Investigate_a_Dataset_TMDb_Directors_NirupamaPV.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Project: Investigate a Dataset : TMDb Dataset\n",
    "\n",
    "## Table of Contents\n",
    "<ul>\n",
    "<li><a href=\"#intro\">Introduction</a></li>\n",
    "<li><a href=\"#wrangling\">Data Wrangling</a></li>\n",
    "<li><a href=\"#eda1\">Exploratory Data Analysis : Q1</a></li>\n",
    "<li><a href=\"#eda2\">Exploratory Data Analysis : Q2</a></li>\n",
    "<li><a href=\"#eda3\">Exploratory Data Analysis : Q3</a></li>\n",
    "<li><a href=\"#eda4\">Exploratory Data Analysis : Q4</a></li>\n",
    "<li><a href=\"#limitations\">Limitations</a></li>\n",
    "<li><a href=\"#conclusions\">Conclusions</a></li>\n",
    "</ul>\n",
    "\n",
    "<a id='intro'></a>\n",
    "## Introduction\n",
    "\n",
    "> The dataset selected is the TMDb dataset that contains the data on movies and ratings.\n",
    "\n",
    "> Associations and Effects for directors are evaluated in this analysis\n",
    "> Some questions to be answered are:\n",
    "- Over the decades, who are the popular directors?\n",
    "- Is revenue related to directorial creativity? \n",
    "- Are runtimes and directors related? i.e. do directors have preference of movie durations?\n",
    "\n",
    "> The investigations conducted here are exploratory and any associations will be tentative at best, as only visualization and basic correlations are attempted in this project. Any relation inferred will be used only as a pointer for conducting further detailed, statistically backed analyses. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Resources\n",
    "> Codes are based on Udacity DAND lessons, my own code from solving the assignments and exercises, including previous DAND projects as well as links [like StackOverflow] from the resources mentioned in DAND syllabus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Use this cell to set up import statements for all of the packages that are to be used\n",
    "\n",
    "#import statements for packages to be used\n",
    "import pandas as pd\n",
    "import csv # read and write csv files\n",
    "from datetime import datetime # operations to parse dates\n",
    "import matplotlib.pyplot as plt\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='wrangling'></a>\n",
    "## Data Wrangling\n",
    "\n",
    "### General Properties\n",
    "**Observations**\n",
    "- Rows: 10866 \n",
    "- Columns: 21\n",
    "- Null values  present in variables: [as inspected in code below]\n",
    "> - imdb_id \n",
    "> - cast\n",
    "> - homepage\n",
    "> - director\n",
    "> - tagline\n",
    "> - keywords\n",
    "> - overview\n",
    "> - genres\n",
    "> - production_companies\n",
    "\n",
    "**Cleaning Steps Taken:**\n",
    "- Data is relatively clean. \n",
    "- One duplicate record is present and is deleted.\n",
    "- Of the different variables, imdb_id is significant to identify the records uniquely. Only 10 of 10865 are missing. Hence, we only drop the records with this value as missing. \n",
    "- In this analysis, we are inspecting directors and any relation to other given variables. So, we also drop rows with missing values for this column.\n",
    "- Other values with missing values are not significant, hence, retained 'as-is'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10866 entries, 0 to 10865\n",
      "Data columns (total 21 columns):\n",
      "id                      10866 non-null int64\n",
      "imdb_id                 10856 non-null object\n",
      "popularity              10866 non-null float64\n",
      "budget                  10866 non-null int64\n",
      "revenue                 10866 non-null int64\n",
      "original_title          10866 non-null object\n",
      "cast                    10790 non-null object\n",
      "homepage                2936 non-null object\n",
      "director                10822 non-null object\n",
      "tagline                 8042 non-null object\n",
      "keywords                9373 non-null object\n",
      "overview                10862 non-null object\n",
      "runtime                 10866 non-null int64\n",
      "genres                  10843 non-null object\n",
      "production_companies    9836 non-null object\n",
      "release_date            10866 non-null object\n",
      "vote_count              10866 non-null int64\n",
      "vote_average            10866 non-null float64\n",
      "release_year            10866 non-null int64\n",
      "budget_adj              10866 non-null float64\n",
      "revenue_adj             10866 non-null float64\n",
      "dtypes: float64(4), int64(6), object(11)\n",
      "memory usage: 1.7+ MB\n"
     ]
    }
   ],
   "source": [
    "# Load your data and print out a few lines. Perform operations to inspect data\n",
    "#   types and look for instances of missing or possibly errant data.\n",
    "df = pd.read_csv('tmdb_movies.csv', encoding='ISO-8859-1')\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Cleaning: Duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check number of duplicate records\n",
    "sum(df.duplicated())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# drop rows that are duplicates and save in dataset itself \n",
    "df.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 10865 entries, 0 to 10865\n",
      "Data columns (total 21 columns):\n",
      "id                      10865 non-null int64\n",
      "imdb_id                 10855 non-null object\n",
      "popularity              10865 non-null float64\n",
      "budget                  10865 non-null int64\n",
      "revenue                 10865 non-null int64\n",
      "original_title          10865 non-null object\n",
      "cast                    10789 non-null object\n",
      "homepage                2936 non-null object\n",
      "director                10821 non-null object\n",
      "tagline                 8041 non-null object\n",
      "keywords                9372 non-null object\n",
      "overview                10861 non-null object\n",
      "runtime                 10865 non-null int64\n",
      "genres                  10842 non-null object\n",
      "production_companies    9835 non-null object\n",
      "release_date            10865 non-null object\n",
      "vote_count              10865 non-null int64\n",
      "vote_average            10865 non-null float64\n",
      "release_year            10865 non-null int64\n",
      "budget_adj              10865 non-null float64\n",
      "revenue_adj             10865 non-null float64\n",
      "dtypes: float64(4), int64(6), object(11)\n",
      "memory usage: 1.8+ MB\n"
     ]
    }
   ],
   "source": [
    "#inspect dataset to confirm \n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Wrangling: Null Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                         0\n",
       "imdb_id                   10\n",
       "popularity                 0\n",
       "budget                     0\n",
       "revenue                    0\n",
       "original_title             0\n",
       "cast                      76\n",
       "homepage                7929\n",
       "director                  44\n",
       "tagline                 2824\n",
       "keywords                1493\n",
       "overview                   4\n",
       "runtime                    0\n",
       "genres                    23\n",
       "production_companies    1030\n",
       "release_date               0\n",
       "vote_count                 0\n",
       "vote_average               0\n",
       "release_year               0\n",
       "budget_adj                 0\n",
       "revenue_adj                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check columns with null values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Cleaning :Dropping duplicate rows "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 10815 entries, 0 to 10865\n",
      "Data columns (total 21 columns):\n",
      "id                      10815 non-null int64\n",
      "imdb_id                 10815 non-null object\n",
      "popularity              10815 non-null float64\n",
      "budget                  10815 non-null int64\n",
      "revenue                 10815 non-null int64\n",
      "original_title          10815 non-null object\n",
      "cast                    10745 non-null object\n",
      "homepage                2925 non-null object\n",
      "director                10815 non-null object\n",
      "tagline                 8029 non-null object\n",
      "keywords                9353 non-null object\n",
      "overview                10812 non-null object\n",
      "runtime                 10815 non-null int64\n",
      "genres                  10795 non-null object\n",
      "production_companies    9812 non-null object\n",
      "release_date            10815 non-null object\n",
      "vote_count              10815 non-null int64\n",
      "vote_average            10815 non-null float64\n",
      "release_year            10815 non-null int64\n",
      "budget_adj              10815 non-null float64\n",
      "revenue_adj             10815 non-null float64\n",
      "dtypes: float64(4), int64(6), object(11)\n",
      "memory usage: 1.8+ MB\n"
     ]
    }
   ],
   "source": [
    "# After viewing the structure of the TMDb dataset and deleting duplicate records\n",
    "#   we perform cleaning steps in this second part.\n",
    "# Here, we are removing rows with null values in imdb_id column and directors only\n",
    "df.dropna(subset=['imdb_id'], inplace=True) \n",
    "df.dropna(subset=['director'], inplace=True) \n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>homepage</th>\n",
       "      <th>director</th>\n",
       "      <th>tagline</th>\n",
       "      <th>...</th>\n",
       "      <th>overview</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</td>\n",
       "      <td>tt0369610</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>\n",
       "      <td>http://www.jurassicworld.com/</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>The park is open.</td>\n",
       "      <td>...</td>\n",
       "      <td>Twenty-two years after the events of Jurassic ...</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Universal Studios|Amblin Entertainment|Legenda...</td>\n",
       "      <td>6/9/15</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>137999939.3</td>\n",
       "      <td>1.392446e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76341</td>\n",
       "      <td>tt1392190</td>\n",
       "      <td>28.419936</td>\n",
       "      <td>150000000</td>\n",
       "      <td>378436354</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>\n",
       "      <td>http://www.madmaxmovie.com/</td>\n",
       "      <td>George Miller</td>\n",
       "      <td>What a Lovely Day.</td>\n",
       "      <td>...</td>\n",
       "      <td>An apocalyptic story set in the furthest reach...</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Village Roadshow Pictures|Kennedy Miller Produ...</td>\n",
       "      <td>5/13/15</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>137999939.3</td>\n",
       "      <td>3.481613e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>262500</td>\n",
       "      <td>tt2908446</td>\n",
       "      <td>13.112507</td>\n",
       "      <td>110000000</td>\n",
       "      <td>295238201</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>\n",
       "      <td>http://www.thedivergentseries.movie/#insurgent</td>\n",
       "      <td>Robert Schwentke</td>\n",
       "      <td>One Choice Can Destroy You</td>\n",
       "      <td>...</td>\n",
       "      <td>Beatrice Prior must confront her inner demons ...</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Summit Entertainment|Mandeville Films|Red Wago...</td>\n",
       "      <td>3/18/15</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>101199955.5</td>\n",
       "      <td>2.716190e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</td>\n",
       "      <td>tt2488496</td>\n",
       "      <td>11.173104</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2068178225</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>\n",
       "      <td>http://www.starwars.com/films/star-wars-episod...</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Every generation has a story.</td>\n",
       "      <td>...</td>\n",
       "      <td>Thirty years after defeating the Galactic Empi...</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>Lucasfilm|Truenorth Productions|Bad Robot</td>\n",
       "      <td>12/15/15</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>183999919.0</td>\n",
       "      <td>1.902723e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168259</td>\n",
       "      <td>tt2820852</td>\n",
       "      <td>9.335014</td>\n",
       "      <td>190000000</td>\n",
       "      <td>1506249360</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>\n",
       "      <td>http://www.furious7.com/</td>\n",
       "      <td>James Wan</td>\n",
       "      <td>Vengeance Hits Home</td>\n",
       "      <td>...</td>\n",
       "      <td>Deckard Shaw seeks revenge against Dominic Tor...</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>Universal Pictures|Original Film|Media Rights ...</td>\n",
       "      <td>4/1/15</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>174799923.1</td>\n",
       "      <td>1.385749e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       id    imdb_id  popularity     budget     revenue  \\\n",
       "0  135397  tt0369610   32.985763  150000000  1513528810   \n",
       "1   76341  tt1392190   28.419936  150000000   378436354   \n",
       "2  262500  tt2908446   13.112507  110000000   295238201   \n",
       "3  140607  tt2488496   11.173104  200000000  2068178225   \n",
       "4  168259  tt2820852    9.335014  190000000  1506249360   \n",
       "\n",
       "                 original_title  \\\n",
       "0                Jurassic World   \n",
       "1            Mad Max: Fury Road   \n",
       "2                     Insurgent   \n",
       "3  Star Wars: The Force Awakens   \n",
       "4                     Furious 7   \n",
       "\n",
       "                                                cast  \\\n",
       "0  Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   \n",
       "1  Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...   \n",
       "2  Shailene Woodley|Theo James|Kate Winslet|Ansel...   \n",
       "3  Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   \n",
       "4  Vin Diesel|Paul Walker|Jason Statham|Michelle ...   \n",
       "\n",
       "                                            homepage          director  \\\n",
       "0                      http://www.jurassicworld.com/   Colin Trevorrow   \n",
       "1                        http://www.madmaxmovie.com/     George Miller   \n",
       "2     http://www.thedivergentseries.movie/#insurgent  Robert Schwentke   \n",
       "3  http://www.starwars.com/films/star-wars-episod...       J.J. Abrams   \n",
       "4                           http://www.furious7.com/         James Wan   \n",
       "\n",
       "                         tagline      ...       \\\n",
       "0              The park is open.      ...        \n",
       "1             What a Lovely Day.      ...        \n",
       "2     One Choice Can Destroy You      ...        \n",
       "3  Every generation has a story.      ...        \n",
       "4            Vengeance Hits Home      ...        \n",
       "\n",
       "                                            overview runtime  \\\n",
       "0  Twenty-two years after the events of Jurassic ...     124   \n",
       "1  An apocalyptic story set in the furthest reach...     120   \n",
       "2  Beatrice Prior must confront her inner demons ...     119   \n",
       "3  Thirty years after defeating the Galactic Empi...     136   \n",
       "4  Deckard Shaw seeks revenge against Dominic Tor...     137   \n",
       "\n",
       "                                      genres  \\\n",
       "0  Action|Adventure|Science Fiction|Thriller   \n",
       "1  Action|Adventure|Science Fiction|Thriller   \n",
       "2         Adventure|Science Fiction|Thriller   \n",
       "3   Action|Adventure|Science Fiction|Fantasy   \n",
       "4                      Action|Crime|Thriller   \n",
       "\n",
       "                                production_companies release_date vote_count  \\\n",
       "0  Universal Studios|Amblin Entertainment|Legenda...       6/9/15       5562   \n",
       "1  Village Roadshow Pictures|Kennedy Miller Produ...      5/13/15       6185   \n",
       "2  Summit Entertainment|Mandeville Films|Red Wago...      3/18/15       2480   \n",
       "3          Lucasfilm|Truenorth Productions|Bad Robot     12/15/15       5292   \n",
       "4  Universal Pictures|Original Film|Media Rights ...       4/1/15       2947   \n",
       "\n",
       "   vote_average  release_year   budget_adj   revenue_adj  \n",
       "0           6.5          2015  137999939.3  1.392446e+09  \n",
       "1           7.1          2015  137999939.3  3.481613e+08  \n",
       "2           6.3          2015  101199955.5  2.716190e+08  \n",
       "3           7.5          2015  183999919.0  1.902723e+09  \n",
       "4           7.3          2015  174799923.1  1.385749e+09  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check dataset \n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Wrangling\n",
    "Inspecting the Values in Directors Columns. As factor of 'Directors' is the basis of our analysis, we want to check if values in this column correspond to only inidvidual directors or collaborations or a mix of both."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Woody Allen                      45\n",
       "Clint Eastwood                   34\n",
       "Martin Scorsese                  29\n",
       "Steven Spielberg                 29\n",
       "Ridley Scott                     23\n",
       "Ron Howard                       22\n",
       "Steven Soderbergh                22\n",
       "Joel Schumacher                  21\n",
       "Brian De Palma                   20\n",
       "Barry Levinson                   19\n",
       "Tim Burton                       19\n",
       "Wes Craven                       19\n",
       "Rob Reiner                       18\n",
       "Mike Nichols                     18\n",
       "John Carpenter                   18\n",
       "David Cronenberg                 18\n",
       "Francis Ford Coppola             17\n",
       "Oliver Stone                     17\n",
       "Norman Jewison                   17\n",
       "Peter Hyams                      17\n",
       "Walter Hill                      17\n",
       "Robert Zemeckis                  17\n",
       "Stephen Frears                   17\n",
       "Tyler Perry                      17\n",
       "Sidney Lumet                     17\n",
       "Renny Harlin                     17\n",
       "Spike Lee                        17\n",
       "Roman Polanski                   16\n",
       "John Landis                      16\n",
       "Stephen Herek                    16\n",
       "                                 ..\n",
       "Alexander Witt                    1\n",
       "Melville Shavelson                1\n",
       "Florian Cossen                    1\n",
       "Barry Battles                     1\n",
       "Jim Torres                        1\n",
       "Markus Goller                     1\n",
       "Levan Gabriadze                   1\n",
       "Arthur Rankin, Jr.|Jules Bass     1\n",
       "Ben Blaine|Chris Blaine           1\n",
       "Alastair Orr                      1\n",
       "Patrick Stettner                  1\n",
       "Ted Geoghegan                     1\n",
       "Anthony Leondis                   1\n",
       "Zev Berman                        1\n",
       "Eric Schaeffer                    1\n",
       "Ronnie del Carmen                 1\n",
       "E. Max Frye                       1\n",
       "Paul Henreid                      1\n",
       "David Nixon|Patrick Doughtie      1\n",
       "Roko Belic                        1\n",
       "Azazel Jacobs                     1\n",
       "Peter Gilbert                     1\n",
       "James Kent                        1\n",
       "Russ Malkin|David Alexanian       1\n",
       "Tony Jaa|Panna Rittikrai          1\n",
       "Crystal Moselle                   1\n",
       "Erwin Wagenhofer                  1\n",
       "Todd Berger                       1\n",
       "Lars von Trier|JÌÄåürgen Leth     1\n",
       "Brian Brough                      1\n",
       "Name: director, Length: 5064, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check unique values of directors\n",
    "df['director'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "There are very few [relatively] records with multiple directors. Hence, we leave these records as it is. Assumption is that personal preferences and styles might change in collaborative ventures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# save new clean dataset for next section\n",
    "df.to_csv('data_imdb_dir.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='eda1'></a>\n",
    "## Exploratory Data Analysis\n",
    "\n",
    "### Research Question 1 \n",
    "##### Over the years, who are the popular directors?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10815 entries, 0 to 10814\n",
      "Data columns (total 21 columns):\n",
      "id                      10815 non-null int64\n",
      "imdb_id                 10815 non-null object\n",
      "popularity              10815 non-null float64\n",
      "budget                  10815 non-null int64\n",
      "revenue                 10815 non-null int64\n",
      "original_title          10815 non-null object\n",
      "cast                    10745 non-null object\n",
      "homepage                2925 non-null object\n",
      "director                10815 non-null object\n",
      "tagline                 8029 non-null object\n",
      "keywords                9353 non-null object\n",
      "overview                10812 non-null object\n",
      "runtime                 10815 non-null int64\n",
      "genres                  10795 non-null object\n",
      "production_companies    9812 non-null object\n",
      "release_date            10815 non-null object\n",
      "vote_count              10815 non-null int64\n",
      "vote_average            10815 non-null float64\n",
      "release_year            10815 non-null int64\n",
      "budget_adj              10815 non-null float64\n",
      "revenue_adj             10815 non-null float64\n",
      "dtypes: float64(4), int64(6), object(11)\n",
      "memory usage: 1.7+ MB\n"
     ]
    }
   ],
   "source": [
    "# Importing data from newly cleaned dataset\n",
    "df_dir = pd.read_csv('data_imdb_dir.csv')\n",
    "df_dir.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PwInxPMwGXgT+Oeb3ReDFxLHJ9rAY+F2x9lAPv3LoGFhI6E55C9gzhvUE1gBH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\nGQeM/jwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111f7e240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Create basic histograms\n",
    "#Initial exploration to see possible trends visually\n",
    "df_dir.hist();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Woody Allen         45\n",
       "Clint Eastwood      34\n",
       "Martin Scorsese     29\n",
       "Steven Spielberg    29\n",
       "Ridley Scott        23\n",
       "Name: director, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# we take counts of releases for every director\n",
    "pop_dir = df_dir['director'].value_counts()\n",
    "pop_dir[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This shows us the directors with maximum releases over the years but is not indicative of popularity. Hence, we try grouping by director names to gauge the popularity better."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</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>FrÌÄå©dÌÄå©ric Jardin</th>\n",
       "      <td>79070.000000</td>\n",
       "      <td>0.434506</td>\n",
       "      <td>2.500000e+06</td>\n",
       "      <td>3.358000e+03</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>5.900000</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>2.423495e+06</td>\n",
       "      <td>3.255239e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A. Todd Smith</th>\n",
       "      <td>370687.000000</td>\n",
       "      <td>1.876037</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>5.400000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A.R. Murugadoss</th>\n",
       "      <td>14070.000000</td>\n",
       "      <td>0.215030</td>\n",
       "      <td>9.100000e+06</td>\n",
       "      <td>7.600000e+07</td>\n",
       "      <td>183.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>9.216358e+06</td>\n",
       "      <td>7.697178e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Aites</th>\n",
       "      <td>36124.000000</td>\n",
       "      <td>0.108700</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Blaise|Robert Walker</th>\n",
       "      <td>10009.000000</td>\n",
       "      <td>1.653031</td>\n",
       "      <td>1.000000e+08</td>\n",
       "      <td>2.500000e+02</td>\n",
       "      <td>85.000000</td>\n",
       "      <td>753.000000</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>2003.000000</td>\n",
       "      <td>1.185353e+08</td>\n",
       "      <td>2.963382e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Hann|Mario Miscione</th>\n",
       "      <td>335866.000000</td>\n",
       "      <td>0.350599</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Harvey</th>\n",
       "      <td>75736.000000</td>\n",
       "      <td>1.212003</td>\n",
       "      <td>7.000000e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>4.900000</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>6.785786e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Katz|Martha Stephens</th>\n",
       "      <td>252102.000000</td>\n",
       "      <td>0.267446</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Keeling|Austin Keeling</th>\n",
       "      <td>326247.000000</td>\n",
       "      <td>0.078363</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Moorhead|Justin Benson</th>\n",
       "      <td>241855.000000</td>\n",
       "      <td>0.383406</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.997000e+04</td>\n",
       "      <td>109.000000</td>\n",
       "      <td>110.000000</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.597238e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Norris</th>\n",
       "      <td>27370.000000</td>\n",
       "      <td>0.158442</td>\n",
       "      <td>1.200000e+06</td>\n",
       "      <td>4.528051e+06</td>\n",
       "      <td>98.800000</td>\n",
       "      <td>17.600000</td>\n",
       "      <td>5.120000</td>\n",
       "      <td>1991.200000</td>\n",
       "      <td>1.717160e+06</td>\n",
       "      <td>7.468127e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Schneider</th>\n",
       "      <td>44718.000000</td>\n",
       "      <td>0.661465</td>\n",
       "      <td>7.500000e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>5.900000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>7.500000e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Seltzer|Jason Friedberg</th>\n",
       "      <td>10073.000000</td>\n",
       "      <td>0.698297</td>\n",
       "      <td>2.000000e+07</td>\n",
       "      <td>4.854843e+07</td>\n",
       "      <td>83.000000</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>2006.000000</td>\n",
       "      <td>2.163338e+07</td>\n",
       "      <td>5.251334e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Woodley</th>\n",
       "      <td>73818.000000</td>\n",
       "      <td>0.285594</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla</th>\n",
       "      <td>63603.000000</td>\n",
       "      <td>0.091416</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>158.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>2004.500000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abbas Kiarostami</th>\n",
       "      <td>46693.500000</td>\n",
       "      <td>0.163712</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>100.500000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>6.450000</td>\n",
       "      <td>1993.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abbas Tyrewala</th>\n",
       "      <td>14467.000000</td>\n",
       "      <td>0.193779</td>\n",
       "      <td>2.300000e+06</td>\n",
       "      <td>1.110000e+07</td>\n",
       "      <td>155.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>2.329409e+06</td>\n",
       "      <td>1.124193e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abe Levy|Silver Tree</th>\n",
       "      <td>180688.000000</td>\n",
       "      <td>0.091023</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>5.200000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abe Sylvia</th>\n",
       "      <td>70695.000000</td>\n",
       "      <td>0.315527</td>\n",
       "      <td>4.000000e+06</td>\n",
       "      <td>5.512500e+04</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>6.200000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>4.000000e+06</td>\n",
       "      <td>5.512500e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abel Ferrara</th>\n",
       "      <td>48692.000000</td>\n",
       "      <td>0.408530</td>\n",
       "      <td>1.882750e+06</td>\n",
       "      <td>6.275768e+05</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>29.875000</td>\n",
       "      <td>5.400000</td>\n",
       "      <td>1996.750000</td>\n",
       "      <td>2.874340e+06</td>\n",
       "      <td>1.008261e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abel Ferry</th>\n",
       "      <td>30974.000000</td>\n",
       "      <td>0.097705</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Brooks</th>\n",
       "      <td>8390.000000</td>\n",
       "      <td>1.341805</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.544797e+07</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>389.000000</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.615696e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Brooks|Matthew Kennedy</th>\n",
       "      <td>285840.000000</td>\n",
       "      <td>0.203224</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Curtis</th>\n",
       "      <td>140810.333333</td>\n",
       "      <td>0.127357</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>183.333333</td>\n",
       "      <td>15.666667</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Deacon|Daniel Toland</th>\n",
       "      <td>68419.000000</td>\n",
       "      <td>0.174743</td>\n",
       "      <td>1.000000e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>7.300000</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>9.693980e+05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Egypt Mortimer</th>\n",
       "      <td>334028.000000</td>\n",
       "      <td>0.277613</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Elliot</th>\n",
       "      <td>22684.500000</td>\n",
       "      <td>0.378397</td>\n",
       "      <td>4.000000e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>57.500000</td>\n",
       "      <td>191.000000</td>\n",
       "      <td>7.150000</td>\n",
       "      <td>2006.000000</td>\n",
       "      <td>4.065602e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Fields</th>\n",
       "      <td>24133.000000</td>\n",
       "      <td>0.130306</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Gierasch</th>\n",
       "      <td>36473.333333</td>\n",
       "      <td>0.161406</td>\n",
       "      <td>8.333333e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>90.666667</td>\n",
       "      <td>17.666667</td>\n",
       "      <td>4.233333</td>\n",
       "      <td>2009.333333</td>\n",
       "      <td>8.451935e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Green</th>\n",
       "      <td>95040.500000</td>\n",
       "      <td>0.376700</td>\n",
       "      <td>6.250000e+05</td>\n",
       "      <td>7.796160e+05</td>\n",
       "      <td>90.750000</td>\n",
       "      <td>116.000000</td>\n",
       "      <td>5.400000</td>\n",
       "      <td>2010.250000</td>\n",
       "      <td>6.250000e+05</td>\n",
       "      <td>7.796160e+05</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zach Ingrasci|Sean Leonard|Chris Temple</th>\n",
       "      <td>229768.000000</td>\n",
       "      <td>0.268563</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>6.700000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zach Lipovsky</th>\n",
       "      <td>209971.500000</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>104.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>2014.500000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zachary Donohue</th>\n",
       "      <td>244610.000000</td>\n",
       "      <td>0.204989</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>5.900000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zachary Heinzerling</th>\n",
       "      <td>159002.000000</td>\n",
       "      <td>0.079050</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>7.300000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zachary Sluser</th>\n",
       "      <td>291189.000000</td>\n",
       "      <td>0.246609</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zack Parker</th>\n",
       "      <td>211065.000000</td>\n",
       "      <td>0.187127</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zack Snyder</th>\n",
       "      <td>21624.000000</td>\n",
       "      <td>2.199367</td>\n",
       "      <td>1.016667e+08</td>\n",
       "      <td>2.671562e+08</td>\n",
       "      <td>121.666667</td>\n",
       "      <td>1988.666667</td>\n",
       "      <td>6.566667</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>1.004855e+08</td>\n",
       "      <td>2.664120e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zackary Adler</th>\n",
       "      <td>198630.000000</td>\n",
       "      <td>0.140723</td>\n",
       "      <td>1.250000e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>101.500000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>5.350000</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>1.149999e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zak Hilditch</th>\n",
       "      <td>199575.000000</td>\n",
       "      <td>0.276845</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zak Knutson</th>\n",
       "      <td>299969.000000</td>\n",
       "      <td>0.293107</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>7.700000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zak Levitt</th>\n",
       "      <td>114887.000000</td>\n",
       "      <td>0.004575</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2012.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zak Penn</th>\n",
       "      <td>284470.000000</td>\n",
       "      <td>0.072514</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>6.700000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zal Batmanglij</th>\n",
       "      <td>87155.500000</td>\n",
       "      <td>0.412176</td>\n",
       "      <td>3.250000e+06</td>\n",
       "      <td>1.200755e+06</td>\n",
       "      <td>100.500000</td>\n",
       "      <td>112.500000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2012.000000</td>\n",
       "      <td>3.042108e+06</td>\n",
       "      <td>1.123947e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zalman King</th>\n",
       "      <td>87409.000000</td>\n",
       "      <td>0.551235</td>\n",
       "      <td>2.333333e+06</td>\n",
       "      <td>5.157990e+05</td>\n",
       "      <td>103.666667</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>4.433333</td>\n",
       "      <td>1996.666667</td>\n",
       "      <td>4.104298e+06</td>\n",
       "      <td>9.510771e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zana Briski|Ross Kauffman</th>\n",
       "      <td>1392.000000</td>\n",
       "      <td>0.001117</td>\n",
       "      <td>3.500000e+05</td>\n",
       "      <td>3.515061e+06</td>\n",
       "      <td>85.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>2004.000000</td>\n",
       "      <td>4.040559e+05</td>\n",
       "      <td>4.057946e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zatella Beatty</th>\n",
       "      <td>266442.000000</td>\n",
       "      <td>0.173667</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zeke Norton</th>\n",
       "      <td>194889.000000</td>\n",
       "      <td>0.549812</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>76.500000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>5.900000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zev Berman</th>\n",
       "      <td>13548.000000</td>\n",
       "      <td>0.201639</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>5.300000</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zhao Lin-Shan</th>\n",
       "      <td>136701.000000</td>\n",
       "      <td>0.438730</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>107.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>2012.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ziad Doueiri</th>\n",
       "      <td>121791.000000</td>\n",
       "      <td>0.156925</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>2012.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zoe R. Cassavetes</th>\n",
       "      <td>13337.000000</td>\n",
       "      <td>0.266572</td>\n",
       "      <td>2.000000e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>2.103337e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄdÌÄåÁm CsÌÄåÁszi</th>\n",
       "      <td>254005.000000</td>\n",
       "      <td>0.109921</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄlex de la Iglesia</th>\n",
       "      <td>26014.250000</td>\n",
       "      <td>0.222866</td>\n",
       "      <td>6.775000e+06</td>\n",
       "      <td>8.046665e+05</td>\n",
       "      <td>101.750000</td>\n",
       "      <td>48.500000</td>\n",
       "      <td>6.025000</td>\n",
       "      <td>2003.750000</td>\n",
       "      <td>7.051741e+06</td>\n",
       "      <td>8.046665e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄlvaro de ArmiÌÄå±ÌÄåÁn</th>\n",
       "      <td>28499.000000</td>\n",
       "      <td>0.294762</td>\n",
       "      <td>6.500000e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>88.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>6.606603e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄÛ¡mile Gaudreault</th>\n",
       "      <td>321.000000</td>\n",
       "      <td>0.276911</td>\n",
       "      <td>4.361898e+06</td>\n",
       "      <td>3.031801e+06</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>5.200000</td>\n",
       "      <td>2003.000000</td>\n",
       "      <td>5.170387e+06</td>\n",
       "      <td>3.593753e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄÛ¡ric Besnard</th>\n",
       "      <td>52349.000000</td>\n",
       "      <td>0.081724</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄÛ¡tienne Chatiliez</th>\n",
       "      <td>16637.333333</td>\n",
       "      <td>0.102346</td>\n",
       "      <td>4.455000e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>101.333333</td>\n",
       "      <td>24.666667</td>\n",
       "      <td>6.700000</td>\n",
       "      <td>1994.666667</td>\n",
       "      <td>6.374957e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄÛÁaÌãüan Irmak</th>\n",
       "      <td>13393.000000</td>\n",
       "      <td>0.265008</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>108.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>2005.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄÛÒzgÌÄå_r Yildirim</th>\n",
       "      <td>8064.000000</td>\n",
       "      <td>0.064319</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>6.300000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄâÂlex Pastor|David Pastor</th>\n",
       "      <td>25769.000000</td>\n",
       "      <td>0.619369</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.802422e+06</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>143.000000</td>\n",
       "      <td>5.700000</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.897584e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5064 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                               id  popularity  \\\n",
       "director                                                                        \n",
       " FrÌÄå©dÌÄå©ric Jardin                               79070.000000    0.434506   \n",
       "A. Todd Smith                                       370687.000000    1.876037   \n",
       "A.R. Murugadoss                                      14070.000000    0.215030   \n",
       "Aaron Aites                                          36124.000000    0.108700   \n",
       "Aaron Blaise|Robert Walker                           10009.000000    1.653031   \n",
       "Aaron Hann|Mario Miscione                           335866.000000    0.350599   \n",
       "Aaron Harvey                                         75736.000000    1.212003   \n",
       "Aaron Katz|Martha Stephens                          252102.000000    0.267446   \n",
       "Aaron Keeling|Austin Keeling                        326247.000000    0.078363   \n",
       "Aaron Moorhead|Justin Benson                        241855.000000    0.383406   \n",
       "Aaron Norris                                         27370.000000    0.158442   \n",
       "Aaron Schneider                                      44718.000000    0.661465   \n",
       "Aaron Seltzer|Jason Friedberg                        10073.000000    0.698297   \n",
       "Aaron Woodley                                        73818.000000    0.285594   \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla   63603.000000    0.091416   \n",
       "Abbas Kiarostami                                     46693.500000    0.163712   \n",
       "Abbas Tyrewala                                       14467.000000    0.193779   \n",
       "Abe Levy|Silver Tree                                180688.000000    0.091023   \n",
       "Abe Sylvia                                           70695.000000    0.315527   \n",
       "Abel Ferrara                                         48692.000000    0.408530   \n",
       "Abel Ferry                                           30974.000000    0.097705   \n",
       "Adam Brooks                                           8390.000000    1.341805   \n",
       "Adam Brooks|Matthew Kennedy                         285840.000000    0.203224   \n",
       "Adam Curtis                                         140810.333333    0.127357   \n",
       "Adam Deacon|Daniel Toland                            68419.000000    0.174743   \n",
       "Adam Egypt Mortimer                                 334028.000000    0.277613   \n",
       "Adam Elliot                                          22684.500000    0.378397   \n",
       "Adam Fields                                          24133.000000    0.130306   \n",
       "Adam Gierasch                                        36473.333333    0.161406   \n",
       "Adam Green                                           95040.500000    0.376700   \n",
       "...                                                           ...         ...   \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple             229768.000000    0.268563   \n",
       "Zach Lipovsky                                       209971.500000    0.384615   \n",
       "Zachary Donohue                                     244610.000000    0.204989   \n",
       "Zachary Heinzerling                                 159002.000000    0.079050   \n",
       "Zachary Sluser                                      291189.000000    0.246609   \n",
       "Zack Parker                                         211065.000000    0.187127   \n",
       "Zack Snyder                                          21624.000000    2.199367   \n",
       "Zackary Adler                                       198630.000000    0.140723   \n",
       "Zak Hilditch                                        199575.000000    0.276845   \n",
       "Zak Knutson                                         299969.000000    0.293107   \n",
       "Zak Levitt                                          114887.000000    0.004575   \n",
       "Zak Penn                                            284470.000000    0.072514   \n",
       "Zal Batmanglij                                       87155.500000    0.412176   \n",
       "Zalman King                                          87409.000000    0.551235   \n",
       "Zana Briski|Ross Kauffman                             1392.000000    0.001117   \n",
       "Zatella Beatty                                      266442.000000    0.173667   \n",
       "Zeke Norton                                         194889.000000    0.549812   \n",
       "Zev Berman                                           13548.000000    0.201639   \n",
       "Zhao Lin-Shan                                       136701.000000    0.438730   \n",
       "Ziad Doueiri                                        121791.000000    0.156925   \n",
       "Zoe R. Cassavetes                                    13337.000000    0.266572   \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                  254005.000000    0.109921   \n",
       "ÌÄlex de la Iglesia                                  26014.250000    0.222866   \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                             28499.000000    0.294762   \n",
       "ÌÄÛ¡mile Gaudreault                                   321.000000    0.276911   \n",
       "ÌÄÛ¡ric Besnard                                     52349.000000    0.081724   \n",
       "ÌÄÛ¡tienne Chatiliez                                16637.333333    0.102346   \n",
       "ÌÄÛÁaÌãüan Irmak                                   13393.000000    0.265008   \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                                 8064.000000    0.064319   \n",
       "ÌÄâÂlex Pastor|David Pastor                         25769.000000    0.619369   \n",
       "\n",
       "                                                          budget  \\\n",
       "director                                                           \n",
       " FrÌÄå©dÌÄå©ric Jardin                              2.500000e+06   \n",
       "A. Todd Smith                                       0.000000e+00   \n",
       "A.R. Murugadoss                                     9.100000e+06   \n",
       "Aaron Aites                                         0.000000e+00   \n",
       "Aaron Blaise|Robert Walker                          1.000000e+08   \n",
       "Aaron Hann|Mario Miscione                           0.000000e+00   \n",
       "Aaron Harvey                                        7.000000e+06   \n",
       "Aaron Katz|Martha Stephens                          0.000000e+00   \n",
       "Aaron Keeling|Austin Keeling                        0.000000e+00   \n",
       "Aaron Moorhead|Justin Benson                        0.000000e+00   \n",
       "Aaron Norris                                        1.200000e+06   \n",
       "Aaron Schneider                                     7.500000e+06   \n",
       "Aaron Seltzer|Jason Friedberg                       2.000000e+07   \n",
       "Aaron Woodley                                       0.000000e+00   \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla  0.000000e+00   \n",
       "Abbas Kiarostami                                    0.000000e+00   \n",
       "Abbas Tyrewala                                      2.300000e+06   \n",
       "Abe Levy|Silver Tree                                0.000000e+00   \n",
       "Abe Sylvia                                          4.000000e+06   \n",
       "Abel Ferrara                                        1.882750e+06   \n",
       "Abel Ferry                                          0.000000e+00   \n",
       "Adam Brooks                                         0.000000e+00   \n",
       "Adam Brooks|Matthew Kennedy                         0.000000e+00   \n",
       "Adam Curtis                                         0.000000e+00   \n",
       "Adam Deacon|Daniel Toland                           1.000000e+06   \n",
       "Adam Egypt Mortimer                                 0.000000e+00   \n",
       "Adam Elliot                                         4.000000e+06   \n",
       "Adam Fields                                         0.000000e+00   \n",
       "Adam Gierasch                                       8.333333e+06   \n",
       "Adam Green                                          6.250000e+05   \n",
       "...                                                          ...   \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple             0.000000e+00   \n",
       "Zach Lipovsky                                       0.000000e+00   \n",
       "Zachary Donohue                                     0.000000e+00   \n",
       "Zachary Heinzerling                                 0.000000e+00   \n",
       "Zachary Sluser                                      0.000000e+00   \n",
       "Zack Parker                                         0.000000e+00   \n",
       "Zack Snyder                                         1.016667e+08   \n",
       "Zackary Adler                                       1.250000e+06   \n",
       "Zak Hilditch                                        0.000000e+00   \n",
       "Zak Knutson                                         0.000000e+00   \n",
       "Zak Levitt                                          0.000000e+00   \n",
       "Zak Penn                                            0.000000e+00   \n",
       "Zal Batmanglij                                      3.250000e+06   \n",
       "Zalman King                                         2.333333e+06   \n",
       "Zana Briski|Ross Kauffman                           3.500000e+05   \n",
       "Zatella Beatty                                      0.000000e+00   \n",
       "Zeke Norton                                         0.000000e+00   \n",
       "Zev Berman                                          0.000000e+00   \n",
       "Zhao Lin-Shan                                       0.000000e+00   \n",
       "Ziad Doueiri                                        0.000000e+00   \n",
       "Zoe R. Cassavetes                                   2.000000e+06   \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                  0.000000e+00   \n",
       "ÌÄlex de la Iglesia                                 6.775000e+06   \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                            6.500000e+06   \n",
       "ÌÄÛ¡mile Gaudreault                                4.361898e+06   \n",
       "ÌÄÛ¡ric Besnard                                    0.000000e+00   \n",
       "ÌÄÛ¡tienne Chatiliez                               4.455000e+06   \n",
       "ÌÄÛÁaÌãüan Irmak                                  0.000000e+00   \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                               0.000000e+00   \n",
       "ÌÄâÂlex Pastor|David Pastor                        0.000000e+00   \n",
       "\n",
       "                                                         revenue     runtime  \\\n",
       "director                                                                       \n",
       " FrÌÄå©dÌÄå©ric Jardin                              3.358000e+03   98.000000   \n",
       "A. Todd Smith                                       0.000000e+00    0.000000   \n",
       "A.R. Murugadoss                                     7.600000e+07  183.000000   \n",
       "Aaron Aites                                         0.000000e+00   93.000000   \n",
       "Aaron Blaise|Robert Walker                          2.500000e+02   85.000000   \n",
       "Aaron Hann|Mario Miscione                           0.000000e+00   87.000000   \n",
       "Aaron Harvey                                        0.000000e+00   93.000000   \n",
       "Aaron Katz|Martha Stephens                          0.000000e+00   96.000000   \n",
       "Aaron Keeling|Austin Keeling                        0.000000e+00  111.000000   \n",
       "Aaron Moorhead|Justin Benson                        4.997000e+04  109.000000   \n",
       "Aaron Norris                                        4.528051e+06   98.800000   \n",
       "Aaron Schneider                                     0.000000e+00  103.000000   \n",
       "Aaron Seltzer|Jason Friedberg                       4.854843e+07   83.000000   \n",
       "Aaron Woodley                                       0.000000e+00   91.000000   \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla  0.000000e+00  158.000000   \n",
       "Abbas Kiarostami                                    0.000000e+00  100.500000   \n",
       "Abbas Tyrewala                                      1.110000e+07  155.000000   \n",
       "Abe Levy|Silver Tree                                0.000000e+00   90.000000   \n",
       "Abe Sylvia                                          5.512500e+04   90.000000   \n",
       "Abel Ferrara                                        6.275768e+05   94.000000   \n",
       "Abel Ferry                                          0.000000e+00   90.000000   \n",
       "Adam Brooks                                         5.544797e+07  112.000000   \n",
       "Adam Brooks|Matthew Kennedy                         0.000000e+00   95.000000   \n",
       "Adam Curtis                                         0.000000e+00  183.333333   \n",
       "Adam Deacon|Daniel Toland                           0.000000e+00   88.000000   \n",
       "Adam Egypt Mortimer                                 0.000000e+00   82.000000   \n",
       "Adam Elliot                                         0.000000e+00   57.500000   \n",
       "Adam Fields                                         0.000000e+00   84.000000   \n",
       "Adam Gierasch                                       0.000000e+00   90.666667   \n",
       "Adam Green                                          7.796160e+05   90.750000   \n",
       "...                                                          ...         ...   \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple             0.000000e+00   56.000000   \n",
       "Zach Lipovsky                                       0.000000e+00  104.000000   \n",
       "Zachary Donohue                                     0.000000e+00   81.000000   \n",
       "Zachary Heinzerling                                 0.000000e+00   81.000000   \n",
       "Zachary Sluser                                      0.000000e+00   95.000000   \n",
       "Zack Parker                                         0.000000e+00  122.000000   \n",
       "Zack Snyder                                         2.671562e+08  121.666667   \n",
       "Zackary Adler                                       0.000000e+00  101.500000   \n",
       "Zak Hilditch                                        0.000000e+00   87.000000   \n",
       "Zak Knutson                                         0.000000e+00   41.000000   \n",
       "Zak Levitt                                          0.000000e+00   70.000000   \n",
       "Zak Penn                                            0.000000e+00   66.000000   \n",
       "Zal Batmanglij                                      1.200755e+06  100.500000   \n",
       "Zalman King                                         5.157990e+05  103.666667   \n",
       "Zana Briski|Ross Kauffman                           3.515061e+06   85.000000   \n",
       "Zatella Beatty                                      0.000000e+00   97.000000   \n",
       "Zeke Norton                                         0.000000e+00   76.500000   \n",
       "Zev Berman                                          0.000000e+00  105.000000   \n",
       "Zhao Lin-Shan                                       0.000000e+00  107.000000   \n",
       "Ziad Doueiri                                        0.000000e+00  102.000000   \n",
       "Zoe R. Cassavetes                                   0.000000e+00   97.000000   \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                  0.000000e+00  105.000000   \n",
       "ÌÄlex de la Iglesia                                 8.046665e+05  101.750000   \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                            0.000000e+00   88.000000   \n",
       "ÌÄÛ¡mile Gaudreault                                3.031801e+06   92.000000   \n",
       "ÌÄÛ¡ric Besnard                                    0.000000e+00  100.000000   \n",
       "ÌÄÛ¡tienne Chatiliez                               0.000000e+00  101.333333   \n",
       "ÌÄÛÁaÌãüan Irmak                                  0.000000e+00  108.000000   \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                               0.000000e+00   92.000000   \n",
       "ÌÄâÂlex Pastor|David Pastor                        5.802422e+06   84.000000   \n",
       "\n",
       "                                                     vote_count  vote_average  \\\n",
       "director                                                                        \n",
       " FrÌÄå©dÌÄå©ric Jardin                                28.000000      5.900000   \n",
       "A. Todd Smith                                         11.000000      5.400000   \n",
       "A.R. Murugadoss                                       53.000000      6.900000   \n",
       "Aaron Aites                                           13.000000      6.500000   \n",
       "Aaron Blaise|Robert Walker                           753.000000      6.800000   \n",
       "Aaron Hann|Mario Miscione                            167.000000      6.100000   \n",
       "Aaron Harvey                                          71.000000      4.900000   \n",
       "Aaron Katz|Martha Stephens                            17.000000      5.800000   \n",
       "Aaron Keeling|Austin Keeling                          10.000000      3.800000   \n",
       "Aaron Moorhead|Justin Benson                         110.000000      6.500000   \n",
       "Aaron Norris                                          17.600000      5.120000   \n",
       "Aaron Schneider                                       41.000000      5.900000   \n",
       "Aaron Seltzer|Jason Friedberg                        103.000000      3.900000   \n",
       "Aaron Woodley                                         19.000000      5.500000   \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla    14.000000      5.600000   \n",
       "Abbas Kiarostami                                      15.000000      6.450000   \n",
       "Abbas Tyrewala                                        18.000000      6.400000   \n",
       "Abe Levy|Silver Tree                                  12.000000      5.200000   \n",
       "Abe Sylvia                                            36.000000      6.200000   \n",
       "Abel Ferrara                                          29.875000      5.400000   \n",
       "Abel Ferry                                            38.000000      5.500000   \n",
       "Adam Brooks                                          389.000000      6.500000   \n",
       "Adam Brooks|Matthew Kennedy                           18.000000      6.000000   \n",
       "Adam Curtis                                           15.666667      7.900000   \n",
       "Adam Deacon|Daniel Toland                             17.000000      7.300000   \n",
       "Adam Egypt Mortimer                                   19.000000      3.900000   \n",
       "Adam Elliot                                          191.000000      7.150000   \n",
       "Adam Fields                                           11.000000      5.100000   \n",
       "Adam Gierasch                                         17.666667      4.233333   \n",
       "Adam Green                                           116.000000      5.400000   \n",
       "...                                                         ...           ...   \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple               18.000000      6.700000   \n",
       "Zach Lipovsky                                         58.000000      4.400000   \n",
       "Zachary Donohue                                       58.000000      5.900000   \n",
       "Zachary Heinzerling                                   20.000000      7.300000   \n",
       "Zachary Sluser                                        12.000000      5.000000   \n",
       "Zack Parker                                           19.000000      6.100000   \n",
       "Zack Snyder                                         1988.666667      6.566667   \n",
       "Zackary Adler                                         13.000000      5.350000   \n",
       "Zak Hilditch                                          86.000000      6.100000   \n",
       "Zak Knutson                                           15.000000      7.700000   \n",
       "Zak Levitt                                            11.000000      8.000000   \n",
       "Zak Penn                                              65.000000      6.700000   \n",
       "Zal Batmanglij                                       112.500000      6.000000   \n",
       "Zalman King                                           16.000000      4.433333   \n",
       "Zana Briski|Ross Kauffman                             23.000000      6.400000   \n",
       "Zatella Beatty                                        14.000000      7.200000   \n",
       "Zeke Norton                                           30.000000      5.900000   \n",
       "Zev Berman                                            26.000000      5.300000   \n",
       "Zhao Lin-Shan                                         14.000000      5.600000   \n",
       "Ziad Doueiri                                          18.000000      5.800000   \n",
       "Zoe R. Cassavetes                                     11.000000      6.600000   \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                    12.000000      7.200000   \n",
       "ÌÄlex de la Iglesia                                   48.500000      6.025000   \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                              12.000000      4.600000   \n",
       "ÌÄÛ¡mile Gaudreault                                  13.000000      5.200000   \n",
       "ÌÄÛ¡ric Besnard                                      10.000000      5.100000   \n",
       "ÌÄÛ¡tienne Chatiliez                                 24.666667      6.700000   \n",
       "ÌÄÛÁaÌãüan Irmak                                    12.000000      8.200000   \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                                 16.000000      6.300000   \n",
       "ÌÄâÂlex Pastor|David Pastor                         143.000000      5.700000   \n",
       "\n",
       "                                                    release_year  \\\n",
       "director                                                           \n",
       " FrÌÄå©dÌÄå©ric Jardin                               2011.000000   \n",
       "A. Todd Smith                                        2015.000000   \n",
       "A.R. Murugadoss                                      2008.000000   \n",
       "Aaron Aites                                          2008.000000   \n",
       "Aaron Blaise|Robert Walker                           2003.000000   \n",
       "Aaron Hann|Mario Miscione                            2015.000000   \n",
       "Aaron Harvey                                         2011.000000   \n",
       "Aaron Katz|Martha Stephens                           2014.000000   \n",
       "Aaron Keeling|Austin Keeling                         2015.000000   \n",
       "Aaron Moorhead|Justin Benson                         2015.000000   \n",
       "Aaron Norris                                         1991.200000   \n",
       "Aaron Schneider                                      2010.000000   \n",
       "Aaron Seltzer|Jason Friedberg                        2006.000000   \n",
       "Aaron Woodley                                        2011.000000   \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla   2004.500000   \n",
       "Abbas Kiarostami                                     1993.000000   \n",
       "Abbas Tyrewala                                       2008.000000   \n",
       "Abe Levy|Silver Tree                                 2013.000000   \n",
       "Abe Sylvia                                           2010.000000   \n",
       "Abel Ferrara                                         1996.750000   \n",
       "Abel Ferry                                           2009.000000   \n",
       "Adam Brooks                                          2008.000000   \n",
       "Adam Brooks|Matthew Kennedy                          2015.000000   \n",
       "Adam Curtis                                          2007.000000   \n",
       "Adam Deacon|Daniel Toland                            2011.000000   \n",
       "Adam Egypt Mortimer                                  2015.000000   \n",
       "Adam Elliot                                          2006.000000   \n",
       "Adam Fields                                          2008.000000   \n",
       "Adam Gierasch                                        2009.333333   \n",
       "Adam Green                                           2010.250000   \n",
       "...                                                          ...   \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple              2013.000000   \n",
       "Zach Lipovsky                                        2014.500000   \n",
       "Zachary Donohue                                      2013.000000   \n",
       "Zachary Heinzerling                                  2013.000000   \n",
       "Zachary Sluser                                       2015.000000   \n",
       "Zack Parker                                          2013.000000   \n",
       "Zack Snyder                                          2009.000000   \n",
       "Zackary Adler                                        2011.000000   \n",
       "Zak Hilditch                                         2014.000000   \n",
       "Zak Knutson                                          2014.000000   \n",
       "Zak Levitt                                           2012.000000   \n",
       "Zak Penn                                             2014.000000   \n",
       "Zal Batmanglij                                       2012.000000   \n",
       "Zalman King                                          1996.666667   \n",
       "Zana Briski|Ross Kauffman                            2004.000000   \n",
       "Zatella Beatty                                       2014.000000   \n",
       "Zeke Norton                                          2013.000000   \n",
       "Zev Berman                                           2007.000000   \n",
       "Zhao Lin-Shan                                        2012.000000   \n",
       "Ziad Doueiri                                         2012.000000   \n",
       "Zoe R. Cassavetes                                    2007.000000   \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                   2014.000000   \n",
       "ÌÄlex de la Iglesia                                  2003.750000   \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                             2009.000000   \n",
       "ÌÄÛ¡mile Gaudreault                                 2003.000000   \n",
       "ÌÄÛ¡ric Besnard                                     2010.000000   \n",
       "ÌÄÛ¡tienne Chatiliez                                1994.666667   \n",
       "ÌÄÛÁaÌãüan Irmak                                   2005.000000   \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                                2008.000000   \n",
       "ÌÄâÂlex Pastor|David Pastor                         2009.000000   \n",
       "\n",
       "                                                      budget_adj   revenue_adj  \n",
       "director                                                                        \n",
       " FrÌÄå©dÌÄå©ric Jardin                              2.423495e+06  3.255239e+03  \n",
       "A. Todd Smith                                       0.000000e+00  0.000000e+00  \n",
       "A.R. Murugadoss                                     9.216358e+06  7.697178e+07  \n",
       "Aaron Aites                                         0.000000e+00  0.000000e+00  \n",
       "Aaron Blaise|Robert Walker                          1.185353e+08  2.963382e+02  \n",
       "Aaron Hann|Mario Miscione                           0.000000e+00  0.000000e+00  \n",
       "Aaron Harvey                                        6.785786e+06  0.000000e+00  \n",
       "Aaron Katz|Martha Stephens                          0.000000e+00  0.000000e+00  \n",
       "Aaron Keeling|Austin Keeling                        0.000000e+00  0.000000e+00  \n",
       "Aaron Moorhead|Justin Benson                        0.000000e+00  4.597238e+04  \n",
       "Aaron Norris                                        1.717160e+06  7.468127e+06  \n",
       "Aaron Schneider                                     7.500000e+06  0.000000e+00  \n",
       "Aaron Seltzer|Jason Friedberg                       2.163338e+07  5.251334e+07  \n",
       "Aaron Woodley                                       0.000000e+00  0.000000e+00  \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla  0.000000e+00  0.000000e+00  \n",
       "Abbas Kiarostami                                    0.000000e+00  0.000000e+00  \n",
       "Abbas Tyrewala                                      2.329409e+06  1.124193e+07  \n",
       "Abe Levy|Silver Tree                                0.000000e+00  0.000000e+00  \n",
       "Abe Sylvia                                          4.000000e+06  5.512500e+04  \n",
       "Abel Ferrara                                        2.874340e+06  1.008261e+06  \n",
       "Abel Ferry                                          0.000000e+00  0.000000e+00  \n",
       "Adam Brooks                                         0.000000e+00  5.615696e+07  \n",
       "Adam Brooks|Matthew Kennedy                         0.000000e+00  0.000000e+00  \n",
       "Adam Curtis                                         0.000000e+00  0.000000e+00  \n",
       "Adam Deacon|Daniel Toland                           9.693980e+05  0.000000e+00  \n",
       "Adam Egypt Mortimer                                 0.000000e+00  0.000000e+00  \n",
       "Adam Elliot                                         4.065602e+06  0.000000e+00  \n",
       "Adam Fields                                         0.000000e+00  0.000000e+00  \n",
       "Adam Gierasch                                       8.451935e+06  0.000000e+00  \n",
       "Adam Green                                          6.250000e+05  7.796160e+05  \n",
       "...                                                          ...           ...  \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple             0.000000e+00  0.000000e+00  \n",
       "Zach Lipovsky                                       0.000000e+00  0.000000e+00  \n",
       "Zachary Donohue                                     0.000000e+00  0.000000e+00  \n",
       "Zachary Heinzerling                                 0.000000e+00  0.000000e+00  \n",
       "Zachary Sluser                                      0.000000e+00  0.000000e+00  \n",
       "Zack Parker                                         0.000000e+00  0.000000e+00  \n",
       "Zack Snyder                                         1.004855e+08  2.664120e+08  \n",
       "Zackary Adler                                       1.149999e+06  0.000000e+00  \n",
       "Zak Hilditch                                        0.000000e+00  0.000000e+00  \n",
       "Zak Knutson                                         0.000000e+00  0.000000e+00  \n",
       "Zak Levitt                                          0.000000e+00  0.000000e+00  \n",
       "Zak Penn                                            0.000000e+00  0.000000e+00  \n",
       "Zal Batmanglij                                      3.042108e+06  1.123947e+06  \n",
       "Zalman King                                         4.104298e+06  9.510771e+05  \n",
       "Zana Briski|Ross Kauffman                           4.040559e+05  4.057946e+06  \n",
       "Zatella Beatty                                      0.000000e+00  0.000000e+00  \n",
       "Zeke Norton                                         0.000000e+00  0.000000e+00  \n",
       "Zev Berman                                          0.000000e+00  0.000000e+00  \n",
       "Zhao Lin-Shan                                       0.000000e+00  0.000000e+00  \n",
       "Ziad Doueiri                                        0.000000e+00  0.000000e+00  \n",
       "Zoe R. Cassavetes                                   2.103337e+06  0.000000e+00  \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                  0.000000e+00  0.000000e+00  \n",
       "ÌÄlex de la Iglesia                                 7.051741e+06  8.046665e+05  \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                            6.606603e+06  0.000000e+00  \n",
       "ÌÄÛ¡mile Gaudreault                                5.170387e+06  3.593753e+06  \n",
       "ÌÄÛ¡ric Besnard                                    0.000000e+00  0.000000e+00  \n",
       "ÌÄÛ¡tienne Chatiliez                               6.374957e+06  0.000000e+00  \n",
       "ÌÄÛÁaÌãüan Irmak                                  0.000000e+00  0.000000e+00  \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                               0.000000e+00  0.000000e+00  \n",
       "ÌÄâÂlex Pastor|David Pastor                        0.000000e+00  5.897584e+06  \n",
       "\n",
       "[5064 rows x 10 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# save dataframe grouped by directors separately\n",
    "# so that we can take consider every director's releases over the years together\n",
    "# this is to see each directors efforts holistically\n",
    "director_df = df_dir.groupby('director') \n",
    "dir_mean_df = director_df.mean()\n",
    "dir_mean_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</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>FrÌÄå©dÌÄå©ric Jardin</th>\n",
       "      <td>79070.0</td>\n",
       "      <td>0.434506</td>\n",
       "      <td>2500000.0</td>\n",
       "      <td>3358.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>5.90</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2.423495e+06</td>\n",
       "      <td>3.255239e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A. Todd Smith</th>\n",
       "      <td>370687.0</td>\n",
       "      <td>1.876037</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5.40</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A.R. Murugadoss</th>\n",
       "      <td>14070.0</td>\n",
       "      <td>0.215030</td>\n",
       "      <td>9100000.0</td>\n",
       "      <td>76000000.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>6.90</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>9.216358e+06</td>\n",
       "      <td>7.697178e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Aites</th>\n",
       "      <td>36124.0</td>\n",
       "      <td>0.108700</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>6.50</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Blaise|Robert Walker</th>\n",
       "      <td>10009.0</td>\n",
       "      <td>1.653031</td>\n",
       "      <td>100000000.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>753.0</td>\n",
       "      <td>6.80</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>1.185353e+08</td>\n",
       "      <td>2.963382e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Hann|Mario Miscione</th>\n",
       "      <td>335866.0</td>\n",
       "      <td>0.350599</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>6.10</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Harvey</th>\n",
       "      <td>75736.0</td>\n",
       "      <td>1.212003</td>\n",
       "      <td>7000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>4.90</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.785786e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Katz|Martha Stephens</th>\n",
       "      <td>252102.0</td>\n",
       "      <td>0.267446</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>5.80</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Keeling|Austin Keeling</th>\n",
       "      <td>326247.0</td>\n",
       "      <td>0.078363</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.80</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Moorhead|Justin Benson</th>\n",
       "      <td>241855.0</td>\n",
       "      <td>0.383406</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49970.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>6.50</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.597238e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Norris</th>\n",
       "      <td>27352.0</td>\n",
       "      <td>0.144296</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5093707.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5.10</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>7.451947e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Schneider</th>\n",
       "      <td>44718.0</td>\n",
       "      <td>0.661465</td>\n",
       "      <td>7500000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>5.90</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>7.500000e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Seltzer|Jason Friedberg</th>\n",
       "      <td>10073.0</td>\n",
       "      <td>0.698297</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>48548426.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>3.90</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>2.163338e+07</td>\n",
       "      <td>5.251334e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aaron Woodley</th>\n",
       "      <td>73818.0</td>\n",
       "      <td>0.285594</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>5.50</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla</th>\n",
       "      <td>63603.0</td>\n",
       "      <td>0.091416</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5.60</td>\n",
       "      <td>2004.5</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abbas Kiarostami</th>\n",
       "      <td>46693.5</td>\n",
       "      <td>0.163712</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.45</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abbas Tyrewala</th>\n",
       "      <td>14467.0</td>\n",
       "      <td>0.193779</td>\n",
       "      <td>2300000.0</td>\n",
       "      <td>11100000.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6.40</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>2.329409e+06</td>\n",
       "      <td>1.124193e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abe Levy|Silver Tree</th>\n",
       "      <td>180688.0</td>\n",
       "      <td>0.091023</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.20</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abe Sylvia</th>\n",
       "      <td>70695.0</td>\n",
       "      <td>0.315527</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>55125.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6.20</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>4.000000e+06</td>\n",
       "      <td>5.512500e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abel Ferrara</th>\n",
       "      <td>21800.5</td>\n",
       "      <td>0.315808</td>\n",
       "      <td>31000.0</td>\n",
       "      <td>8900.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>5.50</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>7.434391e+04</td>\n",
       "      <td>8.628127e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abel Ferry</th>\n",
       "      <td>30974.0</td>\n",
       "      <td>0.097705</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>5.50</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Brooks</th>\n",
       "      <td>8390.0</td>\n",
       "      <td>1.341805</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55447968.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>389.0</td>\n",
       "      <td>6.50</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.615696e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Brooks|Matthew Kennedy</th>\n",
       "      <td>285840.0</td>\n",
       "      <td>0.203224</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Curtis</th>\n",
       "      <td>51452.0</td>\n",
       "      <td>0.090605</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.80</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Deacon|Daniel Toland</th>\n",
       "      <td>68419.0</td>\n",
       "      <td>0.174743</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7.30</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>9.693980e+05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Egypt Mortimer</th>\n",
       "      <td>334028.0</td>\n",
       "      <td>0.277613</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3.90</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Elliot</th>\n",
       "      <td>22684.5</td>\n",
       "      <td>0.378397</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>191.0</td>\n",
       "      <td>7.15</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>4.065602e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Fields</th>\n",
       "      <td>24133.0</td>\n",
       "      <td>0.130306</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5.10</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Gierasch</th>\n",
       "      <td>27646.0</td>\n",
       "      <td>0.172791</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.20</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>1.016400e+07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Green</th>\n",
       "      <td>44141.0</td>\n",
       "      <td>0.417526</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26302.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>5.35</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.630200e+04</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zach Ingrasci|Sean Leonard|Chris Temple</th>\n",
       "      <td>229768.0</td>\n",
       "      <td>0.268563</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6.70</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zach Lipovsky</th>\n",
       "      <td>209971.5</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>4.40</td>\n",
       "      <td>2014.5</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zachary Donohue</th>\n",
       "      <td>244610.0</td>\n",
       "      <td>0.204989</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>5.90</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zachary Heinzerling</th>\n",
       "      <td>159002.0</td>\n",
       "      <td>0.079050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>7.30</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zachary Sluser</th>\n",
       "      <td>291189.0</td>\n",
       "      <td>0.246609</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zack Parker</th>\n",
       "      <td>211065.0</td>\n",
       "      <td>0.187127</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.10</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zack Snyder</th>\n",
       "      <td>18406.0</td>\n",
       "      <td>2.082117</td>\n",
       "      <td>81000000.0</td>\n",
       "      <td>162666186.5</td>\n",
       "      <td>113.5</td>\n",
       "      <td>1379.0</td>\n",
       "      <td>6.60</td>\n",
       "      <td>2009.5</td>\n",
       "      <td>7.974532e+07</td>\n",
       "      <td>1.641854e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zackary Adler</th>\n",
       "      <td>198630.0</td>\n",
       "      <td>0.140723</td>\n",
       "      <td>1250000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>101.5</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.35</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>1.149999e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zak Hilditch</th>\n",
       "      <td>199575.0</td>\n",
       "      <td>0.276845</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>6.10</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zak Knutson</th>\n",
       "      <td>299969.0</td>\n",
       "      <td>0.293107</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.70</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zak Levitt</th>\n",
       "      <td>114887.0</td>\n",
       "      <td>0.004575</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.00</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zak Penn</th>\n",
       "      <td>284470.0</td>\n",
       "      <td>0.072514</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>6.70</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zal Batmanglij</th>\n",
       "      <td>87155.5</td>\n",
       "      <td>0.412176</td>\n",
       "      <td>3250000.0</td>\n",
       "      <td>1200755.0</td>\n",
       "      <td>100.5</td>\n",
       "      <td>112.5</td>\n",
       "      <td>6.00</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>3.042108e+06</td>\n",
       "      <td>1.123947e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zalman King</th>\n",
       "      <td>5241.0</td>\n",
       "      <td>0.360056</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.40</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zana Briski|Ross Kauffman</th>\n",
       "      <td>1392.0</td>\n",
       "      <td>0.001117</td>\n",
       "      <td>350000.0</td>\n",
       "      <td>3515061.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.40</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>4.040559e+05</td>\n",
       "      <td>4.057946e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zatella Beatty</th>\n",
       "      <td>266442.0</td>\n",
       "      <td>0.173667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.20</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zeke Norton</th>\n",
       "      <td>194889.0</td>\n",
       "      <td>0.549812</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>5.90</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zev Berman</th>\n",
       "      <td>13548.0</td>\n",
       "      <td>0.201639</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5.30</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zhao Lin-Shan</th>\n",
       "      <td>136701.0</td>\n",
       "      <td>0.438730</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5.60</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ziad Doueiri</th>\n",
       "      <td>121791.0</td>\n",
       "      <td>0.156925</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>5.80</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zoe R. Cassavetes</th>\n",
       "      <td>13337.0</td>\n",
       "      <td>0.266572</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>6.60</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>2.103337e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄdÌÄåÁm CsÌÄåÁszi</th>\n",
       "      <td>254005.0</td>\n",
       "      <td>0.109921</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.20</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄlex de la Iglesia</th>\n",
       "      <td>18855.5</td>\n",
       "      <td>0.205442</td>\n",
       "      <td>6500000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>38.5</td>\n",
       "      <td>6.00</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>6.963336e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄlvaro de ArmiÌÄå±ÌÄåÁn</th>\n",
       "      <td>28499.0</td>\n",
       "      <td>0.294762</td>\n",
       "      <td>6500000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.60</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>6.606603e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄÛ¡mile Gaudreault</th>\n",
       "      <td>321.0</td>\n",
       "      <td>0.276911</td>\n",
       "      <td>4361898.0</td>\n",
       "      <td>3031801.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.20</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>5.170387e+06</td>\n",
       "      <td>3.593753e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄÛ¡ric Besnard</th>\n",
       "      <td>52349.0</td>\n",
       "      <td>0.081724</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.10</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄÛ¡tienne Chatiliez</th>\n",
       "      <td>4271.0</td>\n",
       "      <td>0.064672</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7.20</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄÛÁaÌãüan Irmak</th>\n",
       "      <td>13393.0</td>\n",
       "      <td>0.265008</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.20</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄÛÒzgÌÄå_r Yildirim</th>\n",
       "      <td>8064.0</td>\n",
       "      <td>0.064319</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>6.30</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ÌÄâÂlex Pastor|David Pastor</th>\n",
       "      <td>25769.0</td>\n",
       "      <td>0.619369</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5802422.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>5.70</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.897584e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5064 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                          id  popularity  \\\n",
       "director                                                                   \n",
       " FrÌÄå©dÌÄå©ric Jardin                               79070.0    0.434506   \n",
       "A. Todd Smith                                       370687.0    1.876037   \n",
       "A.R. Murugadoss                                      14070.0    0.215030   \n",
       "Aaron Aites                                          36124.0    0.108700   \n",
       "Aaron Blaise|Robert Walker                           10009.0    1.653031   \n",
       "Aaron Hann|Mario Miscione                           335866.0    0.350599   \n",
       "Aaron Harvey                                         75736.0    1.212003   \n",
       "Aaron Katz|Martha Stephens                          252102.0    0.267446   \n",
       "Aaron Keeling|Austin Keeling                        326247.0    0.078363   \n",
       "Aaron Moorhead|Justin Benson                        241855.0    0.383406   \n",
       "Aaron Norris                                         27352.0    0.144296   \n",
       "Aaron Schneider                                      44718.0    0.661465   \n",
       "Aaron Seltzer|Jason Friedberg                        10073.0    0.698297   \n",
       "Aaron Woodley                                        73818.0    0.285594   \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla   63603.0    0.091416   \n",
       "Abbas Kiarostami                                     46693.5    0.163712   \n",
       "Abbas Tyrewala                                       14467.0    0.193779   \n",
       "Abe Levy|Silver Tree                                180688.0    0.091023   \n",
       "Abe Sylvia                                           70695.0    0.315527   \n",
       "Abel Ferrara                                         21800.5    0.315808   \n",
       "Abel Ferry                                           30974.0    0.097705   \n",
       "Adam Brooks                                           8390.0    1.341805   \n",
       "Adam Brooks|Matthew Kennedy                         285840.0    0.203224   \n",
       "Adam Curtis                                          51452.0    0.090605   \n",
       "Adam Deacon|Daniel Toland                            68419.0    0.174743   \n",
       "Adam Egypt Mortimer                                 334028.0    0.277613   \n",
       "Adam Elliot                                          22684.5    0.378397   \n",
       "Adam Fields                                          24133.0    0.130306   \n",
       "Adam Gierasch                                        27646.0    0.172791   \n",
       "Adam Green                                           44141.0    0.417526   \n",
       "...                                                      ...         ...   \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple             229768.0    0.268563   \n",
       "Zach Lipovsky                                       209971.5    0.384615   \n",
       "Zachary Donohue                                     244610.0    0.204989   \n",
       "Zachary Heinzerling                                 159002.0    0.079050   \n",
       "Zachary Sluser                                      291189.0    0.246609   \n",
       "Zack Parker                                         211065.0    0.187127   \n",
       "Zack Snyder                                          18406.0    2.082117   \n",
       "Zackary Adler                                       198630.0    0.140723   \n",
       "Zak Hilditch                                        199575.0    0.276845   \n",
       "Zak Knutson                                         299969.0    0.293107   \n",
       "Zak Levitt                                          114887.0    0.004575   \n",
       "Zak Penn                                            284470.0    0.072514   \n",
       "Zal Batmanglij                                       87155.5    0.412176   \n",
       "Zalman King                                           5241.0    0.360056   \n",
       "Zana Briski|Ross Kauffman                             1392.0    0.001117   \n",
       "Zatella Beatty                                      266442.0    0.173667   \n",
       "Zeke Norton                                         194889.0    0.549812   \n",
       "Zev Berman                                           13548.0    0.201639   \n",
       "Zhao Lin-Shan                                       136701.0    0.438730   \n",
       "Ziad Doueiri                                        121791.0    0.156925   \n",
       "Zoe R. Cassavetes                                    13337.0    0.266572   \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                  254005.0    0.109921   \n",
       "ÌÄlex de la Iglesia                                  18855.5    0.205442   \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                             28499.0    0.294762   \n",
       "ÌÄÛ¡mile Gaudreault                                   321.0    0.276911   \n",
       "ÌÄÛ¡ric Besnard                                     52349.0    0.081724   \n",
       "ÌÄÛ¡tienne Chatiliez                                 4271.0    0.064672   \n",
       "ÌÄÛÁaÌãüan Irmak                                   13393.0    0.265008   \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                                 8064.0    0.064319   \n",
       "ÌÄâÂlex Pastor|David Pastor                         25769.0    0.619369   \n",
       "\n",
       "                                                         budget      revenue  \\\n",
       "director                                                                       \n",
       " FrÌÄå©dÌÄå©ric Jardin                                2500000.0       3358.0   \n",
       "A. Todd Smith                                               0.0          0.0   \n",
       "A.R. Murugadoss                                       9100000.0   76000000.0   \n",
       "Aaron Aites                                                 0.0          0.0   \n",
       "Aaron Blaise|Robert Walker                          100000000.0        250.0   \n",
       "Aaron Hann|Mario Miscione                                   0.0          0.0   \n",
       "Aaron Harvey                                          7000000.0          0.0   \n",
       "Aaron Katz|Martha Stephens                                  0.0          0.0   \n",
       "Aaron Keeling|Austin Keeling                                0.0          0.0   \n",
       "Aaron Moorhead|Justin Benson                                0.0      49970.0   \n",
       "Aaron Norris                                                0.0    5093707.0   \n",
       "Aaron Schneider                                       7500000.0          0.0   \n",
       "Aaron Seltzer|Jason Friedberg                        20000000.0   48548426.0   \n",
       "Aaron Woodley                                               0.0          0.0   \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla          0.0          0.0   \n",
       "Abbas Kiarostami                                            0.0          0.0   \n",
       "Abbas Tyrewala                                        2300000.0   11100000.0   \n",
       "Abe Levy|Silver Tree                                        0.0          0.0   \n",
       "Abe Sylvia                                            4000000.0      55125.0   \n",
       "Abel Ferrara                                            31000.0       8900.5   \n",
       "Abel Ferry                                                  0.0          0.0   \n",
       "Adam Brooks                                                 0.0   55447968.0   \n",
       "Adam Brooks|Matthew Kennedy                                 0.0          0.0   \n",
       "Adam Curtis                                                 0.0          0.0   \n",
       "Adam Deacon|Daniel Toland                             1000000.0          0.0   \n",
       "Adam Egypt Mortimer                                         0.0          0.0   \n",
       "Adam Elliot                                           4000000.0          0.0   \n",
       "Adam Fields                                                 0.0          0.0   \n",
       "Adam Gierasch                                        10000000.0          0.0   \n",
       "Adam Green                                                  0.0      26302.0   \n",
       "...                                                         ...          ...   \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple                     0.0          0.0   \n",
       "Zach Lipovsky                                               0.0          0.0   \n",
       "Zachary Donohue                                             0.0          0.0   \n",
       "Zachary Heinzerling                                         0.0          0.0   \n",
       "Zachary Sluser                                              0.0          0.0   \n",
       "Zack Parker                                                 0.0          0.0   \n",
       "Zack Snyder                                          81000000.0  162666186.5   \n",
       "Zackary Adler                                         1250000.0          0.0   \n",
       "Zak Hilditch                                                0.0          0.0   \n",
       "Zak Knutson                                                 0.0          0.0   \n",
       "Zak Levitt                                                  0.0          0.0   \n",
       "Zak Penn                                                    0.0          0.0   \n",
       "Zal Batmanglij                                        3250000.0    1200755.0   \n",
       "Zalman King                                                 0.0          0.0   \n",
       "Zana Briski|Ross Kauffman                              350000.0    3515061.0   \n",
       "Zatella Beatty                                              0.0          0.0   \n",
       "Zeke Norton                                                 0.0          0.0   \n",
       "Zev Berman                                                  0.0          0.0   \n",
       "Zhao Lin-Shan                                               0.0          0.0   \n",
       "Ziad Doueiri                                                0.0          0.0   \n",
       "Zoe R. Cassavetes                                     2000000.0          0.0   \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                          0.0          0.0   \n",
       "ÌÄlex de la Iglesia                                   6500000.0          0.0   \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                              6500000.0          0.0   \n",
       "ÌÄÛ¡mile Gaudreault                                  4361898.0    3031801.0   \n",
       "ÌÄÛ¡ric Besnard                                            0.0          0.0   \n",
       "ÌÄÛ¡tienne Chatiliez                                       0.0          0.0   \n",
       "ÌÄÛÁaÌãüan Irmak                                          0.0          0.0   \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                                       0.0          0.0   \n",
       "ÌÄâÂlex Pastor|David Pastor                                0.0    5802422.0   \n",
       "\n",
       "                                                    runtime  vote_count  \\\n",
       "director                                                                  \n",
       " FrÌÄå©dÌÄå©ric Jardin                                 98.0        28.0   \n",
       "A. Todd Smith                                           0.0        11.0   \n",
       "A.R. Murugadoss                                       183.0        53.0   \n",
       "Aaron Aites                                            93.0        13.0   \n",
       "Aaron Blaise|Robert Walker                             85.0       753.0   \n",
       "Aaron Hann|Mario Miscione                              87.0       167.0   \n",
       "Aaron Harvey                                           93.0        71.0   \n",
       "Aaron Katz|Martha Stephens                             96.0        17.0   \n",
       "Aaron Keeling|Austin Keeling                          111.0        10.0   \n",
       "Aaron Moorhead|Justin Benson                          109.0       110.0   \n",
       "Aaron Norris                                          101.0        15.0   \n",
       "Aaron Schneider                                       103.0        41.0   \n",
       "Aaron Seltzer|Jason Friedberg                          83.0       103.0   \n",
       "Aaron Woodley                                          91.0        19.0   \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla    158.0        14.0   \n",
       "Abbas Kiarostami                                      100.5        15.0   \n",
       "Abbas Tyrewala                                        155.0        18.0   \n",
       "Abe Levy|Silver Tree                                   90.0        12.0   \n",
       "Abe Sylvia                                             90.0        36.0   \n",
       "Abel Ferrara                                           90.0        25.5   \n",
       "Abel Ferry                                             90.0        38.0   \n",
       "Adam Brooks                                           112.0       389.0   \n",
       "Adam Brooks|Matthew Kennedy                            95.0        18.0   \n",
       "Adam Curtis                                           180.0        14.0   \n",
       "Adam Deacon|Daniel Toland                              88.0        17.0   \n",
       "Adam Egypt Mortimer                                    82.0        19.0   \n",
       "Adam Elliot                                            57.5       191.0   \n",
       "Adam Fields                                            84.0        11.0   \n",
       "Adam Gierasch                                          93.0        19.0   \n",
       "Adam Green                                             91.0        54.5   \n",
       "...                                                     ...         ...   \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple                56.0        18.0   \n",
       "Zach Lipovsky                                         104.0        58.0   \n",
       "Zachary Donohue                                        81.0        58.0   \n",
       "Zachary Heinzerling                                    81.0        20.0   \n",
       "Zachary Sluser                                         95.0        12.0   \n",
       "Zack Parker                                           122.0        19.0   \n",
       "Zack Snyder                                           113.5      1379.0   \n",
       "Zackary Adler                                         101.5        13.0   \n",
       "Zak Hilditch                                           87.0        86.0   \n",
       "Zak Knutson                                            41.0        15.0   \n",
       "Zak Levitt                                             70.0        11.0   \n",
       "Zak Penn                                               66.0        65.0   \n",
       "Zal Batmanglij                                        100.5       112.5   \n",
       "Zalman King                                           104.0        15.0   \n",
       "Zana Briski|Ross Kauffman                              85.0        23.0   \n",
       "Zatella Beatty                                         97.0        14.0   \n",
       "Zeke Norton                                            76.5        30.0   \n",
       "Zev Berman                                            105.0        26.0   \n",
       "Zhao Lin-Shan                                         107.0        14.0   \n",
       "Ziad Doueiri                                          102.0        18.0   \n",
       "Zoe R. Cassavetes                                      97.0        11.0   \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                    105.0        12.0   \n",
       "ÌÄlex de la Iglesia                                   103.0        38.5   \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                               88.0        12.0   \n",
       "ÌÄÛ¡mile Gaudreault                                   92.0        13.0   \n",
       "ÌÄÛ¡ric Besnard                                      100.0        10.0   \n",
       "ÌÄÛ¡tienne Chatiliez                                 106.0        28.0   \n",
       "ÌÄÛÁaÌãüan Irmak                                    108.0        12.0   \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                                  92.0        16.0   \n",
       "ÌÄâÂlex Pastor|David Pastor                           84.0       143.0   \n",
       "\n",
       "                                                    vote_average  \\\n",
       "director                                                           \n",
       " FrÌÄå©dÌÄå©ric Jardin                                      5.90   \n",
       "A. Todd Smith                                               5.40   \n",
       "A.R. Murugadoss                                             6.90   \n",
       "Aaron Aites                                                 6.50   \n",
       "Aaron Blaise|Robert Walker                                  6.80   \n",
       "Aaron Hann|Mario Miscione                                   6.10   \n",
       "Aaron Harvey                                                4.90   \n",
       "Aaron Katz|Martha Stephens                                  5.80   \n",
       "Aaron Keeling|Austin Keeling                                3.80   \n",
       "Aaron Moorhead|Justin Benson                                6.50   \n",
       "Aaron Norris                                                5.10   \n",
       "Aaron Schneider                                             5.90   \n",
       "Aaron Seltzer|Jason Friedberg                               3.90   \n",
       "Aaron Woodley                                               5.50   \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla          5.60   \n",
       "Abbas Kiarostami                                            6.45   \n",
       "Abbas Tyrewala                                              6.40   \n",
       "Abe Levy|Silver Tree                                        5.20   \n",
       "Abe Sylvia                                                  6.20   \n",
       "Abel Ferrara                                                5.50   \n",
       "Abel Ferry                                                  5.50   \n",
       "Adam Brooks                                                 6.50   \n",
       "Adam Brooks|Matthew Kennedy                                 6.00   \n",
       "Adam Curtis                                                 7.80   \n",
       "Adam Deacon|Daniel Toland                                   7.30   \n",
       "Adam Egypt Mortimer                                         3.90   \n",
       "Adam Elliot                                                 7.15   \n",
       "Adam Fields                                                 5.10   \n",
       "Adam Gierasch                                               4.20   \n",
       "Adam Green                                                  5.35   \n",
       "...                                                          ...   \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple                     6.70   \n",
       "Zach Lipovsky                                               4.40   \n",
       "Zachary Donohue                                             5.90   \n",
       "Zachary Heinzerling                                         7.30   \n",
       "Zachary Sluser                                              5.00   \n",
       "Zack Parker                                                 6.10   \n",
       "Zack Snyder                                                 6.60   \n",
       "Zackary Adler                                               5.35   \n",
       "Zak Hilditch                                                6.10   \n",
       "Zak Knutson                                                 7.70   \n",
       "Zak Levitt                                                  8.00   \n",
       "Zak Penn                                                    6.70   \n",
       "Zal Batmanglij                                              6.00   \n",
       "Zalman King                                                 4.40   \n",
       "Zana Briski|Ross Kauffman                                   6.40   \n",
       "Zatella Beatty                                              7.20   \n",
       "Zeke Norton                                                 5.90   \n",
       "Zev Berman                                                  5.30   \n",
       "Zhao Lin-Shan                                               5.60   \n",
       "Ziad Doueiri                                                5.80   \n",
       "Zoe R. Cassavetes                                           6.60   \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                          7.20   \n",
       "ÌÄlex de la Iglesia                                         6.00   \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                                    4.60   \n",
       "ÌÄÛ¡mile Gaudreault                                        5.20   \n",
       "ÌÄÛ¡ric Besnard                                            5.10   \n",
       "ÌÄÛ¡tienne Chatiliez                                       7.20   \n",
       "ÌÄÛÁaÌãüan Irmak                                          8.20   \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                                       6.30   \n",
       "ÌÄâÂlex Pastor|David Pastor                                5.70   \n",
       "\n",
       "                                                    release_year  \\\n",
       "director                                                           \n",
       " FrÌÄå©dÌÄå©ric Jardin                                    2011.0   \n",
       "A. Todd Smith                                             2015.0   \n",
       "A.R. Murugadoss                                           2008.0   \n",
       "Aaron Aites                                               2008.0   \n",
       "Aaron Blaise|Robert Walker                                2003.0   \n",
       "Aaron Hann|Mario Miscione                                 2015.0   \n",
       "Aaron Harvey                                              2011.0   \n",
       "Aaron Katz|Martha Stephens                                2014.0   \n",
       "Aaron Keeling|Austin Keeling                              2015.0   \n",
       "Aaron Moorhead|Justin Benson                              2015.0   \n",
       "Aaron Norris                                              1991.0   \n",
       "Aaron Schneider                                           2010.0   \n",
       "Aaron Seltzer|Jason Friedberg                             2006.0   \n",
       "Aaron Woodley                                             2011.0   \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla        2004.5   \n",
       "Abbas Kiarostami                                          1993.0   \n",
       "Abbas Tyrewala                                            2008.0   \n",
       "Abe Levy|Silver Tree                                      2013.0   \n",
       "Abe Sylvia                                                2010.0   \n",
       "Abel Ferrara                                              1994.0   \n",
       "Abel Ferry                                                2009.0   \n",
       "Adam Brooks                                               2008.0   \n",
       "Adam Brooks|Matthew Kennedy                               2015.0   \n",
       "Adam Curtis                                               2004.0   \n",
       "Adam Deacon|Daniel Toland                                 2011.0   \n",
       "Adam Egypt Mortimer                                       2015.0   \n",
       "Adam Elliot                                               2006.0   \n",
       "Adam Fields                                               2008.0   \n",
       "Adam Gierasch                                             2009.0   \n",
       "Adam Green                                                2010.0   \n",
       "...                                                          ...   \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple                   2013.0   \n",
       "Zach Lipovsky                                             2014.5   \n",
       "Zachary Donohue                                           2013.0   \n",
       "Zachary Heinzerling                                       2013.0   \n",
       "Zachary Sluser                                            2015.0   \n",
       "Zack Parker                                               2013.0   \n",
       "Zack Snyder                                               2009.5   \n",
       "Zackary Adler                                             2011.0   \n",
       "Zak Hilditch                                              2014.0   \n",
       "Zak Knutson                                               2014.0   \n",
       "Zak Levitt                                                2012.0   \n",
       "Zak Penn                                                  2014.0   \n",
       "Zal Batmanglij                                            2012.0   \n",
       "Zalman King                                               1989.0   \n",
       "Zana Briski|Ross Kauffman                                 2004.0   \n",
       "Zatella Beatty                                            2014.0   \n",
       "Zeke Norton                                               2013.0   \n",
       "Zev Berman                                                2007.0   \n",
       "Zhao Lin-Shan                                             2012.0   \n",
       "Ziad Doueiri                                              2012.0   \n",
       "Zoe R. Cassavetes                                         2007.0   \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                        2014.0   \n",
       "ÌÄlex de la Iglesia                                       2006.0   \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                                  2009.0   \n",
       "ÌÄÛ¡mile Gaudreault                                      2003.0   \n",
       "ÌÄÛ¡ric Besnard                                          2010.0   \n",
       "ÌÄÛ¡tienne Chatiliez                                     1995.0   \n",
       "ÌÄÛÁaÌãüan Irmak                                        2005.0   \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                                     2008.0   \n",
       "ÌÄâÂlex Pastor|David Pastor                              2009.0   \n",
       "\n",
       "                                                      budget_adj   revenue_adj  \n",
       "director                                                                        \n",
       " FrÌÄå©dÌÄå©ric Jardin                              2.423495e+06  3.255239e+03  \n",
       "A. Todd Smith                                       0.000000e+00  0.000000e+00  \n",
       "A.R. Murugadoss                                     9.216358e+06  7.697178e+07  \n",
       "Aaron Aites                                         0.000000e+00  0.000000e+00  \n",
       "Aaron Blaise|Robert Walker                          1.185353e+08  2.963382e+02  \n",
       "Aaron Hann|Mario Miscione                           0.000000e+00  0.000000e+00  \n",
       "Aaron Harvey                                        6.785786e+06  0.000000e+00  \n",
       "Aaron Katz|Martha Stephens                          0.000000e+00  0.000000e+00  \n",
       "Aaron Keeling|Austin Keeling                        0.000000e+00  0.000000e+00  \n",
       "Aaron Moorhead|Justin Benson                        0.000000e+00  4.597238e+04  \n",
       "Aaron Norris                                        0.000000e+00  7.451947e+06  \n",
       "Aaron Schneider                                     7.500000e+06  0.000000e+00  \n",
       "Aaron Seltzer|Jason Friedberg                       2.163338e+07  5.251334e+07  \n",
       "Aaron Woodley                                       0.000000e+00  0.000000e+00  \n",
       "Abbas Alibhai Burmawalla|Mastan Alibhai Burmawalla  0.000000e+00  0.000000e+00  \n",
       "Abbas Kiarostami                                    0.000000e+00  0.000000e+00  \n",
       "Abbas Tyrewala                                      2.329409e+06  1.124193e+07  \n",
       "Abe Levy|Silver Tree                                0.000000e+00  0.000000e+00  \n",
       "Abe Sylvia                                          4.000000e+06  5.512500e+04  \n",
       "Abel Ferrara                                        7.434391e+04  8.628127e+03  \n",
       "Abel Ferry                                          0.000000e+00  0.000000e+00  \n",
       "Adam Brooks                                         0.000000e+00  5.615696e+07  \n",
       "Adam Brooks|Matthew Kennedy                         0.000000e+00  0.000000e+00  \n",
       "Adam Curtis                                         0.000000e+00  0.000000e+00  \n",
       "Adam Deacon|Daniel Toland                           9.693980e+05  0.000000e+00  \n",
       "Adam Egypt Mortimer                                 0.000000e+00  0.000000e+00  \n",
       "Adam Elliot                                         4.065602e+06  0.000000e+00  \n",
       "Adam Fields                                         0.000000e+00  0.000000e+00  \n",
       "Adam Gierasch                                       1.016400e+07  0.000000e+00  \n",
       "Adam Green                                          0.000000e+00  2.630200e+04  \n",
       "...                                                          ...           ...  \n",
       "Zach Ingrasci|Sean Leonard|Chris Temple             0.000000e+00  0.000000e+00  \n",
       "Zach Lipovsky                                       0.000000e+00  0.000000e+00  \n",
       "Zachary Donohue                                     0.000000e+00  0.000000e+00  \n",
       "Zachary Heinzerling                                 0.000000e+00  0.000000e+00  \n",
       "Zachary Sluser                                      0.000000e+00  0.000000e+00  \n",
       "Zack Parker                                         0.000000e+00  0.000000e+00  \n",
       "Zack Snyder                                         7.974532e+07  1.641854e+08  \n",
       "Zackary Adler                                       1.149999e+06  0.000000e+00  \n",
       "Zak Hilditch                                        0.000000e+00  0.000000e+00  \n",
       "Zak Knutson                                         0.000000e+00  0.000000e+00  \n",
       "Zak Levitt                                          0.000000e+00  0.000000e+00  \n",
       "Zak Penn                                            0.000000e+00  0.000000e+00  \n",
       "Zal Batmanglij                                      3.042108e+06  1.123947e+06  \n",
       "Zalman King                                         0.000000e+00  0.000000e+00  \n",
       "Zana Briski|Ross Kauffman                           4.040559e+05  4.057946e+06  \n",
       "Zatella Beatty                                      0.000000e+00  0.000000e+00  \n",
       "Zeke Norton                                         0.000000e+00  0.000000e+00  \n",
       "Zev Berman                                          0.000000e+00  0.000000e+00  \n",
       "Zhao Lin-Shan                                       0.000000e+00  0.000000e+00  \n",
       "Ziad Doueiri                                        0.000000e+00  0.000000e+00  \n",
       "Zoe R. Cassavetes                                   2.103337e+06  0.000000e+00  \n",
       "ÌÄdÌÄåÁm CsÌÄåÁszi                                  0.000000e+00  0.000000e+00  \n",
       "ÌÄlex de la Iglesia                                 6.963336e+06  0.000000e+00  \n",
       "ÌÄlvaro de ArmiÌÄå±ÌÄåÁn                            6.606603e+06  0.000000e+00  \n",
       "ÌÄÛ¡mile Gaudreault                                5.170387e+06  3.593753e+06  \n",
       "ÌÄÛ¡ric Besnard                                    0.000000e+00  0.000000e+00  \n",
       "ÌÄÛ¡tienne Chatiliez                               0.000000e+00  0.000000e+00  \n",
       "ÌÄÛÁaÌãüan Irmak                                  0.000000e+00  0.000000e+00  \n",
       "ÌÄÛÒzgÌÄå_r Yildirim                               0.000000e+00  0.000000e+00  \n",
       "ÌÄâÂlex Pastor|David Pastor                        0.000000e+00  5.897584e+06  \n",
       "\n",
       "[5064 rows x 10 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director_df.median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qv7DyXq7qO+ht7du0mJlZNpvr4S8zM2sDh4qZmWXjUDEzs2wcKmZmlo1DxczM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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11dbd86a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we plot a histogram of each popularity garnered by directors\n",
    "dir_mean_df['popularity'].hist();\n",
    "plt.xlabel('Popularity')\n",
    "plt.ylabel('Counts')\n",
    "plt.title('Popularity Over the Years');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    5064.000000\n",
       "mean        0.511897\n",
       "std         0.694520\n",
       "min         0.000973\n",
       "25%         0.190121\n",
       "50%         0.339477\n",
       "75%         0.579055\n",
       "max        16.696886\n",
       "Name: popularity, dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# inspecting the statistics for the popularity of directors as a whole\n",
    "#for thsi we take statistics for the dataset grouped by 'director' variable which was created in preceding steps\n",
    "dir_mean_df['popularity'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director\n",
       "Colin Trevorrow                16.696886\n",
       "Joe Russo|Anthony Russo        12.971027\n",
       "Chad Stahelski|David Leitch    11.422751\n",
       "Don Hall|Chris Williams         8.691294\n",
       "Juno John Lee                   8.411577\n",
       "Kyle Balda|Pierre Coffin        7.404165\n",
       "Alan Taylor                     6.883129\n",
       "Peter Richardson                6.668990\n",
       "Pete Docter                     6.326804\n",
       "Christopher Nolan               6.195521\n",
       "Name: popularity, dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# directors with maximum popularity ratings\n",
    "dir_mean_df['popularity'].nlargest(10) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</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>Clive A. Smith</th>\n",
       "      <td>21356.00</td>\n",
       "      <td>0.195539</td>\n",
       "      <td>8000000.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>1983.000000</td>\n",
       "      <td>1.751450e+07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clive Barker</th>\n",
       "      <td>12819.00</td>\n",
       "      <td>0.321329</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>7.808794e+06</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>86.666667</td>\n",
       "      <td>6.200000</td>\n",
       "      <td>1990.666667</td>\n",
       "      <td>6.758988e+06</td>\n",
       "      <td>1.424664e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clive Donner</th>\n",
       "      <td>23138.25</td>\n",
       "      <td>0.250399</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>101.250000</td>\n",
       "      <td>19.500000</td>\n",
       "      <td>5.925000</td>\n",
       "      <td>1977.750000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clyde Geronimi|Hamilton Luske|Wolfgang Reitherman</th>\n",
       "      <td>12230.00</td>\n",
       "      <td>2.631987</td>\n",
       "      <td>4000000.0</td>\n",
       "      <td>2.158800e+08</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>913.000000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>1961.000000</td>\n",
       "      <td>2.917944e+07</td>\n",
       "      <td>1.574815e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ClÌÄå©ment Virgo</th>\n",
       "      <td>14174.00</td>\n",
       "      <td>1.203532</td>\n",
       "      <td>2200000.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2005.000000</td>\n",
       "      <td>2.456439e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cody Calahan</th>\n",
       "      <td>207780.00</td>\n",
       "      <td>0.258887</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cody Cameron</th>\n",
       "      <td>51170.00</td>\n",
       "      <td>0.484243</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>5.300000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cody Cameron|Kris Pearn</th>\n",
       "      <td>109451.00</td>\n",
       "      <td>0.932599</td>\n",
       "      <td>78000000.0</td>\n",
       "      <td>2.483846e+08</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>637.000000</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>7.301060e+07</td>\n",
       "      <td>2.324963e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coky Giedroyc</th>\n",
       "      <td>148110.50</td>\n",
       "      <td>0.131463</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>159.000000</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coley Sohn</th>\n",
       "      <td>138907.00</td>\n",
       "      <td>0.034628</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>87.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>5.300000</td>\n",
       "      <td>2012.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Chilvers|Jerry Kramer|Jim Blashfield</th>\n",
       "      <td>13192.00</td>\n",
       "      <td>0.321068</td>\n",
       "      <td>22000000.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>1988.000000</td>\n",
       "      <td>4.056560e+07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Eggleston</th>\n",
       "      <td>39995.00</td>\n",
       "      <td>0.047645</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>1978.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Hanks</th>\n",
       "      <td>324253.00</td>\n",
       "      <td>0.143042</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Higgins</th>\n",
       "      <td>17172.00</td>\n",
       "      <td>0.329755</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>113.333333</td>\n",
       "      <td>30.333333</td>\n",
       "      <td>6.266667</td>\n",
       "      <td>1980.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Levy</th>\n",
       "      <td>45745.00</td>\n",
       "      <td>0.609669</td>\n",
       "      <td>550000.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>7.600000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>5.500000e+05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Minihan</th>\n",
       "      <td>265016.00</td>\n",
       "      <td>0.339749</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>101.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Strause|Greg Strause</th>\n",
       "      <td>21562.00</td>\n",
       "      <td>0.997498</td>\n",
       "      <td>25000000.0</td>\n",
       "      <td>5.430905e+07</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>363.500000</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>2008.500000</td>\n",
       "      <td>2.603337e+07</td>\n",
       "      <td>5.538885e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Teague</th>\n",
       "      <td>300803.00</td>\n",
       "      <td>1.144808</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Theys</th>\n",
       "      <td>271665.00</td>\n",
       "      <td>0.171104</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>4.900000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colin Trevorrow</th>\n",
       "      <td>109864.50</td>\n",
       "      <td>16.696886</td>\n",
       "      <td>75375000.0</td>\n",
       "      <td>7.587683e+08</td>\n",
       "      <td>104.500000</td>\n",
       "      <td>2951.500000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>2013.500000</td>\n",
       "      <td>6.935612e+07</td>\n",
       "      <td>6.981261e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                          id  popularity  \\\n",
       "director                                                                   \n",
       "Clive A. Smith                                      21356.00    0.195539   \n",
       "Clive Barker                                        12819.00    0.321329   \n",
       "Clive Donner                                        23138.25    0.250399   \n",
       "Clyde Geronimi|Hamilton Luske|Wolfgang Reitherman   12230.00    2.631987   \n",
       "ClÌÄå©ment Virgo                                    14174.00    1.203532   \n",
       "Cody Calahan                                       207780.00    0.258887   \n",
       "Cody Cameron                                        51170.00    0.484243   \n",
       "Cody Cameron|Kris Pearn                            109451.00    0.932599   \n",
       "Coky Giedroyc                                      148110.50    0.131463   \n",
       "Coley Sohn                                         138907.00    0.034628   \n",
       "Colin Chilvers|Jerry Kramer|Jim Blashfield          13192.00    0.321068   \n",
       "Colin Eggleston                                     39995.00    0.047645   \n",
       "Colin Hanks                                        324253.00    0.143042   \n",
       "Colin Higgins                                       17172.00    0.329755   \n",
       "Colin Levy                                          45745.00    0.609669   \n",
       "Colin Minihan                                      265016.00    0.339749   \n",
       "Colin Strause|Greg Strause                          21562.00    0.997498   \n",
       "Colin Teague                                       300803.00    1.144808   \n",
       "Colin Theys                                        271665.00    0.171104   \n",
       "Colin Trevorrow                                    109864.50   16.696886   \n",
       "\n",
       "                                                       budget       revenue  \\\n",
       "director                                                                      \n",
       "Clive A. Smith                                      8000000.0  0.000000e+00   \n",
       "Clive Barker                                        4000000.0  7.808794e+06   \n",
       "Clive Donner                                              0.0  0.000000e+00   \n",
       "Clyde Geronimi|Hamilton Luske|Wolfgang Reitherman   4000000.0  2.158800e+08   \n",
       "ClÌÄå©ment Virgo                                    2200000.0  0.000000e+00   \n",
       "Cody Calahan                                              0.0  0.000000e+00   \n",
       "Cody Cameron                                              0.0  0.000000e+00   \n",
       "Cody Cameron|Kris Pearn                            78000000.0  2.483846e+08   \n",
       "Coky Giedroyc                                             0.0  0.000000e+00   \n",
       "Coley Sohn                                                0.0  0.000000e+00   \n",
       "Colin Chilvers|Jerry Kramer|Jim Blashfield         22000000.0  0.000000e+00   \n",
       "Colin Eggleston                                           0.0  0.000000e+00   \n",
       "Colin Hanks                                               0.0  0.000000e+00   \n",
       "Colin Higgins                                             0.0  0.000000e+00   \n",
       "Colin Levy                                           550000.0  0.000000e+00   \n",
       "Colin Minihan                                             0.0  0.000000e+00   \n",
       "Colin Strause|Greg Strause                         25000000.0  5.430905e+07   \n",
       "Colin Teague                                              0.0  0.000000e+00   \n",
       "Colin Theys                                               0.0  0.000000e+00   \n",
       "Colin Trevorrow                                    75375000.0  7.587683e+08   \n",
       "\n",
       "                                                      runtime   vote_count  \\\n",
       "director                                                                     \n",
       "Clive A. Smith                                      77.000000    14.000000   \n",
       "Clive Barker                                       105.000000    86.666667   \n",
       "Clive Donner                                       101.250000    19.500000   \n",
       "Clyde Geronimi|Hamilton Luske|Wolfgang Reitherman   79.000000   913.000000   \n",
       "ClÌÄå©ment Virgo                                    93.000000    36.000000   \n",
       "Cody Calahan                                        90.000000    19.000000   \n",
       "Cody Cameron                                        75.000000    64.000000   \n",
       "Cody Cameron|Kris Pearn                             95.000000   637.000000   \n",
       "Coky Giedroyc                                      159.000000    18.500000   \n",
       "Coley Sohn                                          87.000000    16.000000   \n",
       "Colin Chilvers|Jerry Kramer|Jim Blashfield          93.000000    73.000000   \n",
       "Colin Eggleston                                     92.000000    17.000000   \n",
       "Colin Hanks                                         94.000000    22.000000   \n",
       "Colin Higgins                                      113.333333    30.333333   \n",
       "Colin Levy                                          14.000000    51.000000   \n",
       "Colin Minihan                                      101.000000   100.000000   \n",
       "Colin Strause|Greg Strause                          97.000000   363.500000   \n",
       "Colin Teague                                        97.000000    59.000000   \n",
       "Colin Theys                                        100.000000    10.000000   \n",
       "Colin Trevorrow                                    104.500000  2951.500000   \n",
       "\n",
       "                                                   vote_average  release_year  \\\n",
       "director                                                                        \n",
       "Clive A. Smith                                         6.100000   1983.000000   \n",
       "Clive Barker                                           6.200000   1990.666667   \n",
       "Clive Donner                                           5.925000   1977.750000   \n",
       "Clyde Geronimi|Hamilton Luske|Wolfgang Reitherman      6.600000   1961.000000   \n",
       "ClÌÄå©ment Virgo                                       5.000000   2005.000000   \n",
       "Cody Calahan                                           4.300000   2013.000000   \n",
       "Cody Cameron                                           5.300000   2010.000000   \n",
       "Cody Cameron|Kris Pearn                                6.400000   2013.000000   \n",
       "Coky Giedroyc                                          6.600000   2008.000000   \n",
       "Coley Sohn                                             5.300000   2012.000000   \n",
       "Colin Chilvers|Jerry Kramer|Jim Blashfield             6.100000   1988.000000   \n",
       "Colin Eggleston                                        6.100000   1978.000000   \n",
       "Colin Hanks                                            7.000000   2015.000000   \n",
       "Colin Higgins                                          6.266667   1980.000000   \n",
       "Colin Levy                                             7.600000   2010.000000   \n",
       "Colin Minihan                                          4.600000   2014.000000   \n",
       "Colin Strause|Greg Strause                             4.800000   2008.500000   \n",
       "Colin Teague                                           4.500000   2015.000000   \n",
       "Colin Theys                                            4.900000   2014.000000   \n",
       "Colin Trevorrow                                        6.600000   2013.500000   \n",
       "\n",
       "                                                     budget_adj   revenue_adj  \n",
       "director                                                                       \n",
       "Clive A. Smith                                     1.751450e+07  0.000000e+00  \n",
       "Clive Barker                                       6.758988e+06  1.424664e+07  \n",
       "Clive Donner                                       0.000000e+00  0.000000e+00  \n",
       "Clyde Geronimi|Hamilton Luske|Wolfgang Reitherman  2.917944e+07  1.574815e+09  \n",
       "ClÌÄå©ment Virgo                                   2.456439e+06  0.000000e+00  \n",
       "Cody Calahan                                       0.000000e+00  0.000000e+00  \n",
       "Cody Cameron                                       0.000000e+00  0.000000e+00  \n",
       "Cody Cameron|Kris Pearn                            7.301060e+07  2.324963e+08  \n",
       "Coky Giedroyc                                      0.000000e+00  0.000000e+00  \n",
       "Coley Sohn                                         0.000000e+00  0.000000e+00  \n",
       "Colin Chilvers|Jerry Kramer|Jim Blashfield         4.056560e+07  0.000000e+00  \n",
       "Colin Eggleston                                    0.000000e+00  0.000000e+00  \n",
       "Colin Hanks                                        0.000000e+00  0.000000e+00  \n",
       "Colin Higgins                                      0.000000e+00  0.000000e+00  \n",
       "Colin Levy                                         5.500000e+05  0.000000e+00  \n",
       "Colin Minihan                                      0.000000e+00  0.000000e+00  \n",
       "Colin Strause|Greg Strause                         2.603337e+07  5.538885e+07  \n",
       "Colin Teague                                       0.000000e+00  0.000000e+00  \n",
       "Colin Theys                                        0.000000e+00  0.000000e+00  \n",
       "Colin Trevorrow                                    6.935612e+07  6.981261e+08  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir_mean_df[880:900]#double check values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations on Popularity:\n",
    "- We have here the list of ten most popular directors.\n",
    "- We also see that most directors score between 0 and 1 as per popularity. \n",
    "- The distribution is very skewed to the right."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "<a id='eda2'></a>\n",
    "\n",
    "## Exploratory Data Analysis\n",
    "\n",
    "### Research Question 2\n",
    "#### What are typical runtimes for directors? Is there a duration preferred by directors?\n",
    "Steps:\n",
    "- To answer this question, we view the runtime variable from our dataset grouped over the director factor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    5064.000000\n",
       "mean       97.942123\n",
       "std        33.439046\n",
       "min         0.000000\n",
       "25%        89.000000\n",
       "50%        96.000000\n",
       "75%       106.000000\n",
       "max       900.000000\n",
       "Name: runtime, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir_mean_df['runtime'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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A6ed+qdpgj9MlwJeBv6b5fYHnI2Jbms8f7/ZYpOVbU/3B4kDgj8AP06m7H0ja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\nzMysECezQvauAAAAC0lEQVQOMzMr5P8DzDl0ID2s7usAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1135767f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dir_mean_df['runtime'].hist(bins=100);\n",
    "plt.xlabel('Runtime')\n",
    "plt.ylabel('Counts')\n",
    "plt.title('Runtime Over the Years');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Observations- Runtime:\n",
    "- The popular runtime across directors is 100-110 as seen in the visualization. \n",
    "- This is also verified by our quartile percentages. \n",
    "- The distribution is skewed to the right."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='eda3'></a>\n",
    "\n",
    "## Exploratory Data Analysis\n",
    "\n",
    "### Research Question 3\n",
    "#### What are typical revenues for directors? Who are the most successful directors?\n",
    "Steps:\n",
    "- To answer this question, we view the revenue variable from our dataset grouped over the director factor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    5.064000e+03\n",
       "mean     2.297306e+07\n",
       "std      7.654512e+07\n",
       "min      0.000000e+00\n",
       "25%      0.000000e+00\n",
       "50%      0.000000e+00\n",
       "75%      9.658396e+06\n",
       "max      1.156731e+09\n",
       "Name: revenue, dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir_mean_df['revenue'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GSQ/m2naVtFTSw+nn6HrGWEQv+Xwz/bt7QNINkkZVsi0XjiR3W5MjgT2B4yTt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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11df013c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rev = dir_mean_df['revenue']\n",
    "rev_new = rev / (1e8)\n",
    "rev_new.hist(bins=100);\n",
    "plt.xlabel('Revenue')\n",
    "plt.ylabel('Counts')\n",
    "plt.title('Revenue Over the Years');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d896fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dir_mean_df['revenue_adj'].hist(bins=100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director\n",
       "Kyle Balda|Pierre Coffin                     1.156731e+09\n",
       "Lee Unkrich                                  1.063172e+09\n",
       "Andrew Adamson|Kelly Asbury|Conrad Vernon    9.198388e+08\n",
       "Andrew Stanton|Lee Unkrich                   8.646260e+08\n",
       "Pete Docter                                  8.537086e+08\n",
       "David Yates                                  8.308591e+08\n",
       "Chris Miller|Raman Hui                       7.989582e+08\n",
       "Roger Allers|Rob Minkoff                     7.882418e+08\n",
       "Colin Trevorrow                              7.587683e+08\n",
       "Robert Stromberg                             7.584104e+08\n",
       "Name: revenue, dtype: float64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# directors with maximum revenues\n",
    "dir_mean_df['revenue'].nlargest(10) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director\n",
       "Clyde Geronimi|Hamilton Luske|Wolfgang Reitherman    1.574815e+09\n",
       "Roger Allers|Rob Minkoff                             1.159592e+09\n",
       "Kyle Balda|Pierre Coffin                             1.064192e+09\n",
       "Lee Unkrich                                          1.063172e+09\n",
       "Andrew Adamson|Kelly Asbury|Conrad Vernon            1.061904e+09\n",
       "George Lucas                                         1.052320e+09\n",
       "Andrew Stanton|Lee Unkrich                           1.024887e+09\n",
       "Chris Miller|Raman Hui                               8.402392e+08\n",
       "David Yates                                          8.354911e+08\n",
       "Pete Docter                                          7.854116e+08\n",
       "Name: revenue_adj, dtype: float64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# directors with maximum revenue_adj\n",
    "dir_mean_df['revenue_adj'].nlargest(10) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Observations- Revenue:\n",
    "- The popular revenue across directors is 0.01e8 to 0.1e8 as seen in the visualization. \n",
    "- This is also verified by our quartile percentages. \n",
    "- The distribution is skewed to the right."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='eda4'></a>\n",
    "\n",
    "## Exploratory Data Analysis\n",
    "\n",
    "### Research Question 4\n",
    "#### Is there a relation between popularity and revenue for directors?\n",
    "Steps:\n",
    "- To answer this question, we visualize the revenue and popularity variable from our dataset grouped over the director factor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4YLSgW1G/l0uOl4aiqvGKb2uUC1r2LgeMPtErXdJKWUNRJV7xbc3w8GbvctLbWlJryMkL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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113133c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting popularity and revenue of directors\n",
    "plt.scatter(x=dir_mean_df['popularity'], y=dir_mean_df['revenue']);\n",
    "plt.xlabel('Popularity')\n",
    "plt.ylabel('Revenue')\n",
    "plt.title('Popularity vs Revenue');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\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>id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.044878</td>\n",
       "      <td>-0.154395</td>\n",
       "      <td>-0.104452</td>\n",
       "      <td>-0.061491</td>\n",
       "      <td>-0.051312</td>\n",
       "      <td>-0.022830</td>\n",
       "      <td>0.538960</td>\n",
       "      <td>-0.193834</td>\n",
       "      <td>-0.140135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>popularity</th>\n",
       "      <td>-0.044878</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.579946</td>\n",
       "      <td>0.679109</td>\n",
       "      <td>0.052462</td>\n",
       "      <td>0.811656</td>\n",
       "      <td>0.157441</td>\n",
       "      <td>0.062540</td>\n",
       "      <td>0.545452</td>\n",
       "      <td>0.630990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>-0.154395</td>\n",
       "      <td>0.579946</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.774930</td>\n",
       "      <td>0.096742</td>\n",
       "      <td>0.690545</td>\n",
       "      <td>0.096692</td>\n",
       "      <td>0.035670</td>\n",
       "      <td>0.966103</td>\n",
       "      <td>0.704794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue</th>\n",
       "      <td>-0.104452</td>\n",
       "      <td>0.679109</td>\n",
       "      <td>0.774930</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.064979</td>\n",
       "      <td>0.830514</td>\n",
       "      <td>0.153495</td>\n",
       "      <td>0.023623</td>\n",
       "      <td>0.739031</td>\n",
       "      <td>0.936411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>-0.061491</td>\n",
       "      <td>0.052462</td>\n",
       "      <td>0.096742</td>\n",
       "      <td>0.064979</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.071334</td>\n",
       "      <td>0.100968</td>\n",
       "      <td>-0.110586</td>\n",
       "      <td>0.125416</td>\n",
       "      <td>0.083880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_count</th>\n",
       "      <td>-0.051312</td>\n",
       "      <td>0.811656</td>\n",
       "      <td>0.690545</td>\n",
       "      <td>0.830514</td>\n",
       "      <td>0.071334</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.211894</td>\n",
       "      <td>0.082199</td>\n",
       "      <td>0.642083</td>\n",
       "      <td>0.761461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_average</th>\n",
       "      <td>-0.022830</td>\n",
       "      <td>0.157441</td>\n",
       "      <td>0.096692</td>\n",
       "      <td>0.153495</td>\n",
       "      <td>0.100968</td>\n",
       "      <td>0.211894</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.057802</td>\n",
       "      <td>0.096641</td>\n",
       "      <td>0.156751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_year</th>\n",
       "      <td>0.538960</td>\n",
       "      <td>0.062540</td>\n",
       "      <td>0.035670</td>\n",
       "      <td>0.023623</td>\n",
       "      <td>-0.110586</td>\n",
       "      <td>0.082199</td>\n",
       "      <td>-0.057802</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.062890</td>\n",
       "      <td>-0.083238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget_adj</th>\n",
       "      <td>-0.193834</td>\n",
       "      <td>0.545452</td>\n",
       "      <td>0.966103</td>\n",
       "      <td>0.739031</td>\n",
       "      <td>0.125416</td>\n",
       "      <td>0.642083</td>\n",
       "      <td>0.096641</td>\n",
       "      <td>-0.062890</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.718762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue_adj</th>\n",
       "      <td>-0.140135</td>\n",
       "      <td>0.630990</td>\n",
       "      <td>0.704794</td>\n",
       "      <td>0.936411</td>\n",
       "      <td>0.083880</td>\n",
       "      <td>0.761461</td>\n",
       "      <td>0.156751</td>\n",
       "      <td>-0.083238</td>\n",
       "      <td>0.718762</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id  popularity    budget   revenue   runtime  vote_count  \\\n",
       "id            1.000000   -0.044878 -0.154395 -0.104452 -0.061491   -0.051312   \n",
       "popularity   -0.044878    1.000000  0.579946  0.679109  0.052462    0.811656   \n",
       "budget       -0.154395    0.579946  1.000000  0.774930  0.096742    0.690545   \n",
       "revenue      -0.104452    0.679109  0.774930  1.000000  0.064979    0.830514   \n",
       "runtime      -0.061491    0.052462  0.096742  0.064979  1.000000    0.071334   \n",
       "vote_count   -0.051312    0.811656  0.690545  0.830514  0.071334    1.000000   \n",
       "vote_average -0.022830    0.157441  0.096692  0.153495  0.100968    0.211894   \n",
       "release_year  0.538960    0.062540  0.035670  0.023623 -0.110586    0.082199   \n",
       "budget_adj   -0.193834    0.545452  0.966103  0.739031  0.125416    0.642083   \n",
       "revenue_adj  -0.140135    0.630990  0.704794  0.936411  0.083880    0.761461   \n",
       "\n",
       "              vote_average  release_year  budget_adj  revenue_adj  \n",
       "id               -0.022830      0.538960   -0.193834    -0.140135  \n",
       "popularity        0.157441      0.062540    0.545452     0.630990  \n",
       "budget            0.096692      0.035670    0.966103     0.704794  \n",
       "revenue           0.153495      0.023623    0.739031     0.936411  \n",
       "runtime           0.100968     -0.110586    0.125416     0.083880  \n",
       "vote_count        0.211894      0.082199    0.642083     0.761461  \n",
       "vote_average      1.000000     -0.057802    0.096641     0.156751  \n",
       "release_year     -0.057802      1.000000   -0.062890    -0.083238  \n",
       "budget_adj        0.096641     -0.062890    1.000000     0.718762  \n",
       "revenue_adj       0.156751     -0.083238    0.718762     1.000000  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# computing correlation, if any, among variables in the dataset grouped by 'directors'\n",
    "dir_mean_df.corr(method='pearson')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observations:\n",
    "- We see fromm our scatterplot and correlation that popularity and revenue for directors is positively correlated, but not  very significantly.\n",
    "- But we do notice that for at lower values, the relation is significant.\n",
    "- However, this is purely correlation and not to be inferred as causal.\n",
    "- It does point us to a line of investigation that we can take up for detailed assessment."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='limitations'></a>\n",
    "## Limitations\n",
    "- In the above analysis, we have worked with runtimes, popularity and revenues.\n",
    "- Dataset is not exhaustive and hence, results or inferences are not absolute. i.e The dataset does not confirm that every release of every director is listed. Findings are limited to datset only.\n",
    "- We restrict ourselves to only numerical values of revenues. Any variances in currencies, like dollars, rupees, Euros, etc. are not considered.\n",
    "- In case of varying currencies [which is likely since the movies range from different regions], exchange rates or conversions or some sort of normalization would need to be applied.\n",
    "- We also do not consider different revenue sources like movies ticket sales, audio rights sales, digital sales, braodcast sales, etc. and disregard the period and markets over which the revenues are collected. Older movies that are cast over television or re-released and might garner higher revenues are examples of limitations of the dataset and hence, this EDA.\n",
    "- Vote counts are taken at face value. We are not inspecting the nature of votes, good or bad or any other range of values. Also, the period or channels in which these vote counts were gathered is not considered and will be significant if varying for different movies.\n",
    "- The medium through which popularity was determined is unknown. This can impact the analysis as the limitations and bias, inherent while gauging audience response, will be present in the end values too.\n",
    "- This analysis assumes that the same index and methods were employed for collecting popularity factors and counting votes for all movies. In the event that it is not so, the results might not hold true. [a possibility since movies are from different countries and languages]\n",
    "- We are also considering body of work for every directors individual work. Collaborations are considered separate and only for unique set of directors. As stated at the beginnig, this analysis assumes collective preferences when directors work together.\n",
    "- New and veteran directors are treated alike. Skew is possible due to directors having multiple releases in a single year or releases over many years over new directors or directors with fewer releases every year.\n",
    "- While we did not have missing values for any of the factors under consideration, we acknowledge the presence of these limitations and assumptions in our analysis.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conclusions'></a>\n",
    "## Conclusions\n",
    "\n",
    "- From our EDA, we discovered that there are *patterns to runtimes, popularity and revenues of directors*. \n",
    "- While only tentative, we found that popular runtimes range between 100 and 110 minutes.\n",
    "- Also, ratings for directors had maximum likelihood of being in the 0 to 1 range.\n",
    "- Revenues showed a wider range, but the most likely range was 0.01e8 to 0.1e8.\n",
    "- We also analyzed who the most successful directors were popularity-wise and revenue-wise.\n",
    "- However, these analysis do not account for collaborations.\n",
    "- These lines of analysis point us to the need for further investigation, especially with regards to revenue and popularity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from subprocess import call\n",
    "call(['python', '-m', 'nbconvert', 'Investigate_a_Dataset.ipynb'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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