribbean: At World's End           ...            \n",
       "Ertceps                                            ...            \n",
       "The Dark Knight Rises                              ...            \n",
       "Star Wars: Episode VII - The Force Awakens         ...            \n",
       "\n",
       "                                           num_user_for_reviews  language  \\\n",
       "Rativa                                                   3054.0   English   \n",
       "Pirates of the Caribbean: At World's End                 1238.0   English   \n",
       "Ertceps                                                   994.0   English   \n",
       "The Dark Knight Rises                                    2701.0   English   \n",
       "Star Wars: Episode VII - The Force Awakens                  NaN       NaN   \n",
       "\n",
       "                                            country content_rating  \\\n",
       "Rativa                                          USA          PG-13   \n",
       "Pirates of the Caribbean: At World's End        USA          PG-13   \n",
       "Ertceps                                          UK          PG-13   \n",
       "The Dark Knight Rises                           USA          PG-13   \n",
       "Star Wars: Episode VII - The Force Awakens      NaN            NaN   \n",
       "\n",
       "                                                 budget title_year  \\\n",
       "Rativa                                      237000000.0     2009.0   \n",
       "Pirates of the Caribbean: At World's End    300000000.0     2007.0   \n",
       "Ertceps                                     245000000.0     2015.0   \n",
       "The Dark Knight Rises                       250000000.0     2012.0   \n",
       "Star Wars: Episode VII - The Force Awakens          NaN        NaN   \n",
       "\n",
       "                                           actor_2_facebook_likes  imdb_score  \\\n",
       "Rativa                                                      936.0         7.9   \n",
       "Pirates of the Caribbean: At World's End                   5000.0         7.1   \n",
       "Ertceps                                                     393.0         6.8   \n",
       "The Dark Knight Rises                                     23000.0         8.5   \n",
       "Star Wars: Episode VII - The Force Awakens                   12.0         7.1   \n",
       "\n",
       "                                           aspect_ratio movie_facebook_likes  \n",
       "Rativa                                             1.78                33000  \n",
       "Pirates of the Caribbean: At World's End           2.35                    0  \n",
       "Ertceps                                            2.35                85000  \n",
       "The Dark Knight Rises                              2.35               164000  \n",
       "Star Wars: Episode VII - The Force Awakens          NaN                    0  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie3.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "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>In Color</th>\n",
       "      <th>Director Name</th>\n",
       "      <th>Critical Reviews</th>\n",
       "      <th>Duration</th>\n",
       "      <th>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>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",
       "      <th>has seen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Rativa</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>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",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pirates of the Caribbean: At World's End</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>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",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ertceps</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>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",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Dark Knight Rises</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>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",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</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>12.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           In Color      Director Name  \\\n",
       "Rativa                                        Color      James Cameron   \n",
       "Pirates of the Caribbean: At World's End      Color     Gore Verbinski   \n",
       "Ertceps                                       Color         Sam Mendes   \n",
       "The Dark Knight Rises                         Color  Christopher Nolan   \n",
       "Star Wars: Episode VII - The Force Awakens      NaN        Doug Walker   \n",
       "\n",
       "                                            Critical Reviews  Duration  \\\n",
       "Rativa                                                 723.0     178.0   \n",
       "Pirates of the Caribbean: At World's End               302.0     169.0   \n",
       "Ertceps                                                602.0     148.0   \n",
       "The Dark Knight Rises                                  813.0     164.0   \n",
       "Star Wars: Episode VII - The Force Awakens               NaN       NaN   \n",
       "\n",
       "                                              Likes  actor_3_facebook_likes  \\\n",
       "Rativa                                          0.0                   855.0   \n",
       "Pirates of the Caribbean: At World's End      563.0                  1000.0   \n",
       "Ertceps                                         0.0                   161.0   \n",
       "The Dark Knight Rises                       22000.0                 23000.0   \n",
       "Star Wars: Episode VII - The Force Awakens    131.0                     NaN   \n",
       "\n",
       "                                                actor_2_name  \\\n",
       "Rativa                                      Joel David Moore   \n",
       "Pirates of the Caribbean: At World's End       Orlando Bloom   \n",
       "Ertceps                                         Rory Kinnear   \n",
       "The Dark Knight Rises                         Christian Bale   \n",
       "Star Wars: Episode VII - The Force Awakens        Rob Walker   \n",
       "\n",
       "                                            actor_1_facebook_likes  \\\n",
       "Rativa                                                      1000.0   \n",
       "Pirates of the Caribbean: At World's End                   40000.0   \n",
       "Ertceps                                                    11000.0   \n",
       "The Dark Knight Rises                                      27000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                   131.0   \n",
       "\n",
       "                                                  gross  \\\n",
       "Rativa                                      760505847.0   \n",
       "Pirates of the Caribbean: At World's End    309404152.0   \n",
       "Ertceps                                     200074175.0   \n",
       "The Dark Knight Rises                       448130642.0   \n",
       "Star Wars: Episode VII - The Force Awakens          NaN   \n",
       "\n",
       "                                                                     genres  \\\n",
       "Rativa                                      Action|Adventure|Fantasy|Sci-Fi   \n",
       "Pirates of the Caribbean: At World's End           Action|Adventure|Fantasy   \n",
       "Ertceps                                           Action|Adventure|Thriller   \n",
       "The Dark Knight Rises                                       Action|Thriller   \n",
       "Star Wars: Episode VII - The Force Awakens                      Documentary   \n",
       "\n",
       "                                             ...    language  country  \\\n",
       "Rativa                                       ...     English      USA   \n",
       "Pirates of the Caribbean: At World's End     ...     English      USA   \n",
       "Ertceps                                      ...     English       UK   \n",
       "The Dark Knight Rises                        ...     English      USA   \n",
       "Star Wars: Episode VII - The Force Awakens   ...         NaN      NaN   \n",
       "\n",
       "                                            content_rating       budget  \\\n",
       "Rativa                                               PG-13  237000000.0   \n",
       "Pirates of the Caribbean: At World's End             PG-13  300000000.0   \n",
       "Ertceps                                              PG-13  245000000.0   \n",
       "The Dark Knight Rises                                PG-13  250000000.0   \n",
       "Star Wars: Episode VII - The Force Awakens             NaN          NaN   \n",
       "\n",
       "                                            title_year actor_2_facebook_likes  \\\n",
       "Rativa                                          2009.0                  936.0   \n",
       "Pirates of the Caribbean: At World's End        2007.0                 5000.0   \n",
       "Ertceps                                         2015.0                  393.0   \n",
       "The Dark Knight Rises                           2012.0                23000.0   \n",
       "Star Wars: Episode VII - The Force Awakens         NaN                   12.0   \n",
       "\n",
       "                                           imdb_score  aspect_ratio  \\\n",
       "Rativa                                            7.9          1.78   \n",
       "Pirates of the Caribbean: At World's End          7.1          2.35   \n",
       "Ertceps                                           6.8          2.35   \n",
       "The Dark Knight Rises                             8.5          2.35   \n",
       "Star Wars: Episode VII - The Force Awakens        7.1           NaN   \n",
       "\n",
       "                                           movie_facebook_likes has seen  \n",
       "Rativa                                                    33000        0  \n",
       "Pirates of the Caribbean: At World's End                      0        0  \n",
       "Ertceps                                                   85000        0  \n",
       "The Dark Knight Rises                                    164000        0  \n",
       "Star Wars: Episode VII - The Force Awakens                    0        0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie3['has seen'] = 0\n",
    "movie3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['In Color', 'Director Name', 'Critical Reviews', 'Duration', 'Likes',\n",
       "       'actor_3_facebook_likes', 'actor_2_name', 'actor_1_facebook_likes',\n",
       "       'gross', 'genres', 'actor_1_name', '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', 'has seen'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie3.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie['actor_director_facebook_likes'] = \\\n",
    "    (movie['actor_1_facebook_likes'] +\n",
    "     movie['actor_2_facebook_likes'] +\n",
    "     movie['actor_3_facebook_likes'] +\n",
    "     movie['director_facebook_likes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "122"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie['actor_director_facebook_likes'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie['actor_director_facebook_likes'] = \\\n",
    "movie['actor_director_facebook_likes'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     2791.0\n",
       "1    46563.0\n",
       "2    11554.0\n",
       "3    95000.0\n",
       "4        0.0\n",
       "5     2277.0\n",
       "6    39000.0\n",
       "7     1651.0\n",
       "8    66000.0\n",
       "9    46282.0\n",
       "Name: actor_director_facebook_likes, dtype: float64"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie['actor_director_facebook_likes'].head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie['is_cast_likes_more'] = \\\n",
    "    (movie['cast_total_facebook_likes'] >=\n",
    "     movie['actor_director_facebook_likes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie['is_cast_likes_more'].all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie = movie.drop('actor_director_facebook_likes', axis='columns')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie['actor_total_facebook_likes'] = \\\n",
    "    (movie['actor_1_facebook_likes'] +\n",
    "     movie['actor_2_facebook_likes'] +\n",
    "     movie['actor_3_facebook_likes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie['actor_total_facebook_likes'] = \\\n",
    "    movie['actor_total_facebook_likes'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie['is_cast_likes_more'] = \\\n",
    "    (movie['cast_total_facebook_likes'] >=\n",
    "     movie['actor_total_facebook_likes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie['is_cast_likes_more'].all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie['pct_actor_cast_like'] = \\\n",
    "    (movie['actor_total_facebook_likes'] / \n",
    "     movie['cast_total_facebook_likes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(movie['pct_actor_cast_like'].min(),\n",
    " movie['pct_actor_cast_like'].max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "movie_title\n",
       "Avatar                                        0.577369\n",
       "Pirates of the Caribbean: At World's End      0.951396\n",
       "Spectre                                       0.987521\n",
       "The Dark Knight Rises                         0.683783\n",
       "Star Wars: Episode VII - The Force Awakens    0.000000\n",
       "Name: pct_actor_cast_like, dtype: float64"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.set_index('movie_title')['pct_actor_cast_like'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profit_index = movie.columns.get_loc('gross') + 1\n",
    "profit_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie.insert(loc=profit_index, \n",
    "             column='profit',\n",
    "             value=movie['gross'] - movie['budget'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "# del movie['actor_director_facebook_likes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "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>profit</th>\n",
       "      <th>...</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",
       "      <th>is_cast_likes_more</th>\n",
       "      <th>actor_total_facebook_likes</th>\n",
       "      <th>pct_actor_cast_like</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>523505847.0</td>\n",
       "      <td>...</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",
       "      <td>True</td>\n",
       "      <td>2791.0</td>\n",
       "      <td>0.577369</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>9404152.0</td>\n",
       "      <td>...</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",
       "      <td>True</td>\n",
       "      <td>46000.0</td>\n",
       "      <td>0.951396</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>-44925825.0</td>\n",
       "      <td>...</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",
       "      <td>True</td>\n",
       "      <td>11554.0</td>\n",
       "      <td>0.987521</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>198130642.0</td>\n",
       "      <td>...</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",
       "      <td>True</td>\n",
       "      <td>73000.0</td>\n",
       "      <td>0.683783</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>NaN</td>\n",
       "      <td>...</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",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</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>-190641321.0</td>\n",
       "      <td>...</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",
       "      <td>True</td>\n",
       "      <td>1802.0</td>\n",
       "      <td>0.962093</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>78530303.0</td>\n",
       "      <td>...</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",
       "      <td>True</td>\n",
       "      <td>39000.0</td>\n",
       "      <td>0.846814</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>-59192738.0</td>\n",
       "      <td>...</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",
       "      <td>True</td>\n",
       "      <td>1636.0</td>\n",
       "      <td>0.803536</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>208991599.0</td>\n",
       "      <td>...</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",
       "      <td>True</td>\n",
       "      <td>66000.0</td>\n",
       "      <td>0.717391</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>51956980.0</td>\n",
       "      <td>...</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",
       "      <td>True</td>\n",
       "      <td>46000.0</td>\n",
       "      <td>0.782939</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 32 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",
       "\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",
       "\n",
       "   actor_1_facebook_likes        gross       profit         ...           \\\n",
       "0                  1000.0  760505847.0  523505847.0         ...            \n",
       "1                 40000.0  309404152.0    9404152.0         ...            \n",
       "2                 11000.0  200074175.0  -44925825.0         ...            \n",
       "3                 27000.0  448130642.0  198130642.0         ...            \n",
       "4                   131.0          NaN          NaN         ...            \n",
       "5                   640.0   73058679.0 -190641321.0         ...            \n",
       "6                 24000.0  336530303.0   78530303.0         ...            \n",
       "7                   799.0  200807262.0  -59192738.0         ...            \n",
       "8                 26000.0  458991599.0  208991599.0         ...            \n",
       "9                 25000.0  301956980.0   51956980.0         ...            \n",
       "\n",
       "  content_rating       budget title_year  actor_2_facebook_likes  imdb_score  \\\n",
       "0          PG-13  237000000.0     2009.0                   936.0         7.9   \n",
       "1          PG-13  300000000.0     2007.0                  5000.0         7.1   \n",
       "2          PG-13  245000000.0     2015.0                   393.0         6.8   \n",
       "3          PG-13  250000000.0     2012.0                 23000.0         8.5   \n",
       "4            NaN          NaN        NaN                    12.0         7.1   \n",
       "5          PG-13  263700000.0     2012.0                   632.0         6.6   \n",
       "6          PG-13  258000000.0     2007.0                 11000.0         6.2   \n",
       "7             PG  260000000.0     2010.0                   553.0         7.8   \n",
       "8          PG-13  250000000.0     2015.0                 21000.0         7.5   \n",
       "9             PG  250000000.0     2009.0                 11000.0         7.5   \n",
       "\n",
       "  aspect_ratio  movie_facebook_likes is_cast_likes_more  \\\n",
       "0         1.78                 33000               True   \n",
       "1         2.35                     0               True   \n",
       "2         2.35                 85000               True   \n",
       "3         2.35                164000               True   \n",
       "4          NaN                     0               True   \n",
       "5         2.35                 24000               True   \n",
       "6         2.35                     0               True   \n",
       "7         1.85                 29000               True   \n",
       "8         2.35                118000               True   \n",
       "9         2.35                 10000               True   \n",
       "\n",
       "  actor_total_facebook_likes  pct_actor_cast_like  \n",
       "0                     2791.0             0.577369  \n",
       "1                    46000.0             0.951396  \n",
       "2                    11554.0             0.987521  \n",
       "3                    73000.0             0.683783  \n",
       "4                        0.0             0.000000  \n",
       "5                     1802.0             0.962093  \n",
       "6                    39000.0             0.846814  \n",
       "7                     1636.0             0.803536  \n",
       "8                    66000.0             0.717391  \n",
       "9                    46000.0             0.782939  \n",
       "\n",
       "[10 rows x 32 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie = pd.read_csv('data/movie.csv', \n",
    "                    index_col='movie_title')\n",
    "movie_actor_director = movie[['actor_1_name', 'actor_2_name', 'actor_3_name', 'director_name']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_3_name</th>\n",
       "      <th>director_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movie_title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>Wes Studi</td>\n",
       "      <td>James Cameron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pirates of the Caribbean: At World's End</th>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>Jack Davenport</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>Christoph Waltz</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>Stephanie Sigman</td>\n",
       "      <td>Sam Mendes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Dark Knight Rises</th>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>Joseph Gordon-Levitt</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Doug Walker</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               actor_1_name      actor_2_name  \\\n",
       "movie_title                                                                     \n",
       "Avatar                                          CCH Pounder  Joel David Moore   \n",
       "Pirates of the Caribbean: At World's End        Johnny Depp     Orlando Bloom   \n",
       "Spectre                                     Christoph Waltz      Rory Kinnear   \n",
       "The Dark Knight Rises                             Tom Hardy    Christian Bale   \n",
       "Star Wars: Episode VII - The Force Awakens      Doug Walker        Rob Walker   \n",
       "\n",
       "                                                    actor_3_name  \\\n",
       "movie_title                                                        \n",
       "Avatar                                                 Wes Studi   \n",
       "Pirates of the Caribbean: At World's End          Jack Davenport   \n",
       "Spectre                                         Stephanie Sigman   \n",
       "The Dark Knight Rises                       Joseph Gordon-Levitt   \n",
       "Star Wars: Episode VII - The Force Awakens                   NaN   \n",
       "\n",
       "                                                director_name  \n",
       "movie_title                                                    \n",
       "Avatar                                          James Cameron  \n",
       "Pirates of the Caribbean: At World's End       Gore Verbinski  \n",
       "Spectre                                            Sam Mendes  \n",
       "The Dark Knight Rises                       Christopher Nolan  \n",
       "Star Wars: Episode VII - The Force Awakens        Doug Walker  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_actor_director.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Doug Walker</td>\n",
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      "text/plain": [
       "                                                director_name\n",
       "movie_title                                                  \n",
       "Avatar                                          James Cameron\n",
       "Pirates of the Caribbean: At World's End       Gore Verbinski\n",
       "Spectre                                            Sam Mendes\n",
       "The Dark Knight Rises                       Christopher Nolan\n",
       "Star Wars: Episode VII - The Force Awakens        Doug Walker"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie[['director_name']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "float64    13\n",
       "int64       3\n",
       "object     11\n",
       "dtype: int64"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.get_dtype_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "                                            num_voted_users  \\\n",
       "movie_title                                                   \n",
       "Avatar                                               886204   \n",
       "Pirates of the Caribbean: At World's End             471220   \n",
       "Spectre                                              275868   \n",
       "The Dark Knight Rises                               1144337   \n",
       "Star Wars: Episode VII - The Force Awakens                8   \n",
       "\n",
       "                                            cast_total_facebook_likes  \\\n",
       "movie_title                                                             \n",
       "Avatar                                                           4834   \n",
       "Pirates of the Caribbean: At World's End                        48350   \n",
       "Spectre                                                         11700   \n",
       "The Dark Knight Rises                                          106759   \n",
       "Star Wars: Episode VII - The Force Awakens                        143   \n",
       "\n",
       "                                            movie_facebook_likes  \n",
       "movie_title                                                       \n",
       "Avatar                                                     33000  \n",
       "Pirates of the Caribbean: At World's End                       0  \n",
       "Spectre                                                    85000  \n",
       "The Dark Knight Rises                                     164000  \n",
       "Star Wars: Episode VII - The Force Awakens                     0  "
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.select_dtypes(include=['int']).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
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       "      <td>169.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>11000.0</td>\n",
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       "      <td>11700</td>\n",
       "      <td>1.0</td>\n",
       "      <td>994.0</td>\n",
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       "      <td>393.0</td>\n",
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      "text/plain": [
       "                                            num_critic_for_reviews  duration  \\\n",
       "movie_title                                                                    \n",
       "Avatar                                                       723.0     178.0   \n",
       "Pirates of the Caribbean: At World's End                     302.0     169.0   \n",
       "Spectre                                                      602.0     148.0   \n",
       "The Dark Knight Rises                                        813.0     164.0   \n",
       "Star Wars: Episode VII - The Force Awakens                     NaN       NaN   \n",
       "\n",
       "                                            director_facebook_likes  \\\n",
       "movie_title                                                           \n",
       "Avatar                                                          0.0   \n",
       "Pirates of the Caribbean: At World's End                      563.0   \n",
       "Spectre                                                         0.0   \n",
       "The Dark Knight Rises                                       22000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                    131.0   \n",
       "\n",
       "                                            actor_3_facebook_likes  \\\n",
       "movie_title                                                          \n",
       "Avatar                                                       855.0   \n",
       "Pirates of the Caribbean: At World's End                    1000.0   \n",
       "Spectre                                                      161.0   \n",
       "The Dark Knight Rises                                      23000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                     NaN   \n",
       "\n",
       "                                            actor_1_facebook_likes  \\\n",
       "movie_title                                                          \n",
       "Avatar                                                      1000.0   \n",
       "Pirates of the Caribbean: At World's End                   40000.0   \n",
       "Spectre                                                    11000.0   \n",
       "The Dark Knight Rises                                      27000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                   131.0   \n",
       "\n",
       "                                                  gross  num_voted_users  \\\n",
       "movie_title                                                                \n",
       "Avatar                                      760505847.0           886204   \n",
       "Pirates of the Caribbean: At World's End    309404152.0           471220   \n",
       "Spectre                                     200074175.0           275868   \n",
       "The Dark Knight Rises                       448130642.0          1144337   \n",
       "Star Wars: Episode VII - The Force Awakens          NaN                8   \n",
       "\n",
       "                                            cast_total_facebook_likes  \\\n",
       "movie_title                                                             \n",
       "Avatar                                                           4834   \n",
       "Pirates of the Caribbean: At World's End                        48350   \n",
       "Spectre                                                         11700   \n",
       "The Dark Knight Rises                                          106759   \n",
       "Star Wars: Episode VII - The Force Awakens                        143   \n",
       "\n",
       "                                            facenumber_in_poster  \\\n",
       "movie_title                                                        \n",
       "Avatar                                                       0.0   \n",
       "Pirates of the Caribbean: At World's End                     0.0   \n",
       "Spectre                                                      1.0   \n",
       "The Dark Knight Rises                                        0.0   \n",
       "Star Wars: Episode VII - The Force Awakens                   0.0   \n",
       "\n",
       "                                            num_user_for_reviews       budget  \\\n",
       "movie_title                                                                     \n",
       "Avatar                                                    3054.0  237000000.0   \n",
       "Pirates of the Caribbean: At World's End                  1238.0  300000000.0   \n",
       "Spectre                                                    994.0  245000000.0   \n",
       "The Dark Knight Rises                                     2701.0  250000000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                   NaN          NaN   \n",
       "\n",
       "                                            title_year  \\\n",
       "movie_title                                              \n",
       "Avatar                                          2009.0   \n",
       "Pirates of the Caribbean: At World's End        2007.0   \n",
       "Spectre                                         2015.0   \n",
       "The Dark Knight Rises                           2012.0   \n",
       "Star Wars: Episode VII - The Force Awakens         NaN   \n",
       "\n",
       "                                            actor_2_facebook_likes  \\\n",
       "movie_title                                                          \n",
       "Avatar                                                       936.0   \n",
       "Pirates of the Caribbean: At World's End                    5000.0   \n",
       "Spectre                                                      393.0   \n",
       "The Dark Knight Rises                                      23000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                    12.0   \n",
       "\n",
       "                                            imdb_score  aspect_ratio  \\\n",
       "movie_title                                                            \n",
       "Avatar                                             7.9          1.78   \n",
       "Pirates of the Caribbean: At World's End           7.1          2.35   \n",
       "Spectre                                            6.8          2.35   \n",
       "The Dark Knight Rises                              8.5          2.35   \n",
       "Star Wars: Episode VII - The Force Awakens         7.1           NaN   \n",
       "\n",
       "                                            movie_facebook_likes  \n",
       "movie_title                                                       \n",
       "Avatar                                                     33000  \n",
       "Pirates of the Caribbean: At World's End                       0  \n",
       "Spectre                                                    85000  \n",
       "The Dark Knight Rises                                     164000  \n",
       "Star Wars: Episode VII - The Force Awakens                     0  "
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.select_dtypes(include=['number']).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
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       "      <th>movie_facebook_likes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movie_title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>0.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>4834</td>\n",
       "      <td>936.0</td>\n",
       "      <td>33000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pirates of the Caribbean: At World's End</th>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>48350</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>0.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>11700</td>\n",
       "      <td>393.0</td>\n",
       "      <td>85000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Dark Knight Rises</th>\n",
       "      <td>22000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>106759</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>143</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            director_facebook_likes  \\\n",
       "movie_title                                                           \n",
       "Avatar                                                          0.0   \n",
       "Pirates of the Caribbean: At World's End                      563.0   \n",
       "Spectre                                                         0.0   \n",
       "The Dark Knight Rises                                       22000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                    131.0   \n",
       "\n",
       "                                            actor_3_facebook_likes  \\\n",
       "movie_title                                                          \n",
       "Avatar                                                       855.0   \n",
       "Pirates of the Caribbean: At World's End                    1000.0   \n",
       "Spectre                                                      161.0   \n",
       "The Dark Knight Rises                                      23000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                     NaN   \n",
       "\n",
       "                                            actor_1_facebook_likes  \\\n",
       "movie_title                                                          \n",
       "Avatar                                                      1000.0   \n",
       "Pirates of the Caribbean: At World's End                   40000.0   \n",
       "Spectre                                                    11000.0   \n",
       "The Dark Knight Rises                                      27000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                   131.0   \n",
       "\n",
       "                                            cast_total_facebook_likes  \\\n",
       "movie_title                                                             \n",
       "Avatar                                                           4834   \n",
       "Pirates of the Caribbean: At World's End                        48350   \n",
       "Spectre                                                         11700   \n",
       "The Dark Knight Rises                                          106759   \n",
       "Star Wars: Episode VII - The Force Awakens                        143   \n",
       "\n",
       "                                            actor_2_facebook_likes  \\\n",
       "movie_title                                                          \n",
       "Avatar                                                       936.0   \n",
       "Pirates of the Caribbean: At World's End                    5000.0   \n",
       "Spectre                                                      393.0   \n",
       "The Dark Knight Rises                                      23000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                    12.0   \n",
       "\n",
       "                                            movie_facebook_likes  \n",
       "movie_title                                                       \n",
       "Avatar                                                     33000  \n",
       "Pirates of the Caribbean: At World's End                       0  \n",
       "Spectre                                                    85000  \n",
       "The Dark Knight Rises                                     164000  \n",
       "Star Wars: Episode VII - The Force Awakens                     0  "
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.filter(like='facebook').head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>actor_3_facebook_likes</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_1_facebook_likes</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>actor_3_name</th>\n",
       "      <th>actor_2_facebook_likes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movie_title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>855.0</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Wes Studi</td>\n",
       "      <td>936.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pirates of the Caribbean: At World's End</th>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Jack Davenport</td>\n",
       "      <td>5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spectre</th>\n",
       "      <td>161.0</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>Christoph Waltz</td>\n",
       "      <td>Stephanie Sigman</td>\n",
       "      <td>393.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Dark Knight Rises</th>\n",
       "      <td>23000.0</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>Joseph Gordon-Levitt</td>\n",
       "      <td>23000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>131.0</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            actor_3_facebook_likes  \\\n",
       "movie_title                                                          \n",
       "Avatar                                                       855.0   \n",
       "Pirates of the Caribbean: At World's End                    1000.0   \n",
       "Spectre                                                      161.0   \n",
       "The Dark Knight Rises                                      23000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                     NaN   \n",
       "\n",
       "                                                actor_2_name  \\\n",
       "movie_title                                                    \n",
       "Avatar                                      Joel David Moore   \n",
       "Pirates of the Caribbean: At World's End       Orlando Bloom   \n",
       "Spectre                                         Rory Kinnear   \n",
       "The Dark Knight Rises                         Christian Bale   \n",
       "Star Wars: Episode VII - The Force Awakens        Rob Walker   \n",
       "\n",
       "                                            actor_1_facebook_likes  \\\n",
       "movie_title                                                          \n",
       "Avatar                                                      1000.0   \n",
       "Pirates of the Caribbean: At World's End                   40000.0   \n",
       "Spectre                                                    11000.0   \n",
       "The Dark Knight Rises                                      27000.0   \n",
       "Star Wars: Episode VII - The Force Awakens                   131.0   \n",
       "\n",
       "                                               actor_1_name  \\\n",
       "movie_title                                                   \n",
       "Avatar                                          CCH Pounder   \n",
       "Pirates of the Caribbean: At World's End        Johnny Depp   \n",
       "Spectre                                     Christoph Waltz   \n",
       "The Dark Knight Rises                             Tom Hardy   \n",
       "Star Wars: Episode VII - The Force Awakens      Doug Walker   \n",
       "\n",
       "                                                    actor_3_name  \\\n",
       "movie_title                                                        \n",
       "Avatar                                                 Wes Studi   \n",
       "Pirates of the Caribbean: At World's End          Jack Davenport   \n",
       "Spectre                                         Stephanie Sigman   \n",
       "The Dark Knight Rises                       Joseph Gordon-Levitt   \n",
       "Star Wars: Episode VII - The Force Awakens                   NaN   \n",
       "\n",
       "                                            actor_2_facebook_likes  \n",
       "movie_title                                                         \n",
       "Avatar                                                       936.0  \n",
       "Pirates of the Caribbean: At World's End                    5000.0  \n",
       "Spectre                                                      393.0  \n",
       "The Dark Knight Rises                                      23000.0  \n",
       "Star Wars: Episode VII - The Force Awakens                    12.0  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.filter(regex='\\d').head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>color</th>\n",
       "      <th>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>duration</th>\n",
       "      <th>director_facebook_likes</th>\n",
       "      <th>actor_3_facebook_likes</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_1_facebook_likes</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>...</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>country</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>actor_2_facebook_likes</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>aspect_ratio</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>760505847.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>936.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1.78</td>\n",
       "      <td>33000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>302.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>602.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>994.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>85000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Color</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>813.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   color      director_name  num_critic_for_reviews  duration  \\\n",
       "0  Color      James Cameron                   723.0     178.0   \n",
       "1  Color     Gore Verbinski                   302.0     169.0   \n",
       "2  Color         Sam Mendes                   602.0     148.0   \n",
       "3  Color  Christopher Nolan                   813.0     164.0   \n",
       "4    NaN        Doug Walker                     NaN       NaN   \n",
       "\n",
       "   director_facebook_likes  actor_3_facebook_likes      actor_2_name  \\\n",
       "0                      0.0                   855.0  Joel David Moore   \n",
       "1                    563.0                  1000.0     Orlando Bloom   \n",
       "2                      0.0                   161.0      Rory Kinnear   \n",
       "3                  22000.0                 23000.0    Christian Bale   \n",
       "4                    131.0                     NaN        Rob Walker   \n",
       "\n",
       "   actor_1_facebook_likes        gross                           genres  \\\n",
       "0                  1000.0  760505847.0  Action|Adventure|Fantasy|Sci-Fi   \n",
       "1                 40000.0  309404152.0         Action|Adventure|Fantasy   \n",
       "2                 11000.0  200074175.0        Action|Adventure|Thriller   \n",
       "3                 27000.0  448130642.0                  Action|Thriller   \n",
       "4                   131.0          NaN                      Documentary   \n",
       "\n",
       "          ...          num_user_for_reviews language  country  content_rating  \\\n",
       "0         ...                        3054.0  English      USA           PG-13   \n",
       "1         ...                        1238.0  English      USA           PG-13   \n",
       "2         ...                         994.0  English       UK           PG-13   \n",
       "3         ...                        2701.0  English      USA           PG-13   \n",
       "4         ...                           NaN      NaN      NaN             NaN   \n",
       "\n",
       "        budget  title_year actor_2_facebook_likes imdb_score  aspect_ratio  \\\n",
       "0  237000000.0      2009.0                  936.0        7.9          1.78   \n",
       "1  300000000.0      2007.0                 5000.0        7.1          2.35   \n",
       "2  245000000.0      2015.0                  393.0        6.8          2.35   \n",
       "3  250000000.0      2012.0                23000.0        8.5          2.35   \n",
       "4          NaN         NaN                   12.0        7.1           NaN   \n",
       "\n",
       "  movie_facebook_likes  \n",
       "0                33000  \n",
       "1                    0  \n",
       "2                85000  \n",
       "3               164000  \n",
       "4                    0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie = pd.read_csv('data/movie.csv')\n",
    "movie.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['color', 'director_name', 'num_critic_for_reviews', 'duration',\n",
       "       'director_facebook_likes', 'actor_3_facebook_likes', 'actor_2_name',\n",
       "       'actor_1_facebook_likes', 'gross', 'genres', 'actor_1_name',\n",
       "       'movie_title', 'num_voted_users', 'cast_total_facebook_likes',\n",
       "       'actor_3_name', 'facenumber_in_poster', 'plot_keywords',\n",
       "       'movie_imdb_link', 'num_user_for_reviews', 'language', 'country',\n",
       "       'content_rating', 'budget', 'title_year', 'actor_2_facebook_likes',\n",
       "       'imdb_score', 'aspect_ratio', 'movie_facebook_likes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Clean up order of columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "disc_core = ['movie_title', 'title_year', 'content_rating', 'genres']\n",
    "disc_people = ['director_name', 'actor_1_name', 'actor_2_name', 'actor_3_name']\n",
    "disc_other = ['color', 'country', 'language', 'plot_keywords', 'movie_imdb_link']\n",
    "cont_fb = ['director_facebook_likes', 'actor_1_facebook_likes', 'actor_2_facebook_likes', 'actor_3_facebook_likes', 'cast_total_facebook_likes', 'movie_facebook_likes']\n",
    "cont_finance = ['budget', 'gross']\n",
    "cont_num_reviews = ['num_voted_users', 'num_user_for_reviews', 'num_critic_for_reviews']\n",
    "cont_other = ['imdb_score', 'duration', 'aspect_ratio', 'facenumber_in_poster']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_col_order = disc_core + disc_people + \\\n",
    "                disc_other + cont_fb + \\\n",
    "                cont_finance + \\\n",
    "                cont_num_reviews + \\\n",
    "                cont_other"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['movie_title',\n",
       " 'title_year',\n",
       " 'content_rating',\n",
       " 'genres',\n",
       " 'director_name',\n",
       " 'actor_1_name',\n",
       " 'actor_2_name',\n",
       " 'actor_3_name',\n",
       " 'color',\n",
       " 'country',\n",
       " 'language',\n",
       " 'plot_keywords',\n",
       " 'movie_imdb_link',\n",
       " 'director_facebook_likes',\n",
       " 'actor_1_facebook_likes',\n",
       " 'actor_2_facebook_likes',\n",
       " 'actor_3_facebook_likes',\n",
       " 'cast_total_facebook_likes',\n",
       " 'movie_facebook_likes',\n",
       " 'budget',\n",
       " 'gross',\n",
       " 'num_voted_users',\n",
       " 'num_user_for_reviews',\n",
       " 'num_critic_for_reviews',\n",
       " 'imdb_score',\n",
       " 'duration',\n",
       " 'aspect_ratio',\n",
       " 'facenumber_in_poster']"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_col_order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(movie.columns) == set(new_col_order)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['color', 'director_name', 'num_critic_for_reviews', 'duration',\n",
       "       'director_facebook_likes', 'actor_3_facebook_likes', 'actor_2_name',\n",
       "       'actor_1_facebook_likes', 'gross', 'genres', 'actor_1_name',\n",
       "       'movie_title', 'num_voted_users', 'cast_total_facebook_likes',\n",
       "       'actor_3_name', 'facenumber_in_poster', 'plot_keywords',\n",
       "       'movie_imdb_link', 'num_user_for_reviews', 'language', 'country',\n",
       "       'content_rating', 'budget', 'title_year', 'actor_2_facebook_likes',\n",
       "       'imdb_score', 'aspect_ratio', 'movie_facebook_likes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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>movie_title</th>\n",
       "      <th>title_year</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>genres</th>\n",
       "      <th>director_name</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_3_name</th>\n",
       "      <th>color</th>\n",
       "      <th>country</th>\n",
       "      <th>...</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>duration</th>\n",
       "      <th>aspect_ratio</th>\n",
       "      <th>facenumber_in_poster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>Wes Studi</td>\n",
       "      <td>Color</td>\n",
       "      <td>USA</td>\n",
       "      <td>...</td>\n",
       "      <td>33000</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>760505847.0</td>\n",
       "      <td>886204</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>723.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>178.0</td>\n",
       "      <td>1.78</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>Jack Davenport</td>\n",
       "      <td>Color</td>\n",
       "      <td>USA</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>471220</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>302.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>169.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Spectre</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>Christoph Waltz</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>Stephanie Sigman</td>\n",
       "      <td>Color</td>\n",
       "      <td>UK</td>\n",
       "      <td>...</td>\n",
       "      <td>85000</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>275868</td>\n",
       "      <td>994.0</td>\n",
       "      <td>602.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>148.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>Joseph Gordon-Levitt</td>\n",
       "      <td>Color</td>\n",
       "      <td>USA</td>\n",
       "      <td>...</td>\n",
       "      <td>164000</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>1144337</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>813.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>164.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  movie_title  title_year content_rating  \\\n",
       "0                                      Avatar      2009.0          PG-13   \n",
       "1    Pirates of the Caribbean: At World's End      2007.0          PG-13   \n",
       "2                                     Spectre      2015.0          PG-13   \n",
       "3                       The Dark Knight Rises      2012.0          PG-13   \n",
       "4  Star Wars: Episode VII - The Force Awakens         NaN            NaN   \n",
       "\n",
       "                            genres      director_name     actor_1_name  \\\n",
       "0  Action|Adventure|Fantasy|Sci-Fi      James Cameron      CCH Pounder   \n",
       "1         Action|Adventure|Fantasy     Gore Verbinski      Johnny Depp   \n",
       "2        Action|Adventure|Thriller         Sam Mendes  Christoph Waltz   \n",
       "3                  Action|Thriller  Christopher Nolan        Tom Hardy   \n",
       "4                      Documentary        Doug Walker      Doug Walker   \n",
       "\n",
       "       actor_2_name          actor_3_name  color country  \\\n",
       "0  Joel David Moore             Wes Studi  Color     USA   \n",
       "1     Orlando Bloom        Jack Davenport  Color     USA   \n",
       "2      Rory Kinnear      Stephanie Sigman  Color      UK   \n",
       "3    Christian Bale  Joseph Gordon-Levitt  Color     USA   \n",
       "4        Rob Walker                   NaN    NaN     NaN   \n",
       "\n",
       "           ...          movie_facebook_likes       budget        gross  \\\n",
       "0          ...                         33000  237000000.0  760505847.0   \n",
       "1          ...                             0  300000000.0  309404152.0   \n",
       "2          ...                         85000  245000000.0  200074175.0   \n",
       "3          ...                        164000  250000000.0  448130642.0   \n",
       "4          ...                             0          NaN          NaN   \n",
       "\n",
       "   num_voted_users  num_user_for_reviews  num_critic_for_reviews  imdb_score  \\\n",
       "0           886204                3054.0                   723.0         7.9   \n",
       "1           471220                1238.0                   302.0         7.1   \n",
       "2           275868                 994.0                   602.0         6.8   \n",
       "3          1144337                2701.0                   813.0         8.5   \n",
       "4                8                   NaN                     NaN         7.1   \n",
       "\n",
       "   duration  aspect_ratio  facenumber_in_poster  \n",
       "0     178.0          1.78                   0.0  \n",
       "1     169.0          2.35                   0.0  \n",
       "2     148.0          2.35                   1.0  \n",
       "3     164.0          2.35                   0.0  \n",
       "4       NaN           NaN                   0.0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie2 = movie[new_col_order]\n",
    "movie2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4916, 28)"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "137648"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4916"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(movie)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "color                        4897\n",
       "director_name                4814\n",
       "num_critic_for_reviews       4867\n",
       "duration                     4901\n",
       "director_facebook_likes      4814\n",
       "actor_3_facebook_likes       4893\n",
       "actor_2_name                 4903\n",
       "actor_1_facebook_likes       4909\n",
       "gross                        4054\n",
       "genres                       4916\n",
       "actor_1_name                 4909\n",
       "movie_title                  4916\n",
       "num_voted_users              4916\n",
       "cast_total_facebook_likes    4916\n",
       "actor_3_name                 4893\n",
       "facenumber_in_poster         4903\n",
       "plot_keywords                4764\n",
       "movie_imdb_link              4916\n",
       "num_user_for_reviews         4895\n",
       "language                     4904\n",
       "country                      4911\n",
       "content_rating               4616\n",
       "budget                       4432\n",
       "title_year                   4810\n",
       "actor_2_facebook_likes       4903\n",
       "imdb_score                   4916\n",
       "aspect_ratio                 4590\n",
       "movie_facebook_likes         4916\n",
       "dtype: int64"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "num_critic_for_reviews          1.00\n",
       "duration                        7.00\n",
       "director_facebook_likes         0.00\n",
       "actor_3_facebook_likes          0.00\n",
       "actor_1_facebook_likes          0.00\n",
       "gross                         162.00\n",
       "num_voted_users                 5.00\n",
       "cast_total_facebook_likes       0.00\n",
       "facenumber_in_poster            0.00\n",
       "num_user_for_reviews            1.00\n",
       "budget                        218.00\n",
       "title_year                   1916.00\n",
       "actor_2_facebook_likes          0.00\n",
       "imdb_score                      1.60\n",
       "aspect_ratio                    1.18\n",
       "movie_facebook_likes            0.00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "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>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_1_facebook_likes</th>\n",
       "      <th>gross</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>cast_total_facebook_likes</th>\n",
       "      <th>facenumber_in_poster</th>\n",
       "      <th>num_user_for_reviews</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>count</th>\n",
       "      <td>4867.000000</td>\n",
       "      <td>4901.000000</td>\n",
       "      <td>4814.000000</td>\n",
       "      <td>4893.000000</td>\n",
       "      <td>4909.000000</td>\n",
       "      <td>4.054000e+03</td>\n",
       "      <td>4.916000e+03</td>\n",
       "      <td>4916.000000</td>\n",
       "      <td>4903.000000</td>\n",
       "      <td>4895.000000</td>\n",
       "      <td>4.432000e+03</td>\n",
       "      <td>4810.000000</td>\n",
       "      <td>4903.000000</td>\n",
       "      <td>4916.000000</td>\n",
       "      <td>4590.000000</td>\n",
       "      <td>4916.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>137.988905</td>\n",
       "      <td>107.090798</td>\n",
       "      <td>691.014541</td>\n",
       "      <td>631.276313</td>\n",
       "      <td>6494.488491</td>\n",
       "      <td>4.764451e+07</td>\n",
       "      <td>8.264492e+04</td>\n",
       "      <td>9579.815907</td>\n",
       "      <td>1.377320</td>\n",
       "      <td>267.668846</td>\n",
       "      <td>3.654749e+07</td>\n",
       "      <td>2002.447609</td>\n",
       "      <td>1621.923516</td>\n",
       "      <td>6.437429</td>\n",
       "      <td>2.222349</td>\n",
       "      <td>7348.294142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>120.239379</td>\n",
       "      <td>25.286015</td>\n",
       "      <td>2832.954125</td>\n",
       "      <td>1625.874802</td>\n",
       "      <td>15106.986884</td>\n",
       "      <td>6.737255e+07</td>\n",
       "      <td>1.383222e+05</td>\n",
       "      <td>18164.316990</td>\n",
       "      <td>2.023826</td>\n",
       "      <td>372.934839</td>\n",
       "      <td>1.002427e+08</td>\n",
       "      <td>12.453977</td>\n",
       "      <td>4011.299523</td>\n",
       "      <td>1.127802</td>\n",
       "      <td>1.402940</td>\n",
       "      <td>19206.016458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.620000e+02</td>\n",
       "      <td>5.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.180000e+02</td>\n",
       "      <td>1916.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>1.180000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>49.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>132.000000</td>\n",
       "      <td>607.000000</td>\n",
       "      <td>5.019656e+06</td>\n",
       "      <td>8.361750e+03</td>\n",
       "      <td>1394.750000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>6.000000e+06</td>\n",
       "      <td>1999.000000</td>\n",
       "      <td>277.000000</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>1.850000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>108.000000</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>982.000000</td>\n",
       "      <td>2.504396e+07</td>\n",
       "      <td>3.313250e+04</td>\n",
       "      <td>3049.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>153.000000</td>\n",
       "      <td>1.985000e+07</td>\n",
       "      <td>2005.000000</td>\n",
       "      <td>593.000000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>2.350000</td>\n",
       "      <td>159.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>191.000000</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>189.750000</td>\n",
       "      <td>633.000000</td>\n",
       "      <td>11000.000000</td>\n",
       "      <td>6.110841e+07</td>\n",
       "      <td>9.377275e+04</td>\n",
       "      <td>13616.750000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>320.500000</td>\n",
       "      <td>4.300000e+07</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>912.000000</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>2.350000</td>\n",
       "      <td>2000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>813.000000</td>\n",
       "      <td>511.000000</td>\n",
       "      <td>23000.000000</td>\n",
       "      <td>23000.000000</td>\n",
       "      <td>640000.000000</td>\n",
       "      <td>7.605058e+08</td>\n",
       "      <td>1.689764e+06</td>\n",
       "      <td>656730.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>5060.000000</td>\n",
       "      <td>4.200000e+09</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>137000.000000</td>\n",
       "      <td>9.500000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>349000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       num_critic_for_reviews     duration  director_facebook_likes  \\\n",
       "count             4867.000000  4901.000000              4814.000000   \n",
       "mean               137.988905   107.090798               691.014541   \n",
       "std                120.239379    25.286015              2832.954125   \n",
       "min                  1.000000     7.000000                 0.000000   \n",
       "25%                 49.000000    93.000000                 7.000000   \n",
       "50%                108.000000   103.000000                48.000000   \n",
       "75%                191.000000   118.000000               189.750000   \n",
       "max                813.000000   511.000000             23000.000000   \n",
       "\n",
       "       actor_3_facebook_likes  actor_1_facebook_likes         gross  \\\n",
       "count             4893.000000             4909.000000  4.054000e+03   \n",
       "mean               631.276313             6494.488491  4.764451e+07   \n",
       "std               1625.874802            15106.986884  6.737255e+07   \n",
       "min                  0.000000                0.000000  1.620000e+02   \n",
       "25%                132.000000              607.000000  5.019656e+06   \n",
       "50%                366.000000              982.000000  2.504396e+07   \n",
       "75%                633.000000            11000.000000  6.110841e+07   \n",
       "max              23000.000000           640000.000000  7.605058e+08   \n",
       "\n",
       "       num_voted_users  cast_total_facebook_likes  facenumber_in_poster  \\\n",
       "count     4.916000e+03                4916.000000           4903.000000   \n",
       "mean      8.264492e+04                9579.815907              1.377320   \n",
       "std       1.383222e+05               18164.316990              2.023826   \n",
       "min       5.000000e+00                   0.000000              0.000000   \n",
       "25%       8.361750e+03                1394.750000              0.000000   \n",
       "50%       3.313250e+04                3049.000000              1.000000   \n",
       "75%       9.377275e+04               13616.750000              2.000000   \n",
       "max       1.689764e+06              656730.000000             43.000000   \n",
       "\n",
       "       num_user_for_reviews        budget   title_year  \\\n",
       "count           4895.000000  4.432000e+03  4810.000000   \n",
       "mean             267.668846  3.654749e+07  2002.447609   \n",
       "std              372.934839  1.002427e+08    12.453977   \n",
       "min                1.000000  2.180000e+02  1916.000000   \n",
       "25%               64.000000  6.000000e+06  1999.000000   \n",
       "50%              153.000000  1.985000e+07  2005.000000   \n",
       "75%              320.500000  4.300000e+07  2011.000000   \n",
       "max             5060.000000  4.200000e+09  2016.000000   \n",
       "\n",
       "       actor_2_facebook_likes   imdb_score  aspect_ratio  movie_facebook_likes  \n",
       "count             4903.000000  4916.000000   4590.000000           4916.000000  \n",
       "mean              1621.923516     6.437429      2.222349           7348.294142  \n",
       "std               4011.299523     1.127802      1.402940          19206.016458  \n",
       "min                  0.000000     1.600000      1.180000              0.000000  \n",
       "25%                277.000000     5.800000      1.850000              0.000000  \n",
       "50%                593.000000     6.600000      2.350000            159.000000  \n",
       "75%                912.000000     7.200000      2.350000           2000.000000  \n",
       "max             137000.000000     9.500000     16.000000         349000.000000  "
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></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_1_facebook_likes</th>\n",
       "      <th>gross</th>\n",
       "      <th>num_voted_users</th>\n",
       "      <th>cast_total_facebook_likes</th>\n",
       "      <th>facenumber_in_poster</th>\n",
       "      <th>num_user_for_reviews</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>count</th>\n",
       "      <td>4867.000000</td>\n",
       "      <td>4901.000000</td>\n",
       "      <td>4814.000000</td>\n",
       "      <td>4893.000000</td>\n",
       "      <td>4909.000000</td>\n",
       "      <td>4.054000e+03</td>\n",
       "      <td>4.916000e+03</td>\n",
       "      <td>4916.000000</td>\n",
       "      <td>4903.000000</td>\n",
       "      <td>4895.000000</td>\n",
       "      <td>4.432000e+03</td>\n",
       "      <td>4810.000000</td>\n",
       "      <td>4903.000000</td>\n",
       "      <td>4916.000000</td>\n",
       "      <td>4590.000000</td>\n",
       "      <td>4916.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>137.988905</td>\n",
       "      <td>107.090798</td>\n",
       "      <td>691.014541</td>\n",
       "      <td>631.276313</td>\n",
       "      <td>6494.488491</td>\n",
       "      <td>4.764451e+07</td>\n",
       "      <td>8.264492e+04</td>\n",
       "      <td>9579.815907</td>\n",
       "      <td>1.377320</td>\n",
       "      <td>267.668846</td>\n",
       "      <td>3.654749e+07</td>\n",
       "      <td>2002.447609</td>\n",
       "      <td>1621.923516</td>\n",
       "      <td>6.437429</td>\n",
       "      <td>2.222349</td>\n",
       "      <td>7348.294142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>120.239379</td>\n",
       "      <td>25.286015</td>\n",
       "      <td>2832.954125</td>\n",
       "      <td>1625.874802</td>\n",
       "      <td>15106.986884</td>\n",
       "      <td>6.737255e+07</td>\n",
       "      <td>1.383222e+05</td>\n",
       "      <td>18164.316990</td>\n",
       "      <td>2.023826</td>\n",
       "      <td>372.934839</td>\n",
       "      <td>1.002427e+08</td>\n",
       "      <td>12.453977</td>\n",
       "      <td>4011.299523</td>\n",
       "      <td>1.127802</td>\n",
       "      <td>1.402940</td>\n",
       "      <td>19206.016458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.620000e+02</td>\n",
       "      <td>5.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.180000e+02</td>\n",
       "      <td>1916.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>1.180000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.080000</td>\n",
       "      <td>8.474800e+03</td>\n",
       "      <td>5.300000e+01</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.940000</td>\n",
       "      <td>6.000000e+04</td>\n",
       "      <td>1951.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>1.330000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30%</th>\n",
       "      <td>60.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>176.000000</td>\n",
       "      <td>694.000000</td>\n",
       "      <td>7.914069e+06</td>\n",
       "      <td>1.186450e+04</td>\n",
       "      <td>1684.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>8.000000e+06</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>345.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.850000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>108.000000</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>982.000000</td>\n",
       "      <td>2.504396e+07</td>\n",
       "      <td>3.313250e+04</td>\n",
       "      <td>3049.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>153.000000</td>\n",
       "      <td>1.985000e+07</td>\n",
       "      <td>2005.000000</td>\n",
       "      <td>593.000000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>2.350000</td>\n",
       "      <td>159.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99%</th>\n",
       "      <td>546.680000</td>\n",
       "      <td>189.000000</td>\n",
       "      <td>16000.000000</td>\n",
       "      <td>11000.000000</td>\n",
       "      <td>44920.000000</td>\n",
       "      <td>3.264128e+08</td>\n",
       "      <td>6.815846e+05</td>\n",
       "      <td>62413.900000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1999.240000</td>\n",
       "      <td>2.000000e+08</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>17000.000000</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>93850.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>813.000000</td>\n",
       "      <td>511.000000</td>\n",
       "      <td>23000.000000</td>\n",
       "      <td>23000.000000</td>\n",
       "      <td>640000.000000</td>\n",
       "      <td>7.605058e+08</td>\n",
       "      <td>1.689764e+06</td>\n",
       "      <td>656730.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>5060.000000</td>\n",
       "      <td>4.200000e+09</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>137000.000000</td>\n",
       "      <td>9.500000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>349000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       num_critic_for_reviews     duration  director_facebook_likes  \\\n",
       "count             4867.000000  4901.000000              4814.000000   \n",
       "mean               137.988905   107.090798               691.014541   \n",
       "std                120.239379    25.286015              2832.954125   \n",
       "min                  1.000000     7.000000                 0.000000   \n",
       "1%                   2.000000    43.000000                 0.000000   \n",
       "30%                 60.000000    95.000000                11.000000   \n",
       "50%                108.000000   103.000000                48.000000   \n",
       "99%                546.680000   189.000000             16000.000000   \n",
       "max                813.000000   511.000000             23000.000000   \n",
       "\n",
       "       actor_3_facebook_likes  actor_1_facebook_likes         gross  \\\n",
       "count             4893.000000             4909.000000  4.054000e+03   \n",
       "mean               631.276313             6494.488491  4.764451e+07   \n",
       "std               1625.874802            15106.986884  6.737255e+07   \n",
       "min                  0.000000                0.000000  1.620000e+02   \n",
       "1%                   0.000000                6.080000  8.474800e+03   \n",
       "30%                176.000000              694.000000  7.914069e+06   \n",
       "50%                366.000000              982.000000  2.504396e+07   \n",
       "99%              11000.000000            44920.000000  3.264128e+08   \n",
       "max              23000.000000           640000.000000  7.605058e+08   \n",
       "\n",
       "       num_voted_users  cast_total_facebook_likes  facenumber_in_poster  \\\n",
       "count     4.916000e+03                4916.000000           4903.000000   \n",
       "mean      8.264492e+04                9579.815907              1.377320   \n",
       "std       1.383222e+05               18164.316990              2.023826   \n",
       "min       5.000000e+00                   0.000000              0.000000   \n",
       "1%        5.300000e+01                   6.000000              0.000000   \n",
       "30%       1.186450e+04                1684.500000              0.000000   \n",
       "50%       3.313250e+04                3049.000000              1.000000   \n",
       "99%       6.815846e+05               62413.900000              8.000000   \n",
       "max       1.689764e+06              656730.000000             43.000000   \n",
       "\n",
       "       num_user_for_reviews        budget   title_year  \\\n",
       "count           4895.000000  4.432000e+03  4810.000000   \n",
       "mean             267.668846  3.654749e+07  2002.447609   \n",
       "std              372.934839  1.002427e+08    12.453977   \n",
       "min                1.000000  2.180000e+02  1916.000000   \n",
       "1%                 1.940000  6.000000e+04  1951.000000   \n",
       "30%               80.000000  8.000000e+06  2000.000000   \n",
       "50%              153.000000  1.985000e+07  2005.000000   \n",
       "99%             1999.240000  2.000000e+08  2016.000000   \n",
       "max             5060.000000  4.200000e+09  2016.000000   \n",
       "\n",
       "       actor_2_facebook_likes   imdb_score  aspect_ratio  movie_facebook_likes  \n",
       "count             4903.000000  4916.000000   4590.000000           4916.000000  \n",
       "mean              1621.923516     6.437429      2.222349           7348.294142  \n",
       "std               4011.299523     1.127802      1.402940          19206.016458  \n",
       "min                  0.000000     1.600000      1.180000              0.000000  \n",
       "1%                   0.000000     3.100000      1.330000              0.000000  \n",
       "30%                345.000000     6.000000      1.850000              0.000000  \n",
       "50%                593.000000     6.600000      2.350000            159.000000  \n",
       "99%              17000.000000     8.500000      4.000000          93850.000000  \n",
       "max             137000.000000     9.500000     16.000000         349000.000000  "
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.describe(percentiles=[.01, .3, .99])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   color  director_name  num_critic_for_reviews  duration  \\\n",
       "0  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",
       "\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",
       "\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",
       "\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",
       "\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",
       "\n",
       "   movie_facebook_likes  \n",
       "0                 False  \n",
       "1                 False  \n",
       "2                 False  \n",
       "3                 False  \n",
       "4                 False  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.isnull().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "color                       19\n",
       "director_name              102\n",
       "num_critic_for_reviews      49\n",
       "duration                    15\n",
       "director_facebook_likes    102\n",
       "dtype: int64"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.isnull().sum().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2654"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.isnull().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.isnull().any().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Series([], dtype: float64)"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie[['color', 'movie_title', 'color']].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "color                                                               \n",
       "director_name                                                       \n",
       "actor_2_name                                                        \n",
       "genres                                                        Action\n",
       "actor_1_name                                                        \n",
       "movie_title                                                  #Horror\n",
       "actor_3_name                                                        \n",
       "plot_keywords                                                       \n",
       "movie_imdb_link    http://www.imdb.com/title/tt0006864/?ref_=fn_t...\n",
       "language                                                            \n",
       "country                                                             \n",
       "content_rating                                                      \n",
       "dtype: object"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.select_dtypes(['object']).fillna('').min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UGDS_WHITE</th>\n",
       "      <th>UGDS_BLACK</th>\n",
       "      <th>UGDS_HISP</th>\n",
       "      <th>UGDS_ASIAN</th>\n",
       "      <th>UGDS_AIAN</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.9353</td>\n",
       "      <td>0.0055</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0024</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0059</td>\n",
       "      <td>0.0138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>0.5922</td>\n",
       "      <td>0.2600</td>\n",
       "      <td>0.0283</td>\n",
       "      <td>0.0518</td>\n",
       "      <td>0.0022</td>\n",
       "      <td>0.0007</td>\n",
       "      <td>0.0368</td>\n",
       "      <td>0.0179</td>\n",
       "      <td>0.0100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>0.2990</td>\n",
       "      <td>0.4192</td>\n",
       "      <td>0.0069</td>\n",
       "      <td>0.0034</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>0.6988</td>\n",
       "      <td>0.1255</td>\n",
       "      <td>0.0382</td>\n",
       "      <td>0.0376</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0172</td>\n",
       "      <td>0.0332</td>\n",
       "      <td>0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>0.0158</td>\n",
       "      <td>0.9208</td>\n",
       "      <td>0.0121</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0010</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0243</td>\n",
       "      <td>0.0137</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     UGDS_WHITE  UGDS_BLACK  UGDS_HISP  \\\n",
       "INSTNM                                                                   \n",
       "Alabama A & M University                 0.0333      0.9353     0.0055   \n",
       "University of Alabama at Birmingham      0.5922      0.2600     0.0283   \n",
       "Amridge University                       0.2990      0.4192     0.0069   \n",
       "University of Alabama in Huntsville      0.6988      0.1255     0.0382   \n",
       "Alabama State University                 0.0158      0.9208     0.0121   \n",
       "\n",
       "                                     UGDS_ASIAN  UGDS_AIAN  UGDS_NHPI  \\\n",
       "INSTNM                                                                  \n",
       "Alabama A & M University                 0.0019     0.0024     0.0019   \n",
       "University of Alabama at Birmingham      0.0518     0.0022     0.0007   \n",
       "Amridge University                       0.0034     0.0000     0.0000   \n",
       "University of Alabama in Huntsville      0.0376     0.0143     0.0002   \n",
       "Alabama State University                 0.0019     0.0010     0.0006   \n",
       "\n",
       "                                     UGDS_2MOR  UGDS_NRA  UGDS_UNKN  \n",
       "INSTNM                                                               \n",
       "Alabama A & M University                0.0000    0.0059     0.0138  \n",
       "University of Alabama at Birmingham     0.0368    0.0179     0.0100  \n",
       "Amridge University                      0.0000    0.0000     0.2715  \n",
       "University of Alabama in Huntsville     0.0172    0.0332     0.0350  \n",
       "Alabama State University                0.0098    0.0243     0.0137  "
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college = pd.read_csv('data/college.csv', index_col='INSTNM')\n",
    "college_ugds_ = college.filter(like='UGDS_')\n",
    "college_ugds_.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\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>UGDS_WHITE</th>\n",
       "      <th>UGDS_BLACK</th>\n",
       "      <th>UGDS_HISP</th>\n",
       "      <th>UGDS_ASIAN</th>\n",
       "      <th>UGDS_AIAN</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>0.03831</td>\n",
       "      <td>0.94031</td>\n",
       "      <td>0.01051</td>\n",
       "      <td>0.00691</td>\n",
       "      <td>0.00741</td>\n",
       "      <td>0.00691</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.01091</td>\n",
       "      <td>0.01881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>0.59721</td>\n",
       "      <td>0.26501</td>\n",
       "      <td>0.03331</td>\n",
       "      <td>0.05681</td>\n",
       "      <td>0.00721</td>\n",
       "      <td>0.00571</td>\n",
       "      <td>0.04181</td>\n",
       "      <td>0.02291</td>\n",
       "      <td>0.01501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>0.30401</td>\n",
       "      <td>0.42421</td>\n",
       "      <td>0.01191</td>\n",
       "      <td>0.00841</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.27651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>0.70381</td>\n",
       "      <td>0.13051</td>\n",
       "      <td>0.04321</td>\n",
       "      <td>0.04261</td>\n",
       "      <td>0.01931</td>\n",
       "      <td>0.00521</td>\n",
       "      <td>0.02221</td>\n",
       "      <td>0.03821</td>\n",
       "      <td>0.04001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>0.02081</td>\n",
       "      <td>0.92581</td>\n",
       "      <td>0.01711</td>\n",
       "      <td>0.00691</td>\n",
       "      <td>0.00601</td>\n",
       "      <td>0.00561</td>\n",
       "      <td>0.01481</td>\n",
       "      <td>0.02931</td>\n",
       "      <td>0.01871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The University of Alabama</th>\n",
       "      <td>0.78751</td>\n",
       "      <td>0.11691</td>\n",
       "      <td>0.03981</td>\n",
       "      <td>0.01561</td>\n",
       "      <td>0.00881</td>\n",
       "      <td>0.00591</td>\n",
       "      <td>0.03111</td>\n",
       "      <td>0.03181</td>\n",
       "      <td>0.00761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Alabama Community College</th>\n",
       "      <td>0.73051</td>\n",
       "      <td>0.26631</td>\n",
       "      <td>0.00941</td>\n",
       "      <td>0.00751</td>\n",
       "      <td>0.00941</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Athens State University</th>\n",
       "      <td>0.78731</td>\n",
       "      <td>0.12501</td>\n",
       "      <td>0.02411</td>\n",
       "      <td>0.01031</td>\n",
       "      <td>0.02071</td>\n",
       "      <td>0.00601</td>\n",
       "      <td>0.02241</td>\n",
       "      <td>0.01071</td>\n",
       "      <td>0.03841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auburn University at Montgomery</th>\n",
       "      <td>0.53781</td>\n",
       "      <td>0.34261</td>\n",
       "      <td>0.01241</td>\n",
       "      <td>0.02711</td>\n",
       "      <td>0.00941</td>\n",
       "      <td>0.00661</td>\n",
       "      <td>0.03471</td>\n",
       "      <td>0.04471</td>\n",
       "      <td>0.02961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auburn University</th>\n",
       "      <td>0.85571</td>\n",
       "      <td>0.07541</td>\n",
       "      <td>0.02981</td>\n",
       "      <td>0.02771</td>\n",
       "      <td>0.01241</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.01501</td>\n",
       "      <td>0.01901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Birmingham Southern College</th>\n",
       "      <td>0.80331</td>\n",
       "      <td>0.11521</td>\n",
       "      <td>0.02451</td>\n",
       "      <td>0.05671</td>\n",
       "      <td>0.01521</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.01011</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.01011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chattahoochee Valley Community College</th>\n",
       "      <td>0.47111</td>\n",
       "      <td>0.44221</td>\n",
       "      <td>0.05421</td>\n",
       "      <td>0.01771</td>\n",
       "      <td>0.00731</td>\n",
       "      <td>0.00851</td>\n",
       "      <td>0.02011</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.01891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Concordia College Alabama</th>\n",
       "      <td>0.03301</td>\n",
       "      <td>0.88081</td>\n",
       "      <td>0.04231</td>\n",
       "      <td>0.01431</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00811</td>\n",
       "      <td>0.05161</td>\n",
       "      <td>0.00501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South University-Montgomery</th>\n",
       "      <td>0.30961</td>\n",
       "      <td>0.61041</td>\n",
       "      <td>0.02031</td>\n",
       "      <td>0.02031</td>\n",
       "      <td>0.02031</td>\n",
       "      <td>0.01461</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00691</td>\n",
       "      <td>0.03761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enterprise State Community College</th>\n",
       "      <td>0.64581</td>\n",
       "      <td>0.24851</td>\n",
       "      <td>0.05591</td>\n",
       "      <td>0.02521</td>\n",
       "      <td>0.01311</td>\n",
       "      <td>0.00791</td>\n",
       "      <td>0.03041</td>\n",
       "      <td>0.00621</td>\n",
       "      <td>0.01191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James H Faulkner State Community College</th>\n",
       "      <td>0.70291</td>\n",
       "      <td>0.23091</td>\n",
       "      <td>0.03701</td>\n",
       "      <td>0.01341</td>\n",
       "      <td>0.02271</td>\n",
       "      <td>0.00641</td>\n",
       "      <td>0.02021</td>\n",
       "      <td>0.00571</td>\n",
       "      <td>0.00591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Faulkner University</th>\n",
       "      <td>0.39241</td>\n",
       "      <td>0.51871</td>\n",
       "      <td>0.03081</td>\n",
       "      <td>0.00921</td>\n",
       "      <td>0.01131</td>\n",
       "      <td>0.00631</td>\n",
       "      <td>0.02231</td>\n",
       "      <td>0.02321</td>\n",
       "      <td>0.03081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gadsden State Community College</th>\n",
       "      <td>0.69711</td>\n",
       "      <td>0.21261</td>\n",
       "      <td>0.03551</td>\n",
       "      <td>0.00971</td>\n",
       "      <td>0.01781</td>\n",
       "      <td>0.00681</td>\n",
       "      <td>0.02351</td>\n",
       "      <td>0.02001</td>\n",
       "      <td>0.02191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Beginning College of Cosmetology</th>\n",
       "      <td>0.90071</td>\n",
       "      <td>0.03981</td>\n",
       "      <td>0.07461</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>George C Wallace State Community College-Dothan</th>\n",
       "      <td>0.63231</td>\n",
       "      <td>0.32901</td>\n",
       "      <td>0.02711</td>\n",
       "      <td>0.01221</td>\n",
       "      <td>0.00991</td>\n",
       "      <td>0.00591</td>\n",
       "      <td>0.01761</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>George C Wallace State Community College-Hanceville</th>\n",
       "      <td>0.86801</td>\n",
       "      <td>0.06621</td>\n",
       "      <td>0.04121</td>\n",
       "      <td>0.01151</td>\n",
       "      <td>0.01391</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.01091</td>\n",
       "      <td>0.02331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>George C Wallace State Community College-Selma</th>\n",
       "      <td>0.20061</td>\n",
       "      <td>0.74991</td>\n",
       "      <td>0.00761</td>\n",
       "      <td>0.00901</td>\n",
       "      <td>0.00631</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00831</td>\n",
       "      <td>0.00901</td>\n",
       "      <td>0.04931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Herzing University-Birmingham</th>\n",
       "      <td>0.35931</td>\n",
       "      <td>0.53151</td>\n",
       "      <td>0.02161</td>\n",
       "      <td>0.01161</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.06131</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.04471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Huntingdon College</th>\n",
       "      <td>0.64381</td>\n",
       "      <td>0.20431</td>\n",
       "      <td>0.03021</td>\n",
       "      <td>0.01281</td>\n",
       "      <td>0.01721</td>\n",
       "      <td>0.00671</td>\n",
       "      <td>0.03111</td>\n",
       "      <td>0.01111</td>\n",
       "      <td>0.08771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heritage Christian University</th>\n",
       "      <td>0.74691</td>\n",
       "      <td>0.11791</td>\n",
       "      <td>0.05341</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.03731</td>\n",
       "      <td>0.02111</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.02111</td>\n",
       "      <td>0.03731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>J F Drake State Community and Technical College</th>\n",
       "      <td>0.33871</td>\n",
       "      <td>0.60151</td>\n",
       "      <td>0.02961</td>\n",
       "      <td>0.01321</td>\n",
       "      <td>0.01631</td>\n",
       "      <td>0.00601</td>\n",
       "      <td>0.02351</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.01121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jacksonville State University</th>\n",
       "      <td>0.68841</td>\n",
       "      <td>0.24321</td>\n",
       "      <td>0.01821</td>\n",
       "      <td>0.01051</td>\n",
       "      <td>0.01221</td>\n",
       "      <td>0.00601</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.02841</td>\n",
       "      <td>0.03301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jefferson Davis Community College</th>\n",
       "      <td>0.59071</td>\n",
       "      <td>0.30321</td>\n",
       "      <td>0.01271</td>\n",
       "      <td>0.03021</td>\n",
       "      <td>0.03021</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.02341</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.04471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jefferson State Community College</th>\n",
       "      <td>0.67461</td>\n",
       "      <td>0.22961</td>\n",
       "      <td>0.05361</td>\n",
       "      <td>0.02331</td>\n",
       "      <td>0.00741</td>\n",
       "      <td>0.00581</td>\n",
       "      <td>0.03511</td>\n",
       "      <td>0.01041</td>\n",
       "      <td>0.00511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>John C Calhoun State Community College</th>\n",
       "      <td>0.65781</td>\n",
       "      <td>0.19901</td>\n",
       "      <td>0.04851</td>\n",
       "      <td>0.03071</td>\n",
       "      <td>0.02321</td>\n",
       "      <td>0.00561</td>\n",
       "      <td>0.04781</td>\n",
       "      <td>0.01121</td>\n",
       "      <td>0.02121</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Lawrenceville</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Piscataway</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah County Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L'esprit Academy - Royal Oak</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>National Career Institute - Jersey City Branch</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Cobb Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Morrow Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Roswell Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Douglasville Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Lithonia Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Savannah Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Augusta Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Columbus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Columbia Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Charleston Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Irving</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Katy</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Northwest Houston</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Plano</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Cedar Hill</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-North Dallas</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-San Antonio</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Stafford</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WestMed College - Merced</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vantage College</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAE Institute of Technology  San Francisco</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rasmussen College - Overland Park</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>National Personal Training Institute of Cleveland</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bay Area Medical Academy - San Jose Satellite Location</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Excel Learning Center-San Antonio South</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7535 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    UGDS_WHITE  UGDS_BLACK  \\\n",
       "INSTNM                                                                       \n",
       "Alabama A & M University                               0.03831     0.94031   \n",
       "University of Alabama at Birmingham                    0.59721     0.26501   \n",
       "Amridge University                                     0.30401     0.42421   \n",
       "University of Alabama in Huntsville                    0.70381     0.13051   \n",
       "Alabama State University                               0.02081     0.92581   \n",
       "The University of Alabama                              0.78751     0.11691   \n",
       "Central Alabama Community College                      0.73051     0.26631   \n",
       "Athens State University                                0.78731     0.12501   \n",
       "Auburn University at Montgomery                        0.53781     0.34261   \n",
       "Auburn University                                      0.85571     0.07541   \n",
       "Birmingham Southern College                            0.80331     0.11521   \n",
       "Chattahoochee Valley Community College                 0.47111     0.44221   \n",
       "Concordia College Alabama                              0.03301     0.88081   \n",
       "South University-Montgomery                            0.30961     0.61041   \n",
       "Enterprise State Community College                     0.64581     0.24851   \n",
       "James H Faulkner State Community College               0.70291     0.23091   \n",
       "Faulkner University                                    0.39241     0.51871   \n",
       "Gadsden State Community College                        0.69711     0.21261   \n",
       "New Beginning College of Cosmetology                   0.90071     0.03981   \n",
       "George C Wallace State Community College-Dothan        0.63231     0.32901   \n",
       "George C Wallace State Community College-Hancev...     0.86801     0.06621   \n",
       "George C Wallace State Community College-Selma         0.20061     0.74991   \n",
       "Herzing University-Birmingham                          0.35931     0.53151   \n",
       "Huntingdon College                                     0.64381     0.20431   \n",
       "Heritage Christian University                          0.74691     0.11791   \n",
       "J F Drake State Community and Technical College        0.33871     0.60151   \n",
       "Jacksonville State University                          0.68841     0.24321   \n",
       "Jefferson Davis Community College                      0.59071     0.30321   \n",
       "Jefferson State Community College                      0.67461     0.22961   \n",
       "John C Calhoun State Community College                 0.65781     0.19901   \n",
       "...                                                        ...         ...   \n",
       "Strayer University-Lawrenceville                           NaN         NaN   \n",
       "Strayer University-Piscataway                              NaN         NaN   \n",
       "Utah County Campus                                         NaN         NaN   \n",
       "L'esprit Academy - Royal Oak                               NaN         NaN   \n",
       "National Career Institute - Jersey City Branch             NaN         NaN   \n",
       "Strayer University-Cobb Campus                             NaN         NaN   \n",
       "Strayer University-Morrow Campus                           NaN         NaN   \n",
       "Strayer University-Roswell Campus                          NaN         NaN   \n",
       "Strayer University-Douglasville Campus                     NaN         NaN   \n",
       "Strayer University-Lithonia Campus                         NaN         NaN   \n",
       "Strayer University-Savannah Campus                         NaN         NaN   \n",
       "Strayer University-Augusta Campus                          NaN         NaN   \n",
       "Strayer University-Columbus                                NaN         NaN   \n",
       "Strayer University-Columbia Campus                         NaN         NaN   \n",
       "Strayer University-Charleston Campus                       NaN         NaN   \n",
       "Strayer University-Irving                                  NaN         NaN   \n",
       "Strayer University-Katy                                    NaN         NaN   \n",
       "Strayer University-Northwest Houston                       NaN         NaN   \n",
       "Strayer University-Plano                                   NaN         NaN   \n",
       "Strayer University-Cedar Hill                              NaN         NaN   \n",
       "Strayer University-North Dallas                            NaN         NaN   \n",
       "Strayer University-San Antonio                             NaN         NaN   \n",
       "Strayer University-Stafford                                NaN         NaN   \n",
       "WestMed College - Merced                                   NaN         NaN   \n",
       "Vantage College                                            NaN         NaN   \n",
       "SAE Institute of Technology  San Francisco                 NaN         NaN   \n",
       "Rasmussen College - Overland Park                          NaN         NaN   \n",
       "National Personal Training Institute of Cleveland          NaN         NaN   \n",
       "Bay Area Medical Academy - San Jose Satellite L...         NaN         NaN   \n",
       "Excel Learning Center-San Antonio South                    NaN         NaN   \n",
       "\n",
       "                                                    UGDS_HISP  UGDS_ASIAN  \\\n",
       "INSTNM                                                                      \n",
       "Alabama A & M University                              0.01051     0.00691   \n",
       "University of Alabama at Birmingham                   0.03331     0.05681   \n",
       "Amridge University                                    0.01191     0.00841   \n",
       "University of Alabama in Huntsville                   0.04321     0.04261   \n",
       "Alabama State University                              0.01711     0.00691   \n",
       "The University of Alabama                             0.03981     0.01561   \n",
       "Central Alabama Community College                     0.00941     0.00751   \n",
       "Athens State University                               0.02411     0.01031   \n",
       "Auburn University at Montgomery                       0.01241     0.02711   \n",
       "Auburn University                                     0.02981     0.02771   \n",
       "Birmingham Southern College                           0.02451     0.05671   \n",
       "Chattahoochee Valley Community College                0.05421     0.01771   \n",
       "Concordia College Alabama                             0.04231     0.01431   \n",
       "South University-Montgomery                           0.02031     0.02031   \n",
       "Enterprise State Community College                    0.05591     0.02521   \n",
       "James H Faulkner State Community College              0.03701     0.01341   \n",
       "Faulkner University                                   0.03081     0.00921   \n",
       "Gadsden State Community College                       0.03551     0.00971   \n",
       "New Beginning College of Cosmetology                  0.07461     0.00501   \n",
       "George C Wallace State Community College-Dothan       0.02711     0.01221   \n",
       "George C Wallace State Community College-Hancev...    0.04121     0.01151   \n",
       "George C Wallace State Community College-Selma        0.00761     0.00901   \n",
       "Herzing University-Birmingham                         0.02161     0.01161   \n",
       "Huntingdon College                                    0.03021     0.01281   \n",
       "Heritage Christian University                         0.05341     0.00501   \n",
       "J F Drake State Community and Technical College       0.02961     0.01321   \n",
       "Jacksonville State University                         0.01821     0.01051   \n",
       "Jefferson Davis Community College                     0.01271     0.03021   \n",
       "Jefferson State Community College                     0.05361     0.02331   \n",
       "John C Calhoun State Community College                0.04851     0.03071   \n",
       "...                                                       ...         ...   \n",
       "Strayer University-Lawrenceville                          NaN         NaN   \n",
       "Strayer University-Piscataway                             NaN         NaN   \n",
       "Utah County Campus                                        NaN         NaN   \n",
       "L'esprit Academy - Royal Oak                              NaN         NaN   \n",
       "National Career Institute - Jersey City Branch            NaN         NaN   \n",
       "Strayer University-Cobb Campus                            NaN         NaN   \n",
       "Strayer University-Morrow Campus                          NaN         NaN   \n",
       "Strayer University-Roswell Campus                         NaN         NaN   \n",
       "Strayer University-Douglasville Campus                    NaN         NaN   \n",
       "Strayer University-Lithonia Campus                        NaN         NaN   \n",
       "Strayer University-Savannah Campus                        NaN         NaN   \n",
       "Strayer University-Augusta Campus                         NaN         NaN   \n",
       "Strayer University-Columbus                               NaN         NaN   \n",
       "Strayer University-Columbia Campus                        NaN         NaN   \n",
       "Strayer University-Charleston Campus                      NaN         NaN   \n",
       "Strayer University-Irving                                 NaN         NaN   \n",
       "Strayer University-Katy                                   NaN         NaN   \n",
       "Strayer University-Northwest Houston                      NaN         NaN   \n",
       "Strayer University-Plano                                  NaN         NaN   \n",
       "Strayer University-Cedar Hill                             NaN         NaN   \n",
       "Strayer University-North Dallas                           NaN         NaN   \n",
       "Strayer University-San Antonio                            NaN         NaN   \n",
       "Strayer University-Stafford                               NaN         NaN   \n",
       "WestMed College - Merced                                  NaN         NaN   \n",
       "Vantage College                                           NaN         NaN   \n",
       "SAE Institute of Technology  San Francisco                NaN         NaN   \n",
       "Rasmussen College - Overland Park                         NaN         NaN   \n",
       "National Personal Training Institute of Cleveland         NaN         NaN   \n",
       "Bay Area Medical Academy - San Jose Satellite L...        NaN         NaN   \n",
       "Excel Learning Center-San Antonio South                   NaN         NaN   \n",
       "\n",
       "                                                    UGDS_AIAN  UGDS_NHPI  \\\n",
       "INSTNM                                                                     \n",
       "Alabama A & M University                              0.00741    0.00691   \n",
       "University of Alabama at Birmingham                   0.00721    0.00571   \n",
       "Amridge University                                    0.00501    0.00501   \n",
       "University of Alabama in Huntsville                   0.01931    0.00521   \n",
       "Alabama State University                              0.00601    0.00561   \n",
       "The University of Alabama                             0.00881    0.00591   \n",
       "Central Alabama Community College                     0.00941    0.00501   \n",
       "Athens State University                               0.02071    0.00601   \n",
       "Auburn University at Montgomery                       0.00941    0.00661   \n",
       "Auburn University                                     0.01241    0.00501   \n",
       "Birmingham Southern College                           0.01521    0.00501   \n",
       "Chattahoochee Valley Community College                0.00731    0.00851   \n",
       "Concordia College Alabama                             0.00501    0.00501   \n",
       "South University-Montgomery                           0.02031    0.01461   \n",
       "Enterprise State Community College                    0.01311    0.00791   \n",
       "James H Faulkner State Community College              0.02271    0.00641   \n",
       "Faulkner University                                   0.01131    0.00631   \n",
       "Gadsden State Community College                       0.01781    0.00681   \n",
       "New Beginning College of Cosmetology                  0.00501    0.00501   \n",
       "George C Wallace State Community College-Dothan       0.00991    0.00591   \n",
       "George C Wallace State Community College-Hancev...    0.01391    0.00501   \n",
       "George C Wallace State Community College-Selma        0.00631    0.00501   \n",
       "Herzing University-Birmingham                         0.00501    0.00501   \n",
       "Huntingdon College                                    0.01721    0.00671   \n",
       "Heritage Christian University                         0.03731    0.02111   \n",
       "J F Drake State Community and Technical College       0.01631    0.00601   \n",
       "Jacksonville State University                         0.01221    0.00601   \n",
       "Jefferson Davis Community College                     0.03021    0.00501   \n",
       "Jefferson State Community College                     0.00741    0.00581   \n",
       "John C Calhoun State Community College                0.02321    0.00561   \n",
       "...                                                       ...        ...   \n",
       "Strayer University-Lawrenceville                          NaN        NaN   \n",
       "Strayer University-Piscataway                             NaN        NaN   \n",
       "Utah County Campus                                        NaN        NaN   \n",
       "L'esprit Academy - Royal Oak                              NaN        NaN   \n",
       "National Career Institute - Jersey City Branch            NaN        NaN   \n",
       "Strayer University-Cobb Campus                            NaN        NaN   \n",
       "Strayer University-Morrow Campus                          NaN        NaN   \n",
       "Strayer University-Roswell Campus                         NaN        NaN   \n",
       "Strayer University-Douglasville Campus                    NaN        NaN   \n",
       "Strayer University-Lithonia Campus                        NaN        NaN   \n",
       "Strayer University-Savannah Campus                        NaN        NaN   \n",
       "Strayer University-Augusta Campus                         NaN        NaN   \n",
       "Strayer University-Columbus                               NaN        NaN   \n",
       "Strayer University-Columbia Campus                        NaN        NaN   \n",
       "Strayer University-Charleston Campus                      NaN        NaN   \n",
       "Strayer University-Irving                                 NaN        NaN   \n",
       "Strayer University-Katy                                   NaN        NaN   \n",
       "Strayer University-Northwest Houston                      NaN        NaN   \n",
       "Strayer University-Plano                                  NaN        NaN   \n",
       "Strayer University-Cedar Hill                             NaN        NaN   \n",
       "Strayer University-North Dallas                           NaN        NaN   \n",
       "Strayer University-San Antonio                            NaN        NaN   \n",
       "Strayer University-Stafford                               NaN        NaN   \n",
       "WestMed College - Merced                                  NaN        NaN   \n",
       "Vantage College                                           NaN        NaN   \n",
       "SAE Institute of Technology  San Francisco                NaN        NaN   \n",
       "Rasmussen College - Overland Park                         NaN        NaN   \n",
       "National Personal Training Institute of Cleveland         NaN        NaN   \n",
       "Bay Area Medical Academy - San Jose Satellite L...        NaN        NaN   \n",
       "Excel Learning Center-San Antonio South                   NaN        NaN   \n",
       "\n",
       "                                                    UGDS_2MOR  UGDS_NRA  \\\n",
       "INSTNM                                                                    \n",
       "Alabama A & M University                              0.00501   0.01091   \n",
       "University of Alabama at Birmingham                   0.04181   0.02291   \n",
       "Amridge University                                    0.00501   0.00501   \n",
       "University of Alabama in Huntsville                   0.02221   0.03821   \n",
       "Alabama State University                              0.01481   0.02931   \n",
       "The University of Alabama                             0.03111   0.03181   \n",
       "Central Alabama Community College                     0.00501   0.00501   \n",
       "Athens State University                               0.02241   0.01071   \n",
       "Auburn University at Montgomery                       0.03471   0.04471   \n",
       "Auburn University                                     0.00501   0.01501   \n",
       "Birmingham Southern College                           0.01011   0.00501   \n",
       "Chattahoochee Valley Community College                0.02011   0.00501   \n",
       "Concordia College Alabama                             0.00811   0.05161   \n",
       "South University-Montgomery                           0.00501   0.00691   \n",
       "Enterprise State Community College                    0.03041   0.00621   \n",
       "James H Faulkner State Community College              0.02021   0.00571   \n",
       "Faulkner University                                   0.02231   0.02321   \n",
       "Gadsden State Community College                       0.02351   0.02001   \n",
       "New Beginning College of Cosmetology                  0.00501   0.00501   \n",
       "George C Wallace State Community College-Dothan       0.01761   0.00501   \n",
       "George C Wallace State Community College-Hancev...    0.00501   0.01091   \n",
       "George C Wallace State Community College-Selma        0.00831   0.00901   \n",
       "Herzing University-Birmingham                         0.06131   0.00501   \n",
       "Huntingdon College                                    0.03111   0.01111   \n",
       "Heritage Christian University                         0.00501   0.02111   \n",
       "J F Drake State Community and Technical College       0.02351   0.00501   \n",
       "Jacksonville State University                         0.00501   0.02841   \n",
       "Jefferson Davis Community College                     0.02341   0.00501   \n",
       "Jefferson State Community College                     0.03511   0.01041   \n",
       "John C Calhoun State Community College                0.04781   0.01121   \n",
       "...                                                       ...       ...   \n",
       "Strayer University-Lawrenceville                          NaN       NaN   \n",
       "Strayer University-Piscataway                             NaN       NaN   \n",
       "Utah County Campus                                        NaN       NaN   \n",
       "L'esprit Academy - Royal Oak                              NaN       NaN   \n",
       "National Career Institute - Jersey City Branch            NaN       NaN   \n",
       "Strayer University-Cobb Campus                            NaN       NaN   \n",
       "Strayer University-Morrow Campus                          NaN       NaN   \n",
       "Strayer University-Roswell Campus                         NaN       NaN   \n",
       "Strayer University-Douglasville Campus                    NaN       NaN   \n",
       "Strayer University-Lithonia Campus                        NaN       NaN   \n",
       "Strayer University-Savannah Campus                        NaN       NaN   \n",
       "Strayer University-Augusta Campus                         NaN       NaN   \n",
       "Strayer University-Columbus                               NaN       NaN   \n",
       "Strayer University-Columbia Campus                        NaN       NaN   \n",
       "Strayer University-Charleston Campus                      NaN       NaN   \n",
       "Strayer University-Irving                                 NaN       NaN   \n",
       "Strayer University-Katy                                   NaN       NaN   \n",
       "Strayer University-Northwest Houston                      NaN       NaN   \n",
       "Strayer University-Plano                                  NaN       NaN   \n",
       "Strayer University-Cedar Hill                             NaN       NaN   \n",
       "Strayer University-North Dallas                           NaN       NaN   \n",
       "Strayer University-San Antonio                            NaN       NaN   \n",
       "Strayer University-Stafford                               NaN       NaN   \n",
       "WestMed College - Merced                                  NaN       NaN   \n",
       "Vantage College                                           NaN       NaN   \n",
       "SAE Institute of Technology  San Francisco                NaN       NaN   \n",
       "Rasmussen College - Overland Park                         NaN       NaN   \n",
       "National Personal Training Institute of Cleveland         NaN       NaN   \n",
       "Bay Area Medical Academy - San Jose Satellite L...        NaN       NaN   \n",
       "Excel Learning Center-San Antonio South                   NaN       NaN   \n",
       "\n",
       "                                                    UGDS_UNKN  \n",
       "INSTNM                                                         \n",
       "Alabama A & M University                              0.01881  \n",
       "University of Alabama at Birmingham                   0.01501  \n",
       "Amridge University                                    0.27651  \n",
       "University of Alabama in Huntsville                   0.04001  \n",
       "Alabama State University                              0.01871  \n",
       "The University of Alabama                             0.00761  \n",
       "Central Alabama Community College                     0.00691  \n",
       "Athens State University                               0.03841  \n",
       "Auburn University at Montgomery                       0.02961  \n",
       "Auburn University                                     0.01901  \n",
       "Birmingham Southern College                           0.01011  \n",
       "Chattahoochee Valley Community College                0.01891  \n",
       "Concordia College Alabama                             0.00501  \n",
       "South University-Montgomery                           0.03761  \n",
       "Enterprise State Community College                    0.01191  \n",
       "James H Faulkner State Community College              0.00591  \n",
       "Faulkner University                                   0.03081  \n",
       "Gadsden State Community College                       0.02191  \n",
       "New Beginning College of Cosmetology                  0.00501  \n",
       "George C Wallace State Community College-Dothan       0.00591  \n",
       "George C Wallace State Community College-Hancev...    0.02331  \n",
       "George C Wallace State Community College-Selma        0.04931  \n",
       "Herzing University-Birmingham                         0.04471  \n",
       "Huntingdon College                                    0.08771  \n",
       "Heritage Christian University                         0.03731  \n",
       "J F Drake State Community and Technical College       0.01121  \n",
       "Jacksonville State University                         0.03301  \n",
       "Jefferson Davis Community College                     0.04471  \n",
       "Jefferson State Community College                     0.00511  \n",
       "John C Calhoun State Community College                0.02121  \n",
       "...                                                       ...  \n",
       "Strayer University-Lawrenceville                          NaN  \n",
       "Strayer University-Piscataway                             NaN  \n",
       "Utah County Campus                                        NaN  \n",
       "L'esprit Academy - Royal Oak                              NaN  \n",
       "National Career Institute - Jersey City Branch            NaN  \n",
       "Strayer University-Cobb Campus                            NaN  \n",
       "Strayer University-Morrow Campus                          NaN  \n",
       "Strayer University-Roswell Campus                         NaN  \n",
       "Strayer University-Douglasville Campus                    NaN  \n",
       "Strayer University-Lithonia Campus                        NaN  \n",
       "Strayer University-Savannah Campus                        NaN  \n",
       "Strayer University-Augusta Campus                         NaN  \n",
       "Strayer University-Columbus                               NaN  \n",
       "Strayer University-Columbia Campus                        NaN  \n",
       "Strayer University-Charleston Campus                      NaN  \n",
       "Strayer University-Irving                                 NaN  \n",
       "Strayer University-Katy                                   NaN  \n",
       "Strayer University-Northwest Houston                      NaN  \n",
       "Strayer University-Plano                                  NaN  \n",
       "Strayer University-Cedar Hill                             NaN  \n",
       "Strayer University-North Dallas                           NaN  \n",
       "Strayer University-San Antonio                            NaN  \n",
       "Strayer University-Stafford                               NaN  \n",
       "WestMed College - Merced                                  NaN  \n",
       "Vantage College                                           NaN  \n",
       "SAE Institute of Technology  San Francisco                NaN  \n",
       "Rasmussen College - Overland Park                         NaN  \n",
       "National Personal Training Institute of Cleveland         NaN  \n",
       "Bay Area Medical Academy - San Jose Satellite L...        NaN  \n",
       "Excel Learning Center-San Antonio South                   NaN  \n",
       "\n",
       "[7535 rows x 9 columns]"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_ + .00501"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "college_ugds_op_round = (college_ugds_ + .00501) // .01 / 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UGDS_WHITE</th>\n",
       "      <th>UGDS_BLACK</th>\n",
       "      <th>UGDS_HISP</th>\n",
       "      <th>UGDS_ASIAN</th>\n",
       "      <th>UGDS_AIAN</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>0.03</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>0.59</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>0.30</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>0.70</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>0.02</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     UGDS_WHITE  UGDS_BLACK  UGDS_HISP  \\\n",
       "INSTNM                                                                   \n",
       "Alabama A & M University                   0.03        0.94       0.01   \n",
       "University of Alabama at Birmingham        0.59        0.26       0.03   \n",
       "Amridge University                         0.30        0.42       0.01   \n",
       "University of Alabama in Huntsville        0.70        0.13       0.04   \n",
       "Alabama State University                   0.02        0.92       0.01   \n",
       "\n",
       "                                     UGDS_ASIAN  UGDS_AIAN  UGDS_NHPI  \\\n",
       "INSTNM                                                                  \n",
       "Alabama A & M University                   0.00       0.00        0.0   \n",
       "University of Alabama at Birmingham        0.05       0.00        0.0   \n",
       "Amridge University                         0.00       0.00        0.0   \n",
       "University of Alabama in Huntsville        0.04       0.01        0.0   \n",
       "Alabama State University                   0.00       0.00        0.0   \n",
       "\n",
       "                                     UGDS_2MOR  UGDS_NRA  UGDS_UNKN  \n",
       "INSTNM                                                               \n",
       "Alabama A & M University                  0.00      0.01       0.01  \n",
       "University of Alabama at Birmingham       0.04      0.02       0.01  \n",
       "Amridge University                        0.00      0.00       0.27  \n",
       "University of Alabama in Huntsville       0.02      0.03       0.04  \n",
       "Alabama State University                  0.01      0.02       0.01  "
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_op_round.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "college_usgs_round = (college_ugds_ + .00001).round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_op_round.equals(college_usgs_round)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UGDS_WHITE</th>\n",
       "      <th>UGDS_BLACK</th>\n",
       "      <th>UGDS_HISP</th>\n",
       "      <th>UGDS_ASIAN</th>\n",
       "      <th>UGDS_AIAN</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.9353</td>\n",
       "      <td>0.0055</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0024</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0059</td>\n",
       "      <td>0.0138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>0.5922</td>\n",
       "      <td>0.2600</td>\n",
       "      <td>0.0283</td>\n",
       "      <td>0.0518</td>\n",
       "      <td>0.0022</td>\n",
       "      <td>0.0007</td>\n",
       "      <td>0.0368</td>\n",
       "      <td>0.0179</td>\n",
       "      <td>0.0100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>0.2990</td>\n",
       "      <td>0.4192</td>\n",
       "      <td>0.0069</td>\n",
       "      <td>0.0034</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>0.6988</td>\n",
       "      <td>0.1255</td>\n",
       "      <td>0.0382</td>\n",
       "      <td>0.0376</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0172</td>\n",
       "      <td>0.0332</td>\n",
       "      <td>0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>0.0158</td>\n",
       "      <td>0.9208</td>\n",
       "      <td>0.0121</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0010</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0243</td>\n",
       "      <td>0.0137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The University of Alabama</th>\n",
       "      <td>0.7825</td>\n",
       "      <td>0.1119</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>0.0106</td>\n",
       "      <td>0.0038</td>\n",
       "      <td>0.0009</td>\n",
       "      <td>0.0261</td>\n",
       "      <td>0.0268</td>\n",
       "      <td>0.0026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Alabama Community College</th>\n",
       "      <td>0.7255</td>\n",
       "      <td>0.2613</td>\n",
       "      <td>0.0044</td>\n",
       "      <td>0.0025</td>\n",
       "      <td>0.0044</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Athens State University</th>\n",
       "      <td>0.7823</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>0.0191</td>\n",
       "      <td>0.0053</td>\n",
       "      <td>0.0157</td>\n",
       "      <td>0.0010</td>\n",
       "      <td>0.0174</td>\n",
       "      <td>0.0057</td>\n",
       "      <td>0.0334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auburn University at Montgomery</th>\n",
       "      <td>0.5328</td>\n",
       "      <td>0.3376</td>\n",
       "      <td>0.0074</td>\n",
       "      <td>0.0221</td>\n",
       "      <td>0.0044</td>\n",
       "      <td>0.0016</td>\n",
       "      <td>0.0297</td>\n",
       "      <td>0.0397</td>\n",
       "      <td>0.0246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auburn University</th>\n",
       "      <td>0.8507</td>\n",
       "      <td>0.0704</td>\n",
       "      <td>0.0248</td>\n",
       "      <td>0.0227</td>\n",
       "      <td>0.0074</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>0.0140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Birmingham Southern College</th>\n",
       "      <td>0.7983</td>\n",
       "      <td>0.1102</td>\n",
       "      <td>0.0195</td>\n",
       "      <td>0.0517</td>\n",
       "      <td>0.0102</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0051</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chattahoochee Valley Community College</th>\n",
       "      <td>0.4661</td>\n",
       "      <td>0.4372</td>\n",
       "      <td>0.0492</td>\n",
       "      <td>0.0127</td>\n",
       "      <td>0.0023</td>\n",
       "      <td>0.0035</td>\n",
       "      <td>0.0151</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Concordia College Alabama</th>\n",
       "      <td>0.0280</td>\n",
       "      <td>0.8758</td>\n",
       "      <td>0.0373</td>\n",
       "      <td>0.0093</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0031</td>\n",
       "      <td>0.0466</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South University-Montgomery</th>\n",
       "      <td>0.3046</td>\n",
       "      <td>0.6054</td>\n",
       "      <td>0.0153</td>\n",
       "      <td>0.0153</td>\n",
       "      <td>0.0153</td>\n",
       "      <td>0.0096</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enterprise State Community College</th>\n",
       "      <td>0.6408</td>\n",
       "      <td>0.2435</td>\n",
       "      <td>0.0509</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0081</td>\n",
       "      <td>0.0029</td>\n",
       "      <td>0.0254</td>\n",
       "      <td>0.0012</td>\n",
       "      <td>0.0069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James H Faulkner State Community College</th>\n",
       "      <td>0.6979</td>\n",
       "      <td>0.2259</td>\n",
       "      <td>0.0320</td>\n",
       "      <td>0.0084</td>\n",
       "      <td>0.0177</td>\n",
       "      <td>0.0014</td>\n",
       "      <td>0.0152</td>\n",
       "      <td>0.0007</td>\n",
       "      <td>0.0009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Faulkner University</th>\n",
       "      <td>0.3874</td>\n",
       "      <td>0.5137</td>\n",
       "      <td>0.0258</td>\n",
       "      <td>0.0042</td>\n",
       "      <td>0.0063</td>\n",
       "      <td>0.0013</td>\n",
       "      <td>0.0173</td>\n",
       "      <td>0.0182</td>\n",
       "      <td>0.0258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gadsden State Community College</th>\n",
       "      <td>0.6921</td>\n",
       "      <td>0.2076</td>\n",
       "      <td>0.0305</td>\n",
       "      <td>0.0047</td>\n",
       "      <td>0.0128</td>\n",
       "      <td>0.0018</td>\n",
       "      <td>0.0185</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>0.0169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Beginning College of Cosmetology</th>\n",
       "      <td>0.8957</td>\n",
       "      <td>0.0348</td>\n",
       "      <td>0.0696</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>George C Wallace State Community College-Dothan</th>\n",
       "      <td>0.6273</td>\n",
       "      <td>0.3240</td>\n",
       "      <td>0.0221</td>\n",
       "      <td>0.0072</td>\n",
       "      <td>0.0049</td>\n",
       "      <td>0.0009</td>\n",
       "      <td>0.0126</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>George C Wallace State Community College-Hanceville</th>\n",
       "      <td>0.8630</td>\n",
       "      <td>0.0612</td>\n",
       "      <td>0.0362</td>\n",
       "      <td>0.0065</td>\n",
       "      <td>0.0089</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0059</td>\n",
       "      <td>0.0183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>George C Wallace State Community College-Selma</th>\n",
       "      <td>0.1956</td>\n",
       "      <td>0.7449</td>\n",
       "      <td>0.0026</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.0013</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0033</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.0443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Herzing University-Birmingham</th>\n",
       "      <td>0.3543</td>\n",
       "      <td>0.5265</td>\n",
       "      <td>0.0166</td>\n",
       "      <td>0.0066</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0563</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Huntingdon College</th>\n",
       "      <td>0.6388</td>\n",
       "      <td>0.1993</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0078</td>\n",
       "      <td>0.0122</td>\n",
       "      <td>0.0017</td>\n",
       "      <td>0.0261</td>\n",
       "      <td>0.0061</td>\n",
       "      <td>0.0827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heritage Christian University</th>\n",
       "      <td>0.7419</td>\n",
       "      <td>0.1129</td>\n",
       "      <td>0.0484</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0323</td>\n",
       "      <td>0.0161</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0161</td>\n",
       "      <td>0.0323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>J F Drake State Community and Technical College</th>\n",
       "      <td>0.3337</td>\n",
       "      <td>0.5965</td>\n",
       "      <td>0.0246</td>\n",
       "      <td>0.0082</td>\n",
       "      <td>0.0113</td>\n",
       "      <td>0.0010</td>\n",
       "      <td>0.0185</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jacksonville State University</th>\n",
       "      <td>0.6834</td>\n",
       "      <td>0.2382</td>\n",
       "      <td>0.0132</td>\n",
       "      <td>0.0055</td>\n",
       "      <td>0.0072</td>\n",
       "      <td>0.0010</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0234</td>\n",
       "      <td>0.0280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jefferson Davis Community College</th>\n",
       "      <td>0.5857</td>\n",
       "      <td>0.2982</td>\n",
       "      <td>0.0077</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0184</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jefferson State Community College</th>\n",
       "      <td>0.6696</td>\n",
       "      <td>0.2246</td>\n",
       "      <td>0.0486</td>\n",
       "      <td>0.0183</td>\n",
       "      <td>0.0024</td>\n",
       "      <td>0.0008</td>\n",
       "      <td>0.0301</td>\n",
       "      <td>0.0054</td>\n",
       "      <td>0.0001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>John C Calhoun State Community College</th>\n",
       "      <td>0.6528</td>\n",
       "      <td>0.1940</td>\n",
       "      <td>0.0435</td>\n",
       "      <td>0.0257</td>\n",
       "      <td>0.0182</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.0428</td>\n",
       "      <td>0.0062</td>\n",
       "      <td>0.0162</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Lawrenceville</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Piscataway</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah County Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L'esprit Academy - Royal Oak</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>National Career Institute - Jersey City Branch</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Cobb Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Morrow Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Roswell Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Douglasville Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Lithonia Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Savannah Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Augusta Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Columbus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Columbia Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Charleston Campus</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Irving</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Katy</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Northwest Houston</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Plano</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Cedar Hill</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-North Dallas</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-San Antonio</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strayer University-Stafford</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WestMed College - Merced</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vantage College</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAE Institute of Technology  San Francisco</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rasmussen College - Overland Park</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>National Personal Training Institute of Cleveland</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bay Area Medical Academy - San Jose Satellite Location</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Excel Learning Center-San Antonio South</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7535 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    UGDS_WHITE  UGDS_BLACK  \\\n",
       "INSTNM                                                                       \n",
       "Alabama A & M University                                0.0333      0.9353   \n",
       "University of Alabama at Birmingham                     0.5922      0.2600   \n",
       "Amridge University                                      0.2990      0.4192   \n",
       "University of Alabama in Huntsville                     0.6988      0.1255   \n",
       "Alabama State University                                0.0158      0.9208   \n",
       "The University of Alabama                               0.7825      0.1119   \n",
       "Central Alabama Community College                       0.7255      0.2613   \n",
       "Athens State University                                 0.7823      0.1200   \n",
       "Auburn University at Montgomery                         0.5328      0.3376   \n",
       "Auburn University                                       0.8507      0.0704   \n",
       "Birmingham Southern College                             0.7983      0.1102   \n",
       "Chattahoochee Valley Community College                  0.4661      0.4372   \n",
       "Concordia College Alabama                               0.0280      0.8758   \n",
       "South University-Montgomery                             0.3046      0.6054   \n",
       "Enterprise State Community College                      0.6408      0.2435   \n",
       "James H Faulkner State Community College                0.6979      0.2259   \n",
       "Faulkner University                                     0.3874      0.5137   \n",
       "Gadsden State Community College                         0.6921      0.2076   \n",
       "New Beginning College of Cosmetology                    0.8957      0.0348   \n",
       "George C Wallace State Community College-Dothan         0.6273      0.3240   \n",
       "George C Wallace State Community College-Hancev...      0.8630      0.0612   \n",
       "George C Wallace State Community College-Selma          0.1956      0.7449   \n",
       "Herzing University-Birmingham                           0.3543      0.5265   \n",
       "Huntingdon College                                      0.6388      0.1993   \n",
       "Heritage Christian University                           0.7419      0.1129   \n",
       "J F Drake State Community and Technical College         0.3337      0.5965   \n",
       "Jacksonville State University                           0.6834      0.2382   \n",
       "Jefferson Davis Community College                       0.5857      0.2982   \n",
       "Jefferson State Community College                       0.6696      0.2246   \n",
       "John C Calhoun State Community College                  0.6528      0.1940   \n",
       "...                                                        ...         ...   \n",
       "Strayer University-Lawrenceville                           NaN         NaN   \n",
       "Strayer University-Piscataway                              NaN         NaN   \n",
       "Utah County Campus                                         NaN         NaN   \n",
       "L'esprit Academy - Royal Oak                               NaN         NaN   \n",
       "National Career Institute - Jersey City Branch             NaN         NaN   \n",
       "Strayer University-Cobb Campus                             NaN         NaN   \n",
       "Strayer University-Morrow Campus                           NaN         NaN   \n",
       "Strayer University-Roswell Campus                          NaN         NaN   \n",
       "Strayer University-Douglasville Campus                     NaN         NaN   \n",
       "Strayer University-Lithonia Campus                         NaN         NaN   \n",
       "Strayer University-Savannah Campus                         NaN         NaN   \n",
       "Strayer University-Augusta Campus                          NaN         NaN   \n",
       "Strayer University-Columbus                                NaN         NaN   \n",
       "Strayer University-Columbia Campus                         NaN         NaN   \n",
       "Strayer University-Charleston Campus                       NaN         NaN   \n",
       "Strayer University-Irving                                  NaN         NaN   \n",
       "Strayer University-Katy                                    NaN         NaN   \n",
       "Strayer University-Northwest Houston                       NaN         NaN   \n",
       "Strayer University-Plano                                   NaN         NaN   \n",
       "Strayer University-Cedar Hill                              NaN         NaN   \n",
       "Strayer University-North Dallas                            NaN         NaN   \n",
       "Strayer University-San Antonio                             NaN         NaN   \n",
       "Strayer University-Stafford                                NaN         NaN   \n",
       "WestMed College - Merced                                   NaN         NaN   \n",
       "Vantage College                                            NaN         NaN   \n",
       "SAE Institute of Technology  San Francisco                 NaN         NaN   \n",
       "Rasmussen College - Overland Park                          NaN         NaN   \n",
       "National Personal Training Institute of Cleveland          NaN         NaN   \n",
       "Bay Area Medical Academy - San Jose Satellite L...         NaN         NaN   \n",
       "Excel Learning Center-San Antonio South                    NaN         NaN   \n",
       "\n",
       "                                                    UGDS_HISP  UGDS_ASIAN  \\\n",
       "INSTNM                                                                      \n",
       "Alabama A & M University                               0.0055      0.0019   \n",
       "University of Alabama at Birmingham                    0.0283      0.0518   \n",
       "Amridge University                                     0.0069      0.0034   \n",
       "University of Alabama in Huntsville                    0.0382      0.0376   \n",
       "Alabama State University                               0.0121      0.0019   \n",
       "The University of Alabama                              0.0348      0.0106   \n",
       "Central Alabama Community College                      0.0044      0.0025   \n",
       "Athens State University                                0.0191      0.0053   \n",
       "Auburn University at Montgomery                        0.0074      0.0221   \n",
       "Auburn University                                      0.0248      0.0227   \n",
       "Birmingham Southern College                            0.0195      0.0517   \n",
       "Chattahoochee Valley Community College                 0.0492      0.0127   \n",
       "Concordia College Alabama                              0.0373      0.0093   \n",
       "South University-Montgomery                            0.0153      0.0153   \n",
       "Enterprise State Community College                     0.0509      0.0202   \n",
       "James H Faulkner State Community College               0.0320      0.0084   \n",
       "Faulkner University                                    0.0258      0.0042   \n",
       "Gadsden State Community College                        0.0305      0.0047   \n",
       "New Beginning College of Cosmetology                   0.0696      0.0000   \n",
       "George C Wallace State Community College-Dothan        0.0221      0.0072   \n",
       "George C Wallace State Community College-Hancev...     0.0362      0.0065   \n",
       "George C Wallace State Community College-Selma         0.0026      0.0040   \n",
       "Herzing University-Birmingham                          0.0166      0.0066   \n",
       "Huntingdon College                                     0.0252      0.0078   \n",
       "Heritage Christian University                          0.0484      0.0000   \n",
       "J F Drake State Community and Technical College        0.0246      0.0082   \n",
       "Jacksonville State University                          0.0132      0.0055   \n",
       "Jefferson Davis Community College                      0.0077      0.0252   \n",
       "Jefferson State Community College                      0.0486      0.0183   \n",
       "John C Calhoun State Community College                 0.0435      0.0257   \n",
       "...                                                       ...         ...   \n",
       "Strayer University-Lawrenceville                          NaN         NaN   \n",
       "Strayer University-Piscataway                             NaN         NaN   \n",
       "Utah County Campus                                        NaN         NaN   \n",
       "L'esprit Academy - Royal Oak                              NaN         NaN   \n",
       "National Career Institute - Jersey City Branch            NaN         NaN   \n",
       "Strayer University-Cobb Campus                            NaN         NaN   \n",
       "Strayer University-Morrow Campus                          NaN         NaN   \n",
       "Strayer University-Roswell Campus                         NaN         NaN   \n",
       "Strayer University-Douglasville Campus                    NaN         NaN   \n",
       "Strayer University-Lithonia Campus                        NaN         NaN   \n",
       "Strayer University-Savannah Campus                        NaN         NaN   \n",
       "Strayer University-Augusta Campus                         NaN         NaN   \n",
       "Strayer University-Columbus                               NaN         NaN   \n",
       "Strayer University-Columbia Campus                        NaN         NaN   \n",
       "Strayer University-Charleston Campus                      NaN         NaN   \n",
       "Strayer University-Irving                                 NaN         NaN   \n",
       "Strayer University-Katy                                   NaN         NaN   \n",
       "Strayer University-Northwest Houston                      NaN         NaN   \n",
       "Strayer University-Plano                                  NaN         NaN   \n",
       "Strayer University-Cedar Hill                             NaN         NaN   \n",
       "Strayer University-North Dallas                           NaN         NaN   \n",
       "Strayer University-San Antonio                            NaN         NaN   \n",
       "Strayer University-Stafford                               NaN         NaN   \n",
       "WestMed College - Merced                                  NaN         NaN   \n",
       "Vantage College                                           NaN         NaN   \n",
       "SAE Institute of Technology  San Francisco                NaN         NaN   \n",
       "Rasmussen College - Overland Park                         NaN         NaN   \n",
       "National Personal Training Institute of Cleveland         NaN         NaN   \n",
       "Bay Area Medical Academy - San Jose Satellite L...        NaN         NaN   \n",
       "Excel Learning Center-San Antonio South                   NaN         NaN   \n",
       "\n",
       "                                                    UGDS_AIAN  UGDS_NHPI  \\\n",
       "INSTNM                                                                     \n",
       "Alabama A & M University                               0.0024     0.0019   \n",
       "University of Alabama at Birmingham                    0.0022     0.0007   \n",
       "Amridge University                                     0.0000     0.0000   \n",
       "University of Alabama in Huntsville                    0.0143     0.0002   \n",
       "Alabama State University                               0.0010     0.0006   \n",
       "The University of Alabama                              0.0038     0.0009   \n",
       "Central Alabama Community College                      0.0044     0.0000   \n",
       "Athens State University                                0.0157     0.0010   \n",
       "Auburn University at Montgomery                        0.0044     0.0016   \n",
       "Auburn University                                      0.0074     0.0000   \n",
       "Birmingham Southern College                            0.0102     0.0000   \n",
       "Chattahoochee Valley Community College                 0.0023     0.0035   \n",
       "Concordia College Alabama                              0.0000     0.0000   \n",
       "South University-Montgomery                            0.0153     0.0096   \n",
       "Enterprise State Community College                     0.0081     0.0029   \n",
       "James H Faulkner State Community College               0.0177     0.0014   \n",
       "Faulkner University                                    0.0063     0.0013   \n",
       "Gadsden State Community College                        0.0128     0.0018   \n",
       "New Beginning College of Cosmetology                   0.0000     0.0000   \n",
       "George C Wallace State Community College-Dothan        0.0049     0.0009   \n",
       "George C Wallace State Community College-Hancev...     0.0089     0.0000   \n",
       "George C Wallace State Community College-Selma         0.0013     0.0000   \n",
       "Herzing University-Birmingham                          0.0000     0.0000   \n",
       "Huntingdon College                                     0.0122     0.0017   \n",
       "Heritage Christian University                          0.0323     0.0161   \n",
       "J F Drake State Community and Technical College        0.0113     0.0010   \n",
       "Jacksonville State University                          0.0072     0.0010   \n",
       "Jefferson Davis Community College                      0.0252     0.0000   \n",
       "Jefferson State Community College                      0.0024     0.0008   \n",
       "John C Calhoun State Community College                 0.0182     0.0006   \n",
       "...                                                       ...        ...   \n",
       "Strayer University-Lawrenceville                          NaN        NaN   \n",
       "Strayer University-Piscataway                             NaN        NaN   \n",
       "Utah County Campus                                        NaN        NaN   \n",
       "L'esprit Academy - Royal Oak                              NaN        NaN   \n",
       "National Career Institute - Jersey City Branch            NaN        NaN   \n",
       "Strayer University-Cobb Campus                            NaN        NaN   \n",
       "Strayer University-Morrow Campus                          NaN        NaN   \n",
       "Strayer University-Roswell Campus                         NaN        NaN   \n",
       "Strayer University-Douglasville Campus                    NaN        NaN   \n",
       "Strayer University-Lithonia Campus                        NaN        NaN   \n",
       "Strayer University-Savannah Campus                        NaN        NaN   \n",
       "Strayer University-Augusta Campus                         NaN        NaN   \n",
       "Strayer University-Columbus                               NaN        NaN   \n",
       "Strayer University-Columbia Campus                        NaN        NaN   \n",
       "Strayer University-Charleston Campus                      NaN        NaN   \n",
       "Strayer University-Irving                                 NaN        NaN   \n",
       "Strayer University-Katy                                   NaN        NaN   \n",
       "Strayer University-Northwest Houston                      NaN        NaN   \n",
       "Strayer University-Plano                                  NaN        NaN   \n",
       "Strayer University-Cedar Hill                             NaN        NaN   \n",
       "Strayer University-North Dallas                           NaN        NaN   \n",
       "Strayer University-San Antonio                            NaN        NaN   \n",
       "Strayer University-Stafford                               NaN        NaN   \n",
       "WestMed College - Merced                                  NaN        NaN   \n",
       "Vantage College                                           NaN        NaN   \n",
       "SAE Institute of Technology  San Francisco                NaN        NaN   \n",
       "Rasmussen College - Overland Park                         NaN        NaN   \n",
       "National Personal Training Institute of Cleveland         NaN        NaN   \n",
       "Bay Area Medical Academy - San Jose Satellite L...        NaN        NaN   \n",
       "Excel Learning Center-San Antonio South                   NaN        NaN   \n",
       "\n",
       "                                                    UGDS_2MOR  UGDS_NRA  \\\n",
       "INSTNM                                                                    \n",
       "Alabama A & M University                               0.0000    0.0059   \n",
       "University of Alabama at Birmingham                    0.0368    0.0179   \n",
       "Amridge University                                     0.0000    0.0000   \n",
       "University of Alabama in Huntsville                    0.0172    0.0332   \n",
       "Alabama State University                               0.0098    0.0243   \n",
       "The University of Alabama                              0.0261    0.0268   \n",
       "Central Alabama Community College                      0.0000    0.0000   \n",
       "Athens State University                                0.0174    0.0057   \n",
       "Auburn University at Montgomery                        0.0297    0.0397   \n",
       "Auburn University                                      0.0000    0.0100   \n",
       "Birmingham Southern College                            0.0051    0.0000   \n",
       "Chattahoochee Valley Community College                 0.0151    0.0000   \n",
       "Concordia College Alabama                              0.0031    0.0466   \n",
       "South University-Montgomery                            0.0000    0.0019   \n",
       "Enterprise State Community College                     0.0254    0.0012   \n",
       "James H Faulkner State Community College               0.0152    0.0007   \n",
       "Faulkner University                                    0.0173    0.0182   \n",
       "Gadsden State Community College                        0.0185    0.0150   \n",
       "New Beginning College of Cosmetology                   0.0000    0.0000   \n",
       "George C Wallace State Community College-Dothan        0.0126    0.0000   \n",
       "George C Wallace State Community College-Hancev...     0.0000    0.0059   \n",
       "George C Wallace State Community College-Selma         0.0033    0.0040   \n",
       "Herzing University-Birmingham                          0.0563    0.0000   \n",
       "Huntingdon College                                     0.0261    0.0061   \n",
       "Heritage Christian University                          0.0000    0.0161   \n",
       "J F Drake State Community and Technical College        0.0185    0.0000   \n",
       "Jacksonville State University                          0.0000    0.0234   \n",
       "Jefferson Davis Community College                      0.0184    0.0000   \n",
       "Jefferson State Community College                      0.0301    0.0054   \n",
       "John C Calhoun State Community College                 0.0428    0.0062   \n",
       "...                                                       ...       ...   \n",
       "Strayer University-Lawrenceville                          NaN       NaN   \n",
       "Strayer University-Piscataway                             NaN       NaN   \n",
       "Utah County Campus                                        NaN       NaN   \n",
       "L'esprit Academy - Royal Oak                              NaN       NaN   \n",
       "National Career Institute - Jersey City Branch            NaN       NaN   \n",
       "Strayer University-Cobb Campus                            NaN       NaN   \n",
       "Strayer University-Morrow Campus                          NaN       NaN   \n",
       "Strayer University-Roswell Campus                         NaN       NaN   \n",
       "Strayer University-Douglasville Campus                    NaN       NaN   \n",
       "Strayer University-Lithonia Campus                        NaN       NaN   \n",
       "Strayer University-Savannah Campus                        NaN       NaN   \n",
       "Strayer University-Augusta Campus                         NaN       NaN   \n",
       "Strayer University-Columbus                               NaN       NaN   \n",
       "Strayer University-Columbia Campus                        NaN       NaN   \n",
       "Strayer University-Charleston Campus                      NaN       NaN   \n",
       "Strayer University-Irving                                 NaN       NaN   \n",
       "Strayer University-Katy                                   NaN       NaN   \n",
       "Strayer University-Northwest Houston                      NaN       NaN   \n",
       "Strayer University-Plano                                  NaN       NaN   \n",
       "Strayer University-Cedar Hill                             NaN       NaN   \n",
       "Strayer University-North Dallas                           NaN       NaN   \n",
       "Strayer University-San Antonio                            NaN       NaN   \n",
       "Strayer University-Stafford                               NaN       NaN   \n",
       "WestMed College - Merced                                  NaN       NaN   \n",
       "Vantage College                                           NaN       NaN   \n",
       "SAE Institute of Technology  San Francisco                NaN       NaN   \n",
       "Rasmussen College - Overland Park                         NaN       NaN   \n",
       "National Personal Training Institute of Cleveland         NaN       NaN   \n",
       "Bay Area Medical Academy - San Jose Satellite L...        NaN       NaN   \n",
       "Excel Learning Center-San Antonio South                   NaN       NaN   \n",
       "\n",
       "                                                    UGDS_UNKN  \n",
       "INSTNM                                                         \n",
       "Alabama A & M University                               0.0138  \n",
       "University of Alabama at Birmingham                    0.0100  \n",
       "Amridge University                                     0.2715  \n",
       "University of Alabama in Huntsville                    0.0350  \n",
       "Alabama State University                               0.0137  \n",
       "The University of Alabama                              0.0026  \n",
       "Central Alabama Community College                      0.0019  \n",
       "Athens State University                                0.0334  \n",
       "Auburn University at Montgomery                        0.0246  \n",
       "Auburn University                                      0.0140  \n",
       "Birmingham Southern College                            0.0051  \n",
       "Chattahoochee Valley Community College                 0.0139  \n",
       "Concordia College Alabama                              0.0000  \n",
       "South University-Montgomery                            0.0326  \n",
       "Enterprise State Community College                     0.0069  \n",
       "James H Faulkner State Community College               0.0009  \n",
       "Faulkner University                                    0.0258  \n",
       "Gadsden State Community College                        0.0169  \n",
       "New Beginning College of Cosmetology                   0.0000  \n",
       "George C Wallace State Community College-Dothan        0.0009  \n",
       "George C Wallace State Community College-Hancev...     0.0183  \n",
       "George C Wallace State Community College-Selma         0.0443  \n",
       "Herzing University-Birmingham                          0.0397  \n",
       "Huntingdon College                                     0.0827  \n",
       "Heritage Christian University                          0.0323  \n",
       "J F Drake State Community and Technical College        0.0062  \n",
       "Jacksonville State University                          0.0280  \n",
       "Jefferson Davis Community College                      0.0397  \n",
       "Jefferson State Community College                      0.0001  \n",
       "John C Calhoun State Community College                 0.0162  \n",
       "...                                                       ...  \n",
       "Strayer University-Lawrenceville                          NaN  \n",
       "Strayer University-Piscataway                             NaN  \n",
       "Utah County Campus                                        NaN  \n",
       "L'esprit Academy - Royal Oak                              NaN  \n",
       "National Career Institute - Jersey City Branch            NaN  \n",
       "Strayer University-Cobb Campus                            NaN  \n",
       "Strayer University-Morrow Campus                          NaN  \n",
       "Strayer University-Roswell Campus                         NaN  \n",
       "Strayer University-Douglasville Campus                    NaN  \n",
       "Strayer University-Lithonia Campus                        NaN  \n",
       "Strayer University-Savannah Campus                        NaN  \n",
       "Strayer University-Augusta Campus                         NaN  \n",
       "Strayer University-Columbus                               NaN  \n",
       "Strayer University-Columbia Campus                        NaN  \n",
       "Strayer University-Charleston Campus                      NaN  \n",
       "Strayer University-Irving                                 NaN  \n",
       "Strayer University-Katy                                   NaN  \n",
       "Strayer University-Northwest Houston                      NaN  \n",
       "Strayer University-Plano                                  NaN  \n",
       "Strayer University-Cedar Hill                             NaN  \n",
       "Strayer University-North Dallas                           NaN  \n",
       "Strayer University-San Antonio                            NaN  \n",
       "Strayer University-Stafford                               NaN  \n",
       "WestMed College - Merced                                  NaN  \n",
       "Vantage College                                           NaN  \n",
       "SAE Institute of Technology  San Francisco                NaN  \n",
       "Rasmussen College - Overland Park                         NaN  \n",
       "National Personal Training Institute of Cleveland         NaN  \n",
       "Bay Area Medical Academy - San Jose Satellite L...        NaN  \n",
       "Excel Learning Center-San Antonio South                   NaN  \n",
       "\n",
       "[7535 rows x 9 columns]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_ == .0019\n",
    "college_ugds_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "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>UGDS_WHITE</th>\n",
       "      <th>UGDS_BLACK</th>\n",
       "      <th>UGDS_HISP</th>\n",
       "      <th>UGDS_ASIAN</th>\n",
       "      <th>UGDS_AIAN</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     UGDS_WHITE  UGDS_BLACK  UGDS_HISP  \\\n",
       "INSTNM                                                                   \n",
       "Alabama A & M University                   True        True       True   \n",
       "University of Alabama at Birmingham        True        True       True   \n",
       "Amridge University                         True        True       True   \n",
       "University of Alabama in Huntsville        True        True       True   \n",
       "Alabama State University                   True        True       True   \n",
       "\n",
       "                                     UGDS_ASIAN  UGDS_AIAN  UGDS_NHPI  \\\n",
       "INSTNM                                                                  \n",
       "Alabama A & M University                   True       True       True   \n",
       "University of Alabama at Birmingham        True       True       True   \n",
       "Amridge University                         True       True       True   \n",
       "University of Alabama in Huntsville        True       True       True   \n",
       "Alabama State University                   True       True       True   \n",
       "\n",
       "                                     UGDS_2MOR  UGDS_NRA  UGDS_UNKN  \n",
       "INSTNM                                                               \n",
       "Alabama A & M University                  True      True       True  \n",
       "University of Alabama at Birmingham       True      True       True  \n",
       "Amridge University                        True      True       True  \n",
       "University of Alabama in Huntsville       True      True       True  \n",
       "Alabama State University                  True      True       True  "
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_self_compare = college_ugds_ == college_ugds_\n",
    "college_self_compare.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "UGDS_WHITE    False\n",
       "UGDS_BLACK    False\n",
       "UGDS_HISP     False\n",
       "UGDS_ASIAN    False\n",
       "UGDS_AIAN     False\n",
       "UGDS_NHPI     False\n",
       "UGDS_2MOR     False\n",
       "UGDS_NRA      False\n",
       "UGDS_UNKN     False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_self_compare.all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "UGDS_WHITE    0\n",
       "UGDS_BLACK    0\n",
       "UGDS_HISP     0\n",
       "UGDS_ASIAN    0\n",
       "UGDS_AIAN     0\n",
       "UGDS_NHPI     0\n",
       "UGDS_2MOR     0\n",
       "UGDS_NRA      0\n",
       "UGDS_UNKN     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(college_ugds_ == pd.np.nan).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "UGDS_WHITE    661\n",
       "UGDS_BLACK    661\n",
       "UGDS_HISP     661\n",
       "UGDS_ASIAN    661\n",
       "UGDS_AIAN     661\n",
       "UGDS_NHPI     661\n",
       "UGDS_2MOR     661\n",
       "UGDS_NRA      661\n",
       "UGDS_UNKN     661\n",
       "dtype: int64"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# proper way to count missing values\n",
    "college_ugds_.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# proper way to compare to entire DataFrames\n",
    "college_ugds_.equals(college_ugds_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "college = pd.read_csv('data/college.csv', index_col='INSTNM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>UGDS_WHITE</th>\n",
       "      <th>UGDS_BLACK</th>\n",
       "      <th>UGDS_HISP</th>\n",
       "      <th>UGDS_ASIAN</th>\n",
       "      <th>UGDS_AIAN</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.9353</td>\n",
       "      <td>0.0055</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0024</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0059</td>\n",
       "      <td>0.0138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>0.5922</td>\n",
       "      <td>0.2600</td>\n",
       "      <td>0.0283</td>\n",
       "      <td>0.0518</td>\n",
       "      <td>0.0022</td>\n",
       "      <td>0.0007</td>\n",
       "      <td>0.0368</td>\n",
       "      <td>0.0179</td>\n",
       "      <td>0.0100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>0.2990</td>\n",
       "      <td>0.4192</td>\n",
       "      <td>0.0069</td>\n",
       "      <td>0.0034</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>0.6988</td>\n",
       "      <td>0.1255</td>\n",
       "      <td>0.0382</td>\n",
       "      <td>0.0376</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0172</td>\n",
       "      <td>0.0332</td>\n",
       "      <td>0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>0.0158</td>\n",
       "      <td>0.9208</td>\n",
       "      <td>0.0121</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0010</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.0098</td>\n",
       "      <td>0.0243</td>\n",
       "      <td>0.0137</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     UGDS_WHITE  UGDS_BLACK  UGDS_HISP  \\\n",
       "INSTNM                                                                   \n",
       "Alabama A & M University                 0.0333      0.9353     0.0055   \n",
       "University of Alabama at Birmingham      0.5922      0.2600     0.0283   \n",
       "Amridge University                       0.2990      0.4192     0.0069   \n",
       "University of Alabama in Huntsville      0.6988      0.1255     0.0382   \n",
       "Alabama State University                 0.0158      0.9208     0.0121   \n",
       "\n",
       "                                     UGDS_ASIAN  UGDS_AIAN  UGDS_NHPI  \\\n",
       "INSTNM                                                                  \n",
       "Alabama A & M University                 0.0019     0.0024     0.0019   \n",
       "University of Alabama at Birmingham      0.0518     0.0022     0.0007   \n",
       "Amridge University                       0.0034     0.0000     0.0000   \n",
       "University of Alabama in Huntsville      0.0376     0.0143     0.0002   \n",
       "Alabama State University                 0.0019     0.0010     0.0006   \n",
       "\n",
       "                                     UGDS_2MOR  UGDS_NRA  UGDS_UNKN  \n",
       "INSTNM                                                               \n",
       "Alabama A & M University                0.0000    0.0059     0.0138  \n",
       "University of Alabama at Birmingham     0.0368    0.0179     0.0100  \n",
       "Amridge University                      0.0000    0.0000     0.2715  \n",
       "University of Alabama in Huntsville     0.0172    0.0332     0.0350  \n",
       "Alabama State University                0.0098    0.0243     0.0137  "
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_ = college.filter(like='UGDS_')\n",
    "college_ugds_.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "UGDS_WHITE    6874\n",
       "UGDS_BLACK    6874\n",
       "UGDS_HISP     6874\n",
       "UGDS_ASIAN    6874\n",
       "UGDS_AIAN     6874\n",
       "UGDS_NHPI     6874\n",
       "UGDS_2MOR     6874\n",
       "UGDS_NRA      6874\n",
       "UGDS_UNKN     6874\n",
       "dtype: int64"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Alabama A & M University               9\n",
       "University of Alabama at Birmingham    9\n",
       "Amridge University                     9\n",
       "University of Alabama in Huntsville    9\n",
       "Alabama State University               9\n",
       "dtype: int64"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_.count(axis=1).head()  # or axis='columns'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Alabama A & M University               1.0000\n",
       "University of Alabama at Birmingham    0.9999\n",
       "Amridge University                     1.0000\n",
       "University of Alabama in Huntsville    1.0000\n",
       "Alabama State University               1.0000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_.sum(axis='columns').head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "UGDS_WHITE    0.55570\n",
       "UGDS_BLACK    0.10005\n",
       "UGDS_HISP     0.07140\n",
       "UGDS_ASIAN    0.01290\n",
       "UGDS_AIAN     0.00260\n",
       "UGDS_NHPI     0.00000\n",
       "UGDS_2MOR     0.01750\n",
       "UGDS_NRA      0.00000\n",
       "UGDS_UNKN     0.01430\n",
       "dtype: float64"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_.median(axis='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "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>UGDS_WHITE</th>\n",
       "      <th>UGDS_BLACK</th>\n",
       "      <th>UGDS_HISP</th>\n",
       "      <th>UGDS_ASIAN</th>\n",
       "      <th>UGDS_AIAN</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.9686</td>\n",
       "      <td>0.9741</td>\n",
       "      <td>0.9760</td>\n",
       "      <td>0.9784</td>\n",
       "      <td>0.9803</td>\n",
       "      <td>0.9803</td>\n",
       "      <td>0.9862</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>0.5922</td>\n",
       "      <td>0.8522</td>\n",
       "      <td>0.8805</td>\n",
       "      <td>0.9323</td>\n",
       "      <td>0.9345</td>\n",
       "      <td>0.9352</td>\n",
       "      <td>0.9720</td>\n",
       "      <td>0.9899</td>\n",
       "      <td>0.9999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>0.2990</td>\n",
       "      <td>0.7182</td>\n",
       "      <td>0.7251</td>\n",
       "      <td>0.7285</td>\n",
       "      <td>0.7285</td>\n",
       "      <td>0.7285</td>\n",
       "      <td>0.7285</td>\n",
       "      <td>0.7285</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>0.6988</td>\n",
       "      <td>0.8243</td>\n",
       "      <td>0.8625</td>\n",
       "      <td>0.9001</td>\n",
       "      <td>0.9144</td>\n",
       "      <td>0.9146</td>\n",
       "      <td>0.9318</td>\n",
       "      <td>0.9650</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>0.0158</td>\n",
       "      <td>0.9366</td>\n",
       "      <td>0.9487</td>\n",
       "      <td>0.9506</td>\n",
       "      <td>0.9516</td>\n",
       "      <td>0.9522</td>\n",
       "      <td>0.9620</td>\n",
       "      <td>0.9863</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     UGDS_WHITE  UGDS_BLACK  UGDS_HISP  \\\n",
       "INSTNM                                                                   \n",
       "Alabama A & M University                 0.0333      0.9686     0.9741   \n",
       "University of Alabama at Birmingham      0.5922      0.8522     0.8805   \n",
       "Amridge University                       0.2990      0.7182     0.7251   \n",
       "University of Alabama in Huntsville      0.6988      0.8243     0.8625   \n",
       "Alabama State University                 0.0158      0.9366     0.9487   \n",
       "\n",
       "                                     UGDS_ASIAN  UGDS_AIAN  UGDS_NHPI  \\\n",
       "INSTNM                                                                  \n",
       "Alabama A & M University                 0.9760     0.9784     0.9803   \n",
       "University of Alabama at Birmingham      0.9323     0.9345     0.9352   \n",
       "Amridge University                       0.7285     0.7285     0.7285   \n",
       "University of Alabama in Huntsville      0.9001     0.9144     0.9146   \n",
       "Alabama State University                 0.9506     0.9516     0.9522   \n",
       "\n",
       "                                     UGDS_2MOR  UGDS_NRA  UGDS_UNKN  \n",
       "INSTNM                                                               \n",
       "Alabama A & M University                0.9803    0.9862     1.0000  \n",
       "University of Alabama at Birmingham     0.9720    0.9899     0.9999  \n",
       "Amridge University                      0.7285    0.7285     1.0000  \n",
       "University of Alabama in Huntsville     0.9318    0.9650     1.0000  \n",
       "Alabama State University                0.9620    0.9863     1.0000  "
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_cumsum = college_ugds_.cumsum(axis=1)\n",
    "college_ugds_cumsum.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "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>Diversity Index</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>School</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Rutgers University--Newark  Newark, NJ</th>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andrews University  Berrien Springs, MI</th>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stanford University  Stanford, CA</th>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Houston  Houston, TX</th>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Nevada--Las Vegas  Las Vegas, NV</th>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of San Francisco  San Francisco, CA</th>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>San Francisco State University  San Francisco, CA</th>\n",
       "      <td>0.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Illinois--Chicago  Chicago, IL</th>\n",
       "      <td>0.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Jersey Institute of Technology  Newark, NJ</th>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas Woman's University  Denton, TX</th>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   Diversity Index\n",
       "School                                                            \n",
       "Rutgers University--Newark  Newark, NJ                        0.76\n",
       "Andrews University  Berrien Springs, MI                       0.74\n",
       "Stanford University  Stanford, CA                             0.74\n",
       "University of Houston  Houston, TX                            0.74\n",
       "University of Nevada--Las Vegas  Las Vegas, NV                0.74\n",
       "University of San Francisco  San Francisco, CA                0.74\n",
       "San Francisco State University  San Francisco, CA             0.73\n",
       "University of Illinois--Chicago  Chicago, IL                  0.73\n",
       "New Jersey Institute of Technology  Newark, NJ                0.72\n",
       "Texas Woman's University  Denton, TX                          0.72"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('data/college_diversity.csv', index_col='School')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "college = pd.read_csv('data/college.csv', index_col='INSTNM')\n",
    "college_ugds_ = college.filter(like='UGDS_')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Excel Learning Center-San Antonio South         9\n",
       "Philadelphia College of Osteopathic Medicine    9\n",
       "Assemblies of God Theological Seminary          9\n",
       "Episcopal Divinity School                       9\n",
       "Phillips Graduate Institute                     9\n",
       "dtype: int64"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_.isnull()\\\n",
    "             .sum(axis=1)\\\n",
    "             .sort_values(ascending=False)\\\n",
    "             .head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "college_ugds_ = college_ugds_.dropna(how='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "UGDS_WHITE    0\n",
       "UGDS_BLACK    0\n",
       "UGDS_HISP     0\n",
       "UGDS_ASIAN    0\n",
       "UGDS_AIAN     0\n",
       "UGDS_NHPI     0\n",
       "UGDS_2MOR     0\n",
       "UGDS_NRA      0\n",
       "UGDS_UNKN     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UGDS_WHITE</th>\n",
       "      <th>UGDS_BLACK</th>\n",
       "      <th>UGDS_HISP</th>\n",
       "      <th>UGDS_ASIAN</th>\n",
       "      <th>UGDS_AIAN</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama A &amp; M University</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama at Birmingham</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amridge University</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of Alabama in Huntsville</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama State University</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The University of Alabama</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Alabama Community College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Athens State University</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auburn University at Montgomery</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auburn University</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Birmingham Southern College</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chattahoochee Valley Community College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Concordia College Alabama</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South University-Montgomery</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enterprise State Community College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James H Faulkner State Community College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Faulkner University</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gadsden State Community College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Beginning College of Cosmetology</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>George C Wallace State Community College-Dothan</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>George C Wallace State Community College-Hanceville</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>George C Wallace State Community College-Selma</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Herzing University-Birmingham</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Huntingdon College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heritage Christian University</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>J F Drake State Community and Technical College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jacksonville State University</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jefferson Davis Community College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jefferson State Community College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>John C Calhoun State Community College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tint School of Makeup &amp; Cosmetology-Seattle</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Centro de Estudios Multidisciplinarios-Mayaguez</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heritage College-Cleveland</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aveda Institute-Phoenix</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>University of North Texas at Dallas</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BridgeValley Community &amp; Technical College</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northwest College-Medford</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginia College-Fort Pierce</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Houston Training Schools-Gessner</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Empire Beauty School-Buffalo</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Paul Mitchell the School-Toledo</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MJ's Barber Academy</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trine University-Arizona Regional Campus</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Regency Beauty Institute-Gaithersburg</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Georgia Military College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Horizons Medical Institute-Winder</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAE Institute of Technology-Chicago</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beau Monde College of Hair Design-Beau Monde Academy of Cosmetology</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fayette Beauty Academy-Ritz Beauty Academy</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fountain of Youth Academy of Cosmetology</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MCI Institute of Technology-Boca Raton</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Coast University-Miami</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>National American University-Houston</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aparicio-Levy Technical College</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fred D. Learey Technical College</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hollywood Institute of Beauty Careers-West Palm Beach</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hollywood Institute of Beauty Careers-Casselberry</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coachella Valley Beauty College-Beaumont</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dewey University-Mayaguez</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coastal Pines Technical College</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6874 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    UGDS_WHITE  UGDS_BLACK  \\\n",
       "INSTNM                                                                       \n",
       "Alabama A & M University                                 False        True   \n",
       "University of Alabama at Birmingham                       True        True   \n",
       "Amridge University                                        True        True   \n",
       "University of Alabama in Huntsville                       True       False   \n",
       "Alabama State University                                 False        True   \n",
       "The University of Alabama                                 True       False   \n",
       "Central Alabama Community College                         True        True   \n",
       "Athens State University                                   True       False   \n",
       "Auburn University at Montgomery                           True        True   \n",
       "Auburn University                                         True       False   \n",
       "Birmingham Southern College                               True       False   \n",
       "Chattahoochee Valley Community College                    True        True   \n",
       "Concordia College Alabama                                False        True   \n",
       "South University-Montgomery                               True        True   \n",
       "Enterprise State Community College                        True        True   \n",
       "James H Faulkner State Community College                  True        True   \n",
       "Faulkner University                                       True        True   \n",
       "Gadsden State Community College                           True        True   \n",
       "New Beginning College of Cosmetology                      True       False   \n",
       "George C Wallace State Community College-Dothan           True        True   \n",
       "George C Wallace State Community College-Hancev...        True       False   \n",
       "George C Wallace State Community College-Selma            True        True   \n",
       "Herzing University-Birmingham                             True        True   \n",
       "Huntingdon College                                        True        True   \n",
       "Heritage Christian University                             True       False   \n",
       "J F Drake State Community and Technical College           True        True   \n",
       "Jacksonville State University                             True        True   \n",
       "Jefferson Davis Community College                         True        True   \n",
       "Jefferson State Community College                         True        True   \n",
       "John C Calhoun State Community College                    True        True   \n",
       "...                                                        ...         ...   \n",
       "Tint School of Makeup & Cosmetology-Seattle               True       False   \n",
       "Centro de Estudios Multidisciplinarios-Mayaguez          False       False   \n",
       "Heritage College-Cleveland                                True        True   \n",
       "Aveda Institute-Phoenix                                   True       False   \n",
       "University of North Texas at Dallas                      False        True   \n",
       "BridgeValley Community & Technical College                True       False   \n",
       "Northwest College-Medford                                 True       False   \n",
       "Virginia College-Fort Pierce                              True        True   \n",
       "Houston Training Schools-Gessner                         False       False   \n",
       "Empire Beauty School-Buffalo                              True        True   \n",
       "Paul Mitchell the School-Toledo                           True        True   \n",
       "MJ's Barber Academy                                      False        True   \n",
       "Trine University-Arizona Regional Campus                  True       False   \n",
       "Regency Beauty Institute-Gaithersburg                     True        True   \n",
       "Georgia Military College                                  True        True   \n",
       "New Horizons Medical Institute-Winder                     True        True   \n",
       "SAE Institute of Technology-Chicago                       True        True   \n",
       "Beau Monde College of Hair Design-Beau Monde Ac...        True       False   \n",
       "Fayette Beauty Academy-Ritz Beauty Academy               False        True   \n",
       "Fountain of Youth Academy of Cosmetology                  True       False   \n",
       "MCI Institute of Technology-Boca Raton                   False        True   \n",
       "West Coast University-Miami                               True        True   \n",
       "National American University-Houston                      True        True   \n",
       "Aparicio-Levy Technical College                           True       False   \n",
       "Fred D. Learey Technical College                          True       False   \n",
       "Hollywood Institute of Beauty Careers-West Palm...        True        True   \n",
       "Hollywood Institute of Beauty Careers-Casselberry        False        True   \n",
       "Coachella Valley Beauty College-Beaumont                  True       False   \n",
       "Dewey University-Mayaguez                                False       False   \n",
       "Coastal Pines Technical College                           True        True   \n",
       "\n",
       "                                                    UGDS_HISP  UGDS_ASIAN  \\\n",
       "INSTNM                                                                      \n",
       "Alabama A & M University                                False       False   \n",
       "University of Alabama at Birmingham                     False       False   \n",
       "Amridge University                                      False       False   \n",
       "University of Alabama in Huntsville                     False       False   \n",
       "Alabama State University                                False       False   \n",
       "The University of Alabama                               False       False   \n",
       "Central Alabama Community College                       False       False   \n",
       "Athens State University                                 False       False   \n",
       "Auburn University at Montgomery                         False       False   \n",
       "Auburn University                                       False       False   \n",
       "Birmingham Southern College                             False       False   \n",
       "Chattahoochee Valley Community College                  False       False   \n",
       "Concordia College Alabama                               False       False   \n",
       "South University-Montgomery                             False       False   \n",
       "Enterprise State Community College                      False       False   \n",
       "James H Faulkner State Community College                False       False   \n",
       "Faulkner University                                     False       False   \n",
       "Gadsden State Community College                         False       False   \n",
       "New Beginning College of Cosmetology                    False       False   \n",
       "George C Wallace State Community College-Dothan         False       False   \n",
       "George C Wallace State Community College-Hancev...      False       False   \n",
       "George C Wallace State Community College-Selma          False       False   \n",
       "Herzing University-Birmingham                           False       False   \n",
       "Huntingdon College                                      False       False   \n",
       "Heritage Christian University                           False       False   \n",
       "J F Drake State Community and Technical College         False       False   \n",
       "Jacksonville State University                           False       False   \n",
       "Jefferson Davis Community College                       False       False   \n",
       "Jefferson State Community College                       False       False   \n",
       "John C Calhoun State Community College                  False       False   \n",
       "...                                                       ...         ...   \n",
       "Tint School of Makeup & Cosmetology-Seattle              True       False   \n",
       "Centro de Estudios Multidisciplinarios-Mayaguez          True       False   \n",
       "Heritage College-Cleveland                              False       False   \n",
       "Aveda Institute-Phoenix                                  True       False   \n",
       "University of North Texas at Dallas                      True       False   \n",
       "BridgeValley Community & Technical College              False       False   \n",
       "Northwest College-Medford                                True       False   \n",
       "Virginia College-Fort Pierce                            False       False   \n",
       "Houston Training Schools-Gessner                         True       False   \n",
       "Empire Beauty School-Buffalo                            False       False   \n",
       "Paul Mitchell the School-Toledo                         False       False   \n",
       "MJ's Barber Academy                                     False       False   \n",
       "Trine University-Arizona Regional Campus                 True       False   \n",
       "Regency Beauty Institute-Gaithersburg                    True       False   \n",
       "Georgia Military College                                False       False   \n",
       "New Horizons Medical Institute-Winder                   False       False   \n",
       "SAE Institute of Technology-Chicago                      True       False   \n",
       "Beau Monde College of Hair Design-Beau Monde Ac...       True       False   \n",
       "Fayette Beauty Academy-Ritz Beauty Academy              False       False   \n",
       "Fountain of Youth Academy of Cosmetology                False       False   \n",
       "MCI Institute of Technology-Boca Raton                   True       False   \n",
       "West Coast University-Miami                              True       False   \n",
       "National American University-Houston                    False       False   \n",
       "Aparicio-Levy Technical College                          True       False   \n",
       "Fred D. Learey Technical College                         True       False   \n",
       "Hollywood Institute of Beauty Careers-West Palm...       True       False   \n",
       "Hollywood Institute of Beauty Careers-Casselberry        True       False   \n",
       "Coachella Valley Beauty College-Beaumont                 True       False   \n",
       "Dewey University-Mayaguez                                True       False   \n",
       "Coastal Pines Technical College                         False       False   \n",
       "\n",
       "                                                    UGDS_AIAN  UGDS_NHPI  \\\n",
       "INSTNM                                                                     \n",
       "Alabama A & M University                                False      False   \n",
       "University of Alabama at Birmingham                     False      False   \n",
       "Amridge University                                      False      False   \n",
       "University of Alabama in Huntsville                     False      False   \n",
       "Alabama State University                                False      False   \n",
       "The University of Alabama                               False      False   \n",
       "Central Alabama Community College                       False      False   \n",
       "Athens State University                                 False      False   \n",
       "Auburn University at Montgomery                         False      False   \n",
       "Auburn University                                       False      False   \n",
       "Birmingham Southern College                             False      False   \n",
       "Chattahoochee Valley Community College                  False      False   \n",
       "Concordia College Alabama                               False      False   \n",
       "South University-Montgomery                             False      False   \n",
       "Enterprise State Community College                      False      False   \n",
       "James H Faulkner State Community College                False      False   \n",
       "Faulkner University                                     False      False   \n",
       "Gadsden State Community College                         False      False   \n",
       "New Beginning College of Cosmetology                    False      False   \n",
       "George C Wallace State Community College-Dothan         False      False   \n",
       "George C Wallace State Community College-Hancev...      False      False   \n",
       "George C Wallace State Community College-Selma          False      False   \n",
       "Herzing University-Birmingham                           False      False   \n",
       "Huntingdon College                                      False      False   \n",
       "Heritage Christian University                           False      False   \n",
       "J F Drake State Community and Technical College         False      False   \n",
       "Jacksonville State University                           False      False   \n",
       "Jefferson Davis Community College                       False      False   \n",
       "Jefferson State Community College                       False      False   \n",
       "John C Calhoun State Community College                  False      False   \n",
       "...                                                       ...        ...   \n",
       "Tint School of Makeup & Cosmetology-Seattle             False      False   \n",
       "Centro de Estudios Multidisciplinarios-Mayaguez         False      False   \n",
       "Heritage College-Cleveland                              False      False   \n",
       "Aveda Institute-Phoenix                                 False      False   \n",
       "University of North Texas at Dallas                     False      False   \n",
       "BridgeValley Community & Technical College              False      False   \n",
       "Northwest College-Medford                               False      False   \n",
       "Virginia College-Fort Pierce                            False      False   \n",
       "Houston Training Schools-Gessner                        False      False   \n",
       "Empire Beauty School-Buffalo                            False      False   \n",
       "Paul Mitchell the School-Toledo                         False       True   \n",
       "MJ's Barber Academy                                     False      False   \n",
       "Trine University-Arizona Regional Campus                False      False   \n",
       "Regency Beauty Institute-Gaithersburg                   False      False   \n",
       "Georgia Military College                                False      False   \n",
       "New Horizons Medical Institute-Winder                   False      False   \n",
       "SAE Institute of Technology-Chicago                     False      False   \n",
       "Beau Monde College of Hair Design-Beau Monde Ac...      False      False   \n",
       "Fayette Beauty Academy-Ritz Beauty Academy              False      False   \n",
       "Fountain of Youth Academy of Cosmetology                False      False   \n",
       "MCI Institute of Technology-Boca Raton                  False      False   \n",
       "West Coast University-Miami                             False      False   \n",
       "National American University-Houston                    False      False   \n",
       "Aparicio-Levy Technical College                         False      False   \n",
       "Fred D. Learey Technical College                        False      False   \n",
       "Hollywood Institute of Beauty Careers-West Palm...      False      False   \n",
       "Hollywood Institute of Beauty Careers-Casselberry       False      False   \n",
       "Coachella Valley Beauty College-Beaumont                False      False   \n",
       "Dewey University-Mayaguez                               False      False   \n",
       "Coastal Pines Technical College                         False      False   \n",
       "\n",
       "                                                    UGDS_2MOR  UGDS_NRA  \\\n",
       "INSTNM                                                                    \n",
       "Alabama A & M University                                False     False   \n",
       "University of Alabama at Birmingham                     False     False   \n",
       "Amridge University                                      False     False   \n",
       "University of Alabama in Huntsville                     False     False   \n",
       "Alabama State University                                False     False   \n",
       "The University of Alabama                               False     False   \n",
       "Central Alabama Community College                       False     False   \n",
       "Athens State University                                 False     False   \n",
       "Auburn University at Montgomery                         False     False   \n",
       "Auburn University                                       False     False   \n",
       "Birmingham Southern College                             False     False   \n",
       "Chattahoochee Valley Community College                  False     False   \n",
       "Concordia College Alabama                               False     False   \n",
       "South University-Montgomery                             False     False   \n",
       "Enterprise State Community College                      False     False   \n",
       "James H Faulkner State Community College                False     False   \n",
       "Faulkner University                                     False     False   \n",
       "Gadsden State Community College                         False     False   \n",
       "New Beginning College of Cosmetology                    False     False   \n",
       "George C Wallace State Community College-Dothan         False     False   \n",
       "George C Wallace State Community College-Hancev...      False     False   \n",
       "George C Wallace State Community College-Selma          False     False   \n",
       "Herzing University-Birmingham                           False     False   \n",
       "Huntingdon College                                      False     False   \n",
       "Heritage Christian University                           False     False   \n",
       "J F Drake State Community and Technical College         False     False   \n",
       "Jacksonville State University                           False     False   \n",
       "Jefferson Davis Community College                       False     False   \n",
       "Jefferson State Community College                       False     False   \n",
       "John C Calhoun State Community College                  False     False   \n",
       "...                                                       ...       ...   \n",
       "Tint School of Makeup & Cosmetology-Seattle             False     False   \n",
       "Centro de Estudios Multidisciplinarios-Mayaguez         False     False   \n",
       "Heritage College-Cleveland                              False     False   \n",
       "Aveda Institute-Phoenix                                 False     False   \n",
       "University of North Texas at Dallas                     False     False   \n",
       "BridgeValley Community & Technical College              False     False   \n",
       "Northwest College-Medford                               False     False   \n",
       "Virginia College-Fort Pierce                            False     False   \n",
       "Houston Training Schools-Gessner                        False     False   \n",
       "Empire Beauty School-Buffalo                            False     False   \n",
       "Paul Mitchell the School-Toledo                         False     False   \n",
       "MJ's Barber Academy                                     False     False   \n",
       "Trine University-Arizona Regional Campus                False     False   \n",
       "Regency Beauty Institute-Gaithersburg                    True     False   \n",
       "Georgia Military College                                False     False   \n",
       "New Horizons Medical Institute-Winder                   False     False   \n",
       "SAE Institute of Technology-Chicago                     False     False   \n",
       "Beau Monde College of Hair Design-Beau Monde Ac...      False     False   \n",
       "Fayette Beauty Academy-Ritz Beauty Academy              False     False   \n",
       "Fountain of Youth Academy of Cosmetology                False     False   \n",
       "MCI Institute of Technology-Boca Raton                  False     False   \n",
       "West Coast University-Miami                             False     False   \n",
       "National American University-Houston                    False     False   \n",
       "Aparicio-Levy Technical College                         False     False   \n",
       "Fred D. Learey Technical College                        False     False   \n",
       "Hollywood Institute of Beauty Careers-West Palm...      False     False   \n",
       "Hollywood Institute of Beauty Careers-Casselberry       False     False   \n",
       "Coachella Valley Beauty College-Beaumont                False     False   \n",
       "Dewey University-Mayaguez                               False     False   \n",
       "Coastal Pines Technical College                         False     False   \n",
       "\n",
       "                                                    UGDS_UNKN  \n",
       "INSTNM                                                         \n",
       "Alabama A & M University                                False  \n",
       "University of Alabama at Birmingham                     False  \n",
       "Amridge University                                       True  \n",
       "University of Alabama in Huntsville                     False  \n",
       "Alabama State University                                False  \n",
       "The University of Alabama                               False  \n",
       "Central Alabama Community College                       False  \n",
       "Athens State University                                 False  \n",
       "Auburn University at Montgomery                         False  \n",
       "Auburn University                                       False  \n",
       "Birmingham Southern College                             False  \n",
       "Chattahoochee Valley Community College                  False  \n",
       "Concordia College Alabama                               False  \n",
       "South University-Montgomery                             False  \n",
       "Enterprise State Community College                      False  \n",
       "James H Faulkner State Community College                False  \n",
       "Faulkner University                                     False  \n",
       "Gadsden State Community College                         False  \n",
       "New Beginning College of Cosmetology                    False  \n",
       "George C Wallace State Community College-Dothan         False  \n",
       "George C Wallace State Community College-Hancev...      False  \n",
       "George C Wallace State Community College-Selma          False  \n",
       "Herzing University-Birmingham                           False  \n",
       "Huntingdon College                                      False  \n",
       "Heritage Christian University                           False  \n",
       "J F Drake State Community and Technical College         False  \n",
       "Jacksonville State University                           False  \n",
       "Jefferson Davis Community College                       False  \n",
       "Jefferson State Community College                       False  \n",
       "John C Calhoun State Community College                  False  \n",
       "...                                                       ...  \n",
       "Tint School of Makeup & Cosmetology-Seattle             False  \n",
       "Centro de Estudios Multidisciplinarios-Mayaguez         False  \n",
       "Heritage College-Cleveland                              False  \n",
       "Aveda Institute-Phoenix                                 False  \n",
       "University of North Texas at Dallas                     False  \n",
       "BridgeValley Community & Technical College              False  \n",
       "Northwest College-Medford                               False  \n",
       "Virginia College-Fort Pierce                            False  \n",
       "Houston Training Schools-Gessner                        False  \n",
       "Empire Beauty School-Buffalo                            False  \n",
       "Paul Mitchell the School-Toledo                         False  \n",
       "MJ's Barber Academy                                     False  \n",
       "Trine University-Arizona Regional Campus                False  \n",
       "Regency Beauty Institute-Gaithersburg                   False  \n",
       "Georgia Military College                                False  \n",
       "New Horizons Medical Institute-Winder                   False  \n",
       "SAE Institute of Technology-Chicago                     False  \n",
       "Beau Monde College of Hair Design-Beau Monde Ac...      False  \n",
       "Fayette Beauty Academy-Ritz Beauty Academy              False  \n",
       "Fountain of Youth Academy of Cosmetology                False  \n",
       "MCI Institute of Technology-Boca Raton                  False  \n",
       "West Coast University-Miami                             False  \n",
       "National American University-Houston                    False  \n",
       "Aparicio-Levy Technical College                         False  \n",
       "Fred D. Learey Technical College                         True  \n",
       "Hollywood Institute of Beauty Careers-West Palm...      False  \n",
       "Hollywood Institute of Beauty Careers-Casselberry       False  \n",
       "Coachella Valley Beauty College-Beaumont                False  \n",
       "Dewey University-Mayaguez                               False  \n",
       "Coastal Pines Technical College                         False  \n",
       "\n",
       "[6874 rows x 9 columns]"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_.ge(.15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Alabama A & M University               1\n",
       "University of Alabama at Birmingham    2\n",
       "Amridge University                     3\n",
       "University of Alabama in Huntsville    1\n",
       "Alabama State University               1\n",
       "The University of Alabama              1\n",
       "Central Alabama Community College      2\n",
       "Athens State University                1\n",
       "Auburn University at Montgomery        2\n",
       "Auburn University                      1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diversity_metric = college_ugds_.ge(.15).sum(axis='columns')\n",
    "diversity_metric.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    3042\n",
       "2    2884\n",
       "3     876\n",
       "4      63\n",
       "0       7\n",
       "5       2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diversity_metric.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Regency Beauty Institute-Austin          5\n",
       "Central Texas Beauty College-Temple      5\n",
       "Sullivan and Cogliano Training Center    4\n",
       "Ambria College of Nursing                4\n",
       "Berkeley College-New York                4\n",
       "dtype: int64"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diversity_metric.sort_values(ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>UGDS_WHITE</th>\n",
       "      <th>UGDS_BLACK</th>\n",
       "      <th>UGDS_HISP</th>\n",
       "      <th>UGDS_ASIAN</th>\n",
       "      <th>UGDS_AIAN</th>\n",
       "      <th>UGDS_NHPI</th>\n",
       "      <th>UGDS_2MOR</th>\n",
       "      <th>UGDS_NRA</th>\n",
       "      <th>UGDS_UNKN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTNM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Regency Beauty Institute-Austin</th>\n",
       "      <td>0.1867</td>\n",
       "      <td>0.2133</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1733</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Texas Beauty College-Temple</th>\n",
       "      <td>0.1616</td>\n",
       "      <td>0.2323</td>\n",
       "      <td>0.2626</td>\n",
       "      <td>0.0202</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1717</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1515</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     UGDS_WHITE  UGDS_BLACK  UGDS_HISP  \\\n",
       "INSTNM                                                                   \n",
       "Regency Beauty Institute-Austin          0.1867      0.2133     0.1600   \n",
       "Central Texas Beauty College-Temple      0.1616      0.2323     0.2626   \n",
       "\n",
       "                                     UGDS_ASIAN  UGDS_AIAN  UGDS_NHPI  \\\n",
       "INSTNM                                                                  \n",
       "Regency Beauty Institute-Austin          0.0000        0.0        0.0   \n",
       "Central Texas Beauty College-Temple      0.0202        0.0        0.0   \n",
       "\n",
       "                                     UGDS_2MOR  UGDS_NRA  UGDS_UNKN  \n",
       "INSTNM                                                               \n",
       "Regency Beauty Institute-Austin         0.1733       0.0     0.2667  \n",
       "Central Texas Beauty College-Temple     0.1717       0.0     0.1515  "
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_.loc[['Regency Beauty Institute-Austin', 'Central Texas Beauty College-Temple']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Rutgers University-Newark         4\n",
       "Andrews University                3\n",
       "Stanford University               3\n",
       "University of Houston             3\n",
       "University of Nevada-Las Vegas    3\n",
       "dtype: int64"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "us_news_top = ['Rutgers University-Newark', 'Andrews University', 'Stanford University', 'University of Houston', 'University of Nevada-Las Vegas']\n",
    "diversity_metric.loc[us_news_top]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INSTNM\n",
       "Dewey University-Manati                               1.0\n",
       "Yeshiva and Kollel Harbotzas Torah                    1.0\n",
       "Mr Leon's School of Hair Design-Lewiston              1.0\n",
       "Dewey University-Bayamon                              1.0\n",
       "Shepherds Theological Seminary                        1.0\n",
       "Yeshiva Gedolah Kesser Torah                          1.0\n",
       "Monteclaro Escuela de Hoteleria y Artes Culinarias    1.0\n",
       "Yeshiva Shaar Hatorah                                 1.0\n",
       "Bais Medrash Elyon                                    1.0\n",
       "Yeshiva of Nitra Rabbinical College                   1.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "college_ugds_.max(axis=1).sort_values(ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(college_ugds_ > .01).all(axis=1).any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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