Investigate_a_Dataset.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Project: Investigate a Dataset - [tmdb-movies]\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=\"#eda\">Exploratory Data Analysis</a></li>\n",
    "<li><a href=\"#conclusions\">Conclusions</a></li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='intro'></a>\n",
    "## Introduction\n",
    "\n",
    "### TMDb movie dataset\n",
    "\n",
    "> The TMDB movie dataset contains 21 columns and 10866 rows, it has info about more than 10K movies, their revenue, budget etc..  \n",
    "\n",
    "\n",
    "### Questions to be analyzed from the dataset:\n",
    "\n",
    "#1) Which movie has the highest screen runtime?\n",
    "#2) Which movie had the highest and lowest net income?\n",
    "#3) Which movie had the lowest/ highest budget?\n",
    "#4) What is the most used genres?\n",
    "#5) Who is The leading actor Who've appeared in most movies?\n",
    "#6) Which director has the highest net-income movie?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use this cell to set up import statements for all of the packages that you\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already up-to-date: pandas==0.25.0 in /opt/conda/lib/python3.6/site-packages (0.25.0)\n",
      "Requirement already satisfied, skipping upgrade: python-dateutil>=2.6.1 in /opt/conda/lib/python3.6/site-packages (from pandas==0.25.0) (2.6.1)\n",
      "Requirement already satisfied, skipping upgrade: numpy>=1.13.3 in /opt/conda/lib/python3.6/site-packages (from pandas==0.25.0) (1.19.5)\n",
      "Requirement already satisfied, skipping upgrade: pytz>=2017.2 in /opt/conda/lib/python3.6/site-packages (from pandas==0.25.0) (2017.3)\n",
      "Requirement already satisfied, skipping upgrade: six>=1.5 in /opt/conda/lib/python3.6/site-packages (from python-dateutil>=2.6.1->pandas==0.25.0) (1.11.0)\n"
     ]
    }
   ],
   "source": [
    "# Upgrade pandas to use dataframe.explode() function. \n",
    "!pip install --upgrade pandas==0.25.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='wrangling'></a>\n",
    "## Data Wrangling\n",
    "\n",
    "> **Tip**: In this section of the report, you will load in the data, check for cleanliness, and then trim and clean your dataset for analysis. Make sure that you **document your data cleaning steps in mark-down cells precisely and justify your cleaning decisions.**\n",
    "\n",
    "\n",
    "### General Properties\n",
    "> **Tip**: You should _not_ perform too many operations in each cell. Create cells freely to explore your data. One option that you can take with this project is to do a lot of explorations in an initial notebook. These don't have to be organized, but make sure you use enough comments to understand the purpose of each code cell. Then, after you're done with your analysis, create a duplicate notebook where you will trim the excess and organize your steps so that you have a flowing, cohesive report."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>1.379999e+08</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>1.379999e+08</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>1.012000e+08</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>1.839999e+08</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>1.747999e+08</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  1.379999e+08  1.392446e+09  \n",
       "1           7.1          2015  1.379999e+08  3.481613e+08  \n",
       "2           6.3          2015  1.012000e+08  2.716190e+08  \n",
       "3           7.5          2015  1.839999e+08  1.902723e+09  \n",
       "4           7.3          2015  1.747999e+08  1.385749e+09  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load your data and print out a few lines. Perform operations to inspect data\n",
    "df = pd.read_csv(\"Database_TMDb_movie_data/tmdb-movies.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10866, 21)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# shape shows us the table in tuble form \n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>1.086600e+04</td>\n",
       "      <td>1.086600e+04</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>1.086600e+04</td>\n",
       "      <td>1.086600e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>66064.177434</td>\n",
       "      <td>0.646441</td>\n",
       "      <td>1.462570e+07</td>\n",
       "      <td>3.982332e+07</td>\n",
       "      <td>102.070863</td>\n",
       "      <td>217.389748</td>\n",
       "      <td>5.974922</td>\n",
       "      <td>2001.322658</td>\n",
       "      <td>1.755104e+07</td>\n",
       "      <td>5.136436e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>92130.136561</td>\n",
       "      <td>1.000185</td>\n",
       "      <td>3.091321e+07</td>\n",
       "      <td>1.170035e+08</td>\n",
       "      <td>31.381405</td>\n",
       "      <td>575.619058</td>\n",
       "      <td>0.935142</td>\n",
       "      <td>12.812941</td>\n",
       "      <td>3.430616e+07</td>\n",
       "      <td>1.446325e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1960.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>10596.250000</td>\n",
       "      <td>0.207583</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>5.400000</td>\n",
       "      <td>1995.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>20669.000000</td>\n",
       "      <td>0.383856</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2006.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>75610.000000</td>\n",
       "      <td>0.713817</td>\n",
       "      <td>1.500000e+07</td>\n",
       "      <td>2.400000e+07</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>145.750000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>2.085325e+07</td>\n",
       "      <td>3.369710e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>417859.000000</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>4.250000e+08</td>\n",
       "      <td>2.781506e+09</td>\n",
       "      <td>900.000000</td>\n",
       "      <td>9767.000000</td>\n",
       "      <td>9.200000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>4.250000e+08</td>\n",
       "      <td>2.827124e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id    popularity        budget       revenue       runtime  \\\n",
       "count   10866.000000  10866.000000  1.086600e+04  1.086600e+04  10866.000000   \n",
       "mean    66064.177434      0.646441  1.462570e+07  3.982332e+07    102.070863   \n",
       "std     92130.136561      1.000185  3.091321e+07  1.170035e+08     31.381405   \n",
       "min         5.000000      0.000065  0.000000e+00  0.000000e+00      0.000000   \n",
       "25%     10596.250000      0.207583  0.000000e+00  0.000000e+00     90.000000   \n",
       "50%     20669.000000      0.383856  0.000000e+00  0.000000e+00     99.000000   \n",
       "75%     75610.000000      0.713817  1.500000e+07  2.400000e+07    111.000000   \n",
       "max    417859.000000     32.985763  4.250000e+08  2.781506e+09    900.000000   \n",
       "\n",
       "         vote_count  vote_average  release_year    budget_adj   revenue_adj  \n",
       "count  10866.000000  10866.000000  10866.000000  1.086600e+04  1.086600e+04  \n",
       "mean     217.389748      5.974922   2001.322658  1.755104e+07  5.136436e+07  \n",
       "std      575.619058      0.935142     12.812941  3.430616e+07  1.446325e+08  \n",
       "min       10.000000      1.500000   1960.000000  0.000000e+00  0.000000e+00  \n",
       "25%       17.000000      5.400000   1995.000000  0.000000e+00  0.000000e+00  \n",
       "50%       38.000000      6.000000   2006.000000  0.000000e+00  0.000000e+00  \n",
       "75%      145.750000      6.600000   2011.000000  2.085325e+07  3.369710e+07  \n",
       "max     9767.000000      9.200000   2015.000000  4.250000e+08  2.827124e+09  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Observation\n",
    "\n",
    "As shown in min,25% and 50% that budget and revenue colmuns has zeros which doesn't make sense, so I will remove the budget and revenue columns from the data set."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Data Cleaning\n",
    "\n",
    "#1) I'm going to drop the columns that I'm not going to use as they doen't benfit the analysis.\n",
    "#2) Columns that i will remove [imdb_id , popularity , homepage , tagline , keywords , overview , release_date , budget_adj , revenue_adj , vote_average , vote_count] \n",
    "#3) Remove duplicate data\n",
    "#4) remove movies that has zero budget.\n",
    "\n",
    "> **Tip**: Make sure that you keep your reader informed on the steps that you are taking in your investigation. Follow every code cell, or every set of related cobservationsode cells, with a markdown cell to describe to the reader what was found in the preceding cell(s). Try to make it so that the reader can then understand what they will be seeing in the following cell(s).\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# I'm going to drop the columns that I'm not going to use \n",
    "# imdb_id , popularity , homepage , tagline , keywords , overview , release_date , budget_adj , revenue_adj \n",
    "\n",
    "df.drop([\"imdb_id\" , \"popularity\" , \"homepage\" , \"tagline\" , \"keywords\" , \"overview\" , \"release_date\" , \"budget_adj\" , \"revenue_adj\" ], axis=1 , inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>director</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</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>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Universal Studios|Amblin Entertainment|Legenda...</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76341</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>George Miller</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Village Roadshow Pictures|Kennedy Miller Produ...</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>262500</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>Robert Schwentke</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Summit Entertainment|Mandeville Films|Red Wago...</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</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>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>Lucasfilm|Truenorth Productions|Bad Robot</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168259</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>James Wan</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>Universal Pictures|Original Film|Media Rights ...</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id     budget     revenue                original_title  \\\n",
       "0  135397  150000000  1513528810                Jurassic World   \n",
       "1   76341  150000000   378436354            Mad Max: Fury Road   \n",
       "2  262500  110000000   295238201                     Insurgent   \n",
       "3  140607  200000000  2068178225  Star Wars: The Force Awakens   \n",
       "4  168259  190000000  1506249360                     Furious 7   \n",
       "\n",
       "                                                cast          director  \\\n",
       "0  Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   Colin Trevorrow   \n",
       "1  Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...     George Miller   \n",
       "2  Shailene Woodley|Theo James|Kate Winslet|Ansel...  Robert Schwentke   \n",
       "3  Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...       J.J. Abrams   \n",
       "4  Vin Diesel|Paul Walker|Jason Statham|Michelle ...         James Wan   \n",
       "\n",
       "   runtime                                     genres  \\\n",
       "0      124  Action|Adventure|Science Fiction|Thriller   \n",
       "1      120  Action|Adventure|Science Fiction|Thriller   \n",
       "2      119         Adventure|Science Fiction|Thriller   \n",
       "3      136   Action|Adventure|Science Fiction|Fantasy   \n",
       "4      137                      Action|Crime|Thriller   \n",
       "\n",
       "                                production_companies  vote_count  \\\n",
       "0  Universal Studios|Amblin Entertainment|Legenda...        5562   \n",
       "1  Village Roadshow Pictures|Kennedy Miller Produ...        6185   \n",
       "2  Summit Entertainment|Mandeville Films|Red Wago...        2480   \n",
       "3          Lucasfilm|Truenorth Productions|Bad Robot        5292   \n",
       "4  Universal Pictures|Original Film|Media Rights ...        2947   \n",
       "\n",
       "   vote_average  release_year  \n",
       "0           6.5          2015  \n",
       "1           7.1          2015  \n",
       "2           6.3          2015  \n",
       "3           7.5          2015  \n",
       "4           7.3          2015  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10866 entries, 0 to 10865\n",
      "Data columns (total 12 columns):\n",
      "id                      10866 non-null int64\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",
      "director                10822 non-null object\n",
      "runtime                 10866 non-null int64\n",
      "genres                  10843 non-null object\n",
      "production_companies    9836 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",
      "dtypes: float64(1), int64(6), object(5)\n",
      "memory usage: 1018.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Observations\n",
    "\n",
    "The following columns has missing values: cast / director / genres / production_companies  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 1\n",
    "\n",
    "Which movie has the highest screen runtime?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "filt = df['runtime'] == 0\n",
    "#filt insetad of filter\n",
    "#filt to remove zeros from runtime so that we can reach accurate number "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7905</th>\n",
       "      <td>13924</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Adventures of AndrÃ© and Wally B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alvy Ray Smith</td>\n",
       "      <td>2</td>\n",
       "      <td>Animation</td>\n",
       "      <td>Lucasfilm|Pixar Animation Studios</td>\n",
       "      <td>32</td>\n",
       "      <td>5.3</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10754</th>\n",
       "      <td>3171</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bambi Meets Godzilla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Marv Newland</td>\n",
       "      <td>2</td>\n",
       "      <td>Animation|Comedy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4890</th>\n",
       "      <td>126909</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cousin Ben Troop Screening</td>\n",
       "      <td>Jason Schwartzman</td>\n",
       "      <td>Wes Anderson</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4883</th>\n",
       "      <td>142563</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Fresh Guacamole</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PES</td>\n",
       "      <td>2</td>\n",
       "      <td>Animation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10550</th>\n",
       "      <td>13925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Luxo Jr.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>John Lasseter</td>\n",
       "      <td>2</td>\n",
       "      <td>Animation|Family</td>\n",
       "      <td>Pixar Animation Studios</td>\n",
       "      <td>81</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5934</th>\n",
       "      <td>200204</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Prada: Candy</td>\n",
       "      <td>Peter Gadiot|Rodolphe Pauly|LÃ©a Seydoux</td>\n",
       "      <td>Wes Anderson|Roman Coppola</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3298</th>\n",
       "      <td>140656</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>MamÃ¡</td>\n",
       "      <td>Victoria Harris|Irma Monroig|Berta Ros</td>\n",
       "      <td>Andy Muschietti</td>\n",
       "      <td>3</td>\n",
       "      <td>Horror</td>\n",
       "      <td>Toma 78</td>\n",
       "      <td>11</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3350</th>\n",
       "      <td>105759</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Black Hole</td>\n",
       "      <td>Napoleon Ryan</td>\n",
       "      <td>Philip Sansom|Olly Williams</td>\n",
       "      <td>3</td>\n",
       "      <td>Comedy|Crime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1112</th>\n",
       "      <td>264170</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Batman: Strange Days</td>\n",
       "      <td>Kevin Conroy|Brian George|Tara Strong</td>\n",
       "      <td>Bruce Timm</td>\n",
       "      <td>3</td>\n",
       "      <td>Action|Animation</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>20</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5399</th>\n",
       "      <td>43629</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Doodlebug</td>\n",
       "      <td>Jeremy Theobald</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>3</td>\n",
       "      <td>Fantasy|Mystery</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6930</th>\n",
       "      <td>53215</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Kiwi!</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dony Permedi</td>\n",
       "      <td>3</td>\n",
       "      <td>Animation|Action</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2830</th>\n",
       "      <td>26840</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Shrek in the Swamp Karaoke Dance Party</td>\n",
       "      <td>Mike Myers|Eddie Murphy</td>\n",
       "      <td>Vicky Jenson|Andrew Adamson</td>\n",
       "      <td>3</td>\n",
       "      <td>Animation|Comedy|Music</td>\n",
       "      <td>DreamWorks Animation</td>\n",
       "      <td>12</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5993</th>\n",
       "      <td>259761</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Lights Out</td>\n",
       "      <td>Lotta Losten</td>\n",
       "      <td>David F. Sandberg</td>\n",
       "      <td>3</td>\n",
       "      <td>Horror</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2232</th>\n",
       "      <td>55692</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Scrat's Continental Crack-Up</td>\n",
       "      <td>Chris Wedge|Simon Pegg</td>\n",
       "      <td>Steve Martino|Mike Thurmeier</td>\n",
       "      <td>3</td>\n",
       "      <td>Animation</td>\n",
       "      <td>Blue Sky Studios</td>\n",
       "      <td>20</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8706</th>\n",
       "      <td>13930</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>For the Birds</td>\n",
       "      <td>Ralph Eggleston</td>\n",
       "      <td>Ralph Eggleston</td>\n",
       "      <td>3</td>\n",
       "      <td>Animation|Comedy|Family</td>\n",
       "      <td>Pixar Animation Studios</td>\n",
       "      <td>247</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3891</th>\n",
       "      <td>98857</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Scrat's Continental Crack-Up: Part 2</td>\n",
       "      <td>Chris Wedge</td>\n",
       "      <td>Steve Martino|Mike Thurmeier</td>\n",
       "      <td>3</td>\n",
       "      <td>Animation|Comedy|Adventure</td>\n",
       "      <td>Blue Sky Studios</td>\n",
       "      <td>11</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1766</th>\n",
       "      <td>72962</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>George &amp; A.J.</td>\n",
       "      <td>Steve Purcell|Jason Topolski|Bob Peterson</td>\n",
       "      <td>Josh Cooley</td>\n",
       "      <td>4</td>\n",
       "      <td>Animation|Adventure|Comedy|Family|Fantasy</td>\n",
       "      <td>Pixar Animation Studios</td>\n",
       "      <td>15</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9251</th>\n",
       "      <td>13928</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Knick Knack</td>\n",
       "      <td>NaN</td>\n",
       "      <td>John Lasseter</td>\n",
       "      <td>4</td>\n",
       "      <td>Animation|Family</td>\n",
       "      <td>Pixar Animation Studios</td>\n",
       "      <td>77</td>\n",
       "      <td>7.1</td>\n",
       "      <td>1989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2205</th>\n",
       "      <td>54559</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Minions: Orientation Day</td>\n",
       "      <td>Pierre Coffin|Rob Huebel</td>\n",
       "      <td>Kyle Balda|Samuel Tourneux</td>\n",
       "      <td>4</td>\n",
       "      <td>Animation|Comedy|Family</td>\n",
       "      <td>Universal Pictures|Illumination Entertainment</td>\n",
       "      <td>79</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9757</th>\n",
       "      <td>44239</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Alphabet</td>\n",
       "      <td>Peggy Lynch</td>\n",
       "      <td>David Lynch</td>\n",
       "      <td>4</td>\n",
       "      <td>Animation</td>\n",
       "      <td>Pensylvania Academy of Fine Arts</td>\n",
       "      <td>19</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1267</th>\n",
       "      <td>306963</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Wanderers</td>\n",
       "      <td>Carl Sagan|Anna Nerman|Camilla HammarstrÃ¶m|Ha...</td>\n",
       "      <td>Erik Wernquist</td>\n",
       "      <td>4</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10434</th>\n",
       "      <td>48784</td>\n",
       "      <td>200</td>\n",
       "      <td>0</td>\n",
       "      <td>Six Men Getting Sick</td>\n",
       "      <td>NaN</td>\n",
       "      <td>David Lynch</td>\n",
       "      <td>4</td>\n",
       "      <td>Animation</td>\n",
       "      <td>Pensylvania Academy of Fine Arts</td>\n",
       "      <td>16</td>\n",
       "      <td>5.2</td>\n",
       "      <td>1967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1097</th>\n",
       "      <td>256346</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Almost Home</td>\n",
       "      <td>Steve Martin|Tom McGrath|David Soren</td>\n",
       "      <td>Todd Wilderman</td>\n",
       "      <td>4</td>\n",
       "      <td>Adventure|Animation|Science Fiction</td>\n",
       "      <td>DreamWorks Animation</td>\n",
       "      <td>45</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>366142</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Minions: The Competition</td>\n",
       "      <td>Pierre Coffin|Chris Renaud</td>\n",
       "      <td>Kyle Balda|Julien Soret</td>\n",
       "      <td>4</td>\n",
       "      <td>Animation</td>\n",
       "      <td>Illumination Entertainment</td>\n",
       "      <td>16</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2221</th>\n",
       "      <td>48832</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Scott Pilgrim vs. the Animation</td>\n",
       "      <td>Michael Cera|Alison Pill|Georgette Perna|Mae W...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>TV Movie|Animation|Adventure</td>\n",
       "      <td>Titmouse</td>\n",
       "      <td>19</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3656</th>\n",
       "      <td>76122</td>\n",
       "      <td>500000</td>\n",
       "      <td>0</td>\n",
       "      <td>Marvel One-Shot: The Consultant</td>\n",
       "      <td>Clark Gregg|Maximiliano HernÃ¡ndez|Tim Roth|Ro...</td>\n",
       "      <td>Leythum</td>\n",
       "      <td>4</td>\n",
       "      <td>Adventure|Fantasy|Science Fiction|Action</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>66</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3665</th>\n",
       "      <td>76535</td>\n",
       "      <td>500000</td>\n",
       "      <td>0</td>\n",
       "      <td>Marvel One-Shot: A Funny Thing Happened on the...</td>\n",
       "      <td>Clark Gregg|Zach Hudson|Jessica Manuel|Jeff Pr...</td>\n",
       "      <td>Leythum</td>\n",
       "      <td>4</td>\n",
       "      <td>Science Fiction|Fantasy</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>46</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5641</th>\n",
       "      <td>229408</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Minions: Training Wheels</td>\n",
       "      <td>Pierre Coffin|Miranda Cosgrove|Dana Gaier|Dave...</td>\n",
       "      <td>Eric Favela|Regis Schuller</td>\n",
       "      <td>4</td>\n",
       "      <td>Comedy|Animation|Family</td>\n",
       "      <td>Illumination Entertainment</td>\n",
       "      <td>77</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2073</th>\n",
       "      <td>54551</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Minions: Banana</td>\n",
       "      <td>Pierre Coffin</td>\n",
       "      <td>Kyle Balda|Samuel Tourneux</td>\n",
       "      <td>4</td>\n",
       "      <td>Animation|Comedy|Family</td>\n",
       "      <td>Universal Pictures|Illumination Entertainment</td>\n",
       "      <td>113</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9677</th>\n",
       "      <td>13926</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Red's Dream</td>\n",
       "      <td>NaN</td>\n",
       "      <td>John Lasseter</td>\n",
       "      <td>4</td>\n",
       "      <td>Animation</td>\n",
       "      <td>Pixar Animation Studios</td>\n",
       "      <td>44</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4306</th>\n",
       "      <td>22137</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Riget</td>\n",
       "      <td>Udo Kier|Ernst-Hugo JÃ¤regÃ¥rd|Laura Christens...</td>\n",
       "      <td>Lars von Trier</td>\n",
       "      <td>273</td>\n",
       "      <td>Horror|Mystery</td>\n",
       "      <td>Zentropa</td>\n",
       "      <td>20</td>\n",
       "      <td>6.8</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5330</th>\n",
       "      <td>106035</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Shining</td>\n",
       "      <td>Steven Weber|Rebecca De Mornay|Stephen King|Wi...</td>\n",
       "      <td>Mick Garris</td>\n",
       "      <td>273</td>\n",
       "      <td>Drama|Horror|Thriller|TV Movie</td>\n",
       "      <td>Lakeside Productions</td>\n",
       "      <td>37</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183</th>\n",
       "      <td>312497</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Ascension</td>\n",
       "      <td>Tricia Helfer|Gil Bellows|Brian Van Holt|Andre...</td>\n",
       "      <td>Mairzee Almas|Nick Copus|Robert Lieberman</td>\n",
       "      <td>282</td>\n",
       "      <td>Drama|Science Fiction|TV Movie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1235</th>\n",
       "      <td>242754</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Klondike</td>\n",
       "      <td>Richard Madden|Abbie Cornish|Sam Shepard|Tim R...</td>\n",
       "      <td>Simon Cellan Jones</td>\n",
       "      <td>285</td>\n",
       "      <td>Drama|History</td>\n",
       "      <td>Scott Free Productions|Discovery Channel|E1 En...</td>\n",
       "      <td>17</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8768</th>\n",
       "      <td>876</td>\n",
       "      <td>20000000</td>\n",
       "      <td>0</td>\n",
       "      <td>Frank Herbert's Dune</td>\n",
       "      <td>William Hurt|Alec Newman|Saskia Reeves|Ian McN...</td>\n",
       "      <td>John Harrison</td>\n",
       "      <td>292</td>\n",
       "      <td>Action|Adventure|Fantasy|Science Fiction</td>\n",
       "      <td>New Amsterdam Entertainment|Tandem Communications</td>\n",
       "      <td>67</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7267</th>\n",
       "      <td>203766</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Long Way Round</td>\n",
       "      <td>Ewan McGregor|Charley Boorman</td>\n",
       "      <td>Russ Malkin|David Alexanian</td>\n",
       "      <td>294</td>\n",
       "      <td>Documentary|Adventure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>340968</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Show Me a Hero</td>\n",
       "      <td>Oscar Isaac|Alfred Molina|Winona Ryder|Catheri...</td>\n",
       "      <td>Paul Haggis</td>\n",
       "      <td>300</td>\n",
       "      <td>History|Crime|Drama</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8173</th>\n",
       "      <td>164721</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Pride and Prejudice</td>\n",
       "      <td>Colin Firth|Julia Sawalha|Jennifer Ehle|Alison...</td>\n",
       "      <td>Simon Langton</td>\n",
       "      <td>300</td>\n",
       "      <td>Romance|Drama</td>\n",
       "      <td>British Broadcasting Corporation (BBC)</td>\n",
       "      <td>89</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3886</th>\n",
       "      <td>202241</td>\n",
       "      <td>20000000</td>\n",
       "      <td>0</td>\n",
       "      <td>Mildred Pierce</td>\n",
       "      <td>Kate Winslet|Evan Rachel Wood|Guy Pearce|Mare ...</td>\n",
       "      <td>Todd Haynes</td>\n",
       "      <td>336</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Home Box Office (HBO)|Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>21</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2107</th>\n",
       "      <td>43434</td>\n",
       "      <td>18000000</td>\n",
       "      <td>871279</td>\n",
       "      <td>Carlos</td>\n",
       "      <td>Edgar RamÃ­rez|Alexander Scheer|Fadi Abi Samra...</td>\n",
       "      <td>Olivier Assayas</td>\n",
       "      <td>338</td>\n",
       "      <td>Crime|Drama|Thriller|History</td>\n",
       "      <td>Egoli Tossell Film AG|Canal+|Arte France|Films...</td>\n",
       "      <td>35</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5121</th>\n",
       "      <td>24019</td>\n",
       "      <td>60000000</td>\n",
       "      <td>0</td>\n",
       "      <td>Angels in America</td>\n",
       "      <td>Al Pacino|Meryl Streep|Patrick Wilson|Mary-Lou...</td>\n",
       "      <td>Mike Nichols</td>\n",
       "      <td>352</td>\n",
       "      <td>Drama|Fantasy</td>\n",
       "      <td>Avenue Pictures Productions|Panorama Films|HBO...</td>\n",
       "      <td>31</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7256</th>\n",
       "      <td>89049</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SoupÃ§ons</td>\n",
       "      <td>Michael Peterson</td>\n",
       "      <td>Jean-Xavier de Lestrade</td>\n",
       "      <td>360</td>\n",
       "      <td>Drama|Documentary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4939</th>\n",
       "      <td>168219</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Men Who Built America</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>360</td>\n",
       "      <td>Documentary|History</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4198</th>\n",
       "      <td>13519</td>\n",
       "      <td>28000000</td>\n",
       "      <td>0</td>\n",
       "      <td>The Stand</td>\n",
       "      <td>Gary Sinise|Molly Ringwald|Jamey Sheridan|Ruby...</td>\n",
       "      <td>Mick Garris</td>\n",
       "      <td>366</td>\n",
       "      <td>Adventure|Drama|Fantasy|Horror</td>\n",
       "      <td>Laurel Entertainment|Greengrass Productions</td>\n",
       "      <td>63</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9300</th>\n",
       "      <td>300589</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Lonesome Dove</td>\n",
       "      <td>Robert Duvall|Tommy Lee Jones|Danny Glover|Dia...</td>\n",
       "      <td>Simon Wincer</td>\n",
       "      <td>372</td>\n",
       "      <td>Drama|Western|Adventure</td>\n",
       "      <td>Motown Productions|Qintex Entertainment</td>\n",
       "      <td>16</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4788</th>\n",
       "      <td>139777</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>World Without End</td>\n",
       "      <td>Ben Chaplin|Charlotte Riley|Cynthia Nixon|Carl...</td>\n",
       "      <td>Michael Caton-Jones</td>\n",
       "      <td>389</td>\n",
       "      <td>Drama|History|Romance</td>\n",
       "      <td>Scott Free Productions|Tandem Communications|G...</td>\n",
       "      <td>10</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6008</th>\n",
       "      <td>222724</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Crystal Lake Memories: The Complete History of...</td>\n",
       "      <td>Corey Feldman</td>\n",
       "      <td>Daniel Farrands</td>\n",
       "      <td>400</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>Hutson Ranch Media</td>\n",
       "      <td>10</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2843</th>\n",
       "      <td>200813</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Blue Planet</td>\n",
       "      <td>David Attenborough</td>\n",
       "      <td>Alastair Fothergill</td>\n",
       "      <td>400</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>BBC Films</td>\n",
       "      <td>22</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8766</th>\n",
       "      <td>110147</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The 10th Kingdom</td>\n",
       "      <td>Kimberly Williams-Paisley|Scott Cohen|John Lar...</td>\n",
       "      <td>David Carson|Herbert Wise</td>\n",
       "      <td>417</td>\n",
       "      <td>Adventure|Comedy|Family|Fantasy|Mystery</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2170</th>\n",
       "      <td>367186</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Pillars of the Earth</td>\n",
       "      <td>Ian McShane|Matthew Macfadyen|Eddie Redmayne|H...</td>\n",
       "      <td>Sergio Mimica-Gezzan</td>\n",
       "      <td>421</td>\n",
       "      <td>Drama|History|Romance</td>\n",
       "      <td>Scott Free Productions|Tandem Communications|T...</td>\n",
       "      <td>22</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>54102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Generation Kill</td>\n",
       "      <td>Alexander SkarsgÃ¥rd|James Ransone|Lee Tergese...</td>\n",
       "      <td>Susanna White|Simon Cellan Jones</td>\n",
       "      <td>470</td>\n",
       "      <td>Drama|War|History</td>\n",
       "      <td>Company Pictures</td>\n",
       "      <td>28</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>220903</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Life</td>\n",
       "      <td>David Attenborough|Oprah Winfrey</td>\n",
       "      <td>Martha Holmes|Simon Blakeney|Stephen Lyle</td>\n",
       "      <td>500</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>British Broadcasting Corporation (BBC)</td>\n",
       "      <td>24</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3356</th>\n",
       "      <td>118309</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>John Adams</td>\n",
       "      <td>Paul Giamatti|Laura Linney|Stephen Dillane|Tom...</td>\n",
       "      <td>Tom Hooper</td>\n",
       "      <td>501</td>\n",
       "      <td>History|Drama</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2214</th>\n",
       "      <td>189197</td>\n",
       "      <td>120000000</td>\n",
       "      <td>0</td>\n",
       "      <td>The Pacific</td>\n",
       "      <td>James Badge Dale|Joseph Mazzello|Jon Seda|Asht...</td>\n",
       "      <td>Jeremy Podeswa|Tim Van Patten|David Nutter|Gra...</td>\n",
       "      <td>540</td>\n",
       "      <td>War|Drama|Action|Adventure|History</td>\n",
       "      <td>Playtone|HBO|DreamWorks Television</td>\n",
       "      <td>183</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6894</th>\n",
       "      <td>192040</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Planet Earth</td>\n",
       "      <td>David Attenborough</td>\n",
       "      <td>Alastair Fothergill</td>\n",
       "      <td>550</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6181</th>\n",
       "      <td>18729</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>North and South, Book I</td>\n",
       "      <td>Patrick Swayze|Philip Casnoff|Kirstie Alley|Ge...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>561</td>\n",
       "      <td>Drama|History|Western</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6176</th>\n",
       "      <td>42044</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Shoah</td>\n",
       "      <td>Simon Srebnik|Michael Podchlebnik|Motke Zaidl</td>\n",
       "      <td>Claude Lanzmann</td>\n",
       "      <td>566</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>British Broadcasting Corporation (BBC)|MinistÃ...</td>\n",
       "      <td>16</td>\n",
       "      <td>8.3</td>\n",
       "      <td>1985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2722</th>\n",
       "      <td>331214</td>\n",
       "      <td>0</td>\n",
       "      <td>125000000</td>\n",
       "      <td>Band of Brothers</td>\n",
       "      <td>Damian Lewis|Ron Livingston|Frank John Hughes|...</td>\n",
       "      <td>Phil Alden Robinson|Richard Loncraine|Mikael S...</td>\n",
       "      <td>705</td>\n",
       "      <td>Action|Drama|War</td>\n",
       "      <td>HBO</td>\n",
       "      <td>313</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4041</th>\n",
       "      <td>150004</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Taken</td>\n",
       "      <td>Dakota Fanning|Matt Frewer|Eric Close|Emily Be...</td>\n",
       "      <td>Breck Eisner|FÃ©lix EnrÃ­quez AlcalÃ¡|John Faw...</td>\n",
       "      <td>877</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>DreamWorks</td>\n",
       "      <td>38</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3894</th>\n",
       "      <td>125336</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Story of Film: An Odyssey</td>\n",
       "      <td>Mark Cousins|Jean-Michel Frodon|Cari Beauchamp...</td>\n",
       "      <td>Mark Cousins</td>\n",
       "      <td>900</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>9.2</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10835 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id  budget    revenue                         original_title  \\\n",
       "7905    13924       0          0  The Adventures of AndrÃ© and Wally B.   \n",
       "10754    3171       0          0                   Bambi Meets Godzilla   \n",
       "4890   126909       0          0             Cousin Ben Troop Screening   \n",
       "4883   142563       0          0                        Fresh Guacamole   \n",
       "10550   13925       0          0                               Luxo Jr.   \n",
       "...       ...     ...        ...                                    ...   \n",
       "6181    18729       0          0                North and South, Book I   \n",
       "6176    42044       0          0                                  Shoah   \n",
       "2722   331214       0  125000000                       Band of Brothers   \n",
       "4041   150004       0          0                                  Taken   \n",
       "3894   125336       0          0          The Story of Film: An Odyssey   \n",
       "\n",
       "                                                    cast  \\\n",
       "7905                                                 NaN   \n",
       "10754                                                NaN   \n",
       "4890                                   Jason Schwartzman   \n",
       "4883                                                 NaN   \n",
       "10550                                                NaN   \n",
       "...                                                  ...   \n",
       "6181   Patrick Swayze|Philip Casnoff|Kirstie Alley|Ge...   \n",
       "6176       Simon Srebnik|Michael Podchlebnik|Motke Zaidl   \n",
       "2722   Damian Lewis|Ron Livingston|Frank John Hughes|...   \n",
       "4041   Dakota Fanning|Matt Frewer|Eric Close|Emily Be...   \n",
       "3894   Mark Cousins|Jean-Michel Frodon|Cari Beauchamp...   \n",
       "\n",
       "                                                director  runtime  \\\n",
       "7905                                      Alvy Ray Smith        2   \n",
       "10754                                       Marv Newland        2   \n",
       "4890                                        Wes Anderson        2   \n",
       "4883                                                 PES        2   \n",
       "10550                                      John Lasseter        2   \n",
       "...                                                  ...      ...   \n",
       "6181                                                 NaN      561   \n",
       "6176                                     Claude Lanzmann      566   \n",
       "2722   Phil Alden Robinson|Richard Loncraine|Mikael S...      705   \n",
       "4041   Breck Eisner|FÃ©lix EnrÃ­quez AlcalÃ¡|John Faw...      877   \n",
       "3894                                        Mark Cousins      900   \n",
       "\n",
       "                      genres  \\\n",
       "7905               Animation   \n",
       "10754       Animation|Comedy   \n",
       "4890                     NaN   \n",
       "4883               Animation   \n",
       "10550       Animation|Family   \n",
       "...                      ...   \n",
       "6181   Drama|History|Western   \n",
       "6176             Documentary   \n",
       "2722        Action|Drama|War   \n",
       "4041         Science Fiction   \n",
       "3894             Documentary   \n",
       "\n",
       "                                    production_companies  vote_count  \\\n",
       "7905                   Lucasfilm|Pixar Animation Studios          32   \n",
       "10754                                                NaN          12   \n",
       "4890                                                 NaN          14   \n",
       "4883                                                 NaN          29   \n",
       "10550                            Pixar Animation Studios          81   \n",
       "...                                                  ...         ...   \n",
       "6181                                                 NaN          17   \n",
       "6176   British Broadcasting Corporation (BBC)|MinistÃ...          16   \n",
       "2722                                                 HBO         313   \n",
       "4041                                          DreamWorks          38   \n",
       "3894                                                 NaN          14   \n",
       "\n",
       "       vote_average  release_year  \n",
       "7905            5.3          1984  \n",
       "10754           5.6          1969  \n",
       "4890            7.0          2012  \n",
       "4883            7.9          2012  \n",
       "10550           7.3          1986  \n",
       "...             ...           ...  \n",
       "6181            6.0          1985  \n",
       "6176            8.3          1985  \n",
       "2722            8.0          2001  \n",
       "4041            6.8          2002  \n",
       "3894            9.2          2011  \n",
       "\n",
       "[10835 rows x 12 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[~filt].sort_values(\"runtime\") \n",
    "#I have used tilde to negate filt and remove zeros to show the movie with the highest runtime."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
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       "      <th>release_year</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3894</th>\n",
       "      <td>125336</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Story of Film: An Odyssey</td>\n",
       "      <td>Mark Cousins|Jean-Michel Frodon|Cari Beauchamp...</td>\n",
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       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4041</th>\n",
       "      <td>150004</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Taken</td>\n",
       "      <td>Dakota Fanning|Matt Frewer|Eric Close|Emily Be...</td>\n",
       "      <td>Breck Eisner|FÃ©lix EnrÃ­quez AlcalÃ¡|John Faw...</td>\n",
       "      <td>877</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>DreamWorks</td>\n",
       "      <td>38</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2722</th>\n",
       "      <td>331214</td>\n",
       "      <td>0</td>\n",
       "      <td>125000000</td>\n",
       "      <td>Band of Brothers</td>\n",
       "      <td>Damian Lewis|Ron Livingston|Frank John Hughes|...</td>\n",
       "      <td>Phil Alden Robinson|Richard Loncraine|Mikael S...</td>\n",
       "      <td>705</td>\n",
       "      <td>Action|Drama|War</td>\n",
       "      <td>HBO</td>\n",
       "      <td>313</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6176</th>\n",
       "      <td>42044</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Shoah</td>\n",
       "      <td>Simon Srebnik|Michael Podchlebnik|Motke Zaidl</td>\n",
       "      <td>Claude Lanzmann</td>\n",
       "      <td>566</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>British Broadcasting Corporation (BBC)|MinistÃ...</td>\n",
       "      <td>16</td>\n",
       "      <td>8.3</td>\n",
       "      <td>1985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6181</th>\n",
       "      <td>18729</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>North and South, Book I</td>\n",
       "      <td>Patrick Swayze|Philip Casnoff|Kirstie Alley|Ge...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>561</td>\n",
       "      <td>Drama|History|Western</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6894</th>\n",
       "      <td>192040</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Planet Earth</td>\n",
       "      <td>David Attenborough</td>\n",
       "      <td>Alastair Fothergill</td>\n",
       "      <td>550</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2214</th>\n",
       "      <td>189197</td>\n",
       "      <td>120000000</td>\n",
       "      <td>0</td>\n",
       "      <td>The Pacific</td>\n",
       "      <td>James Badge Dale|Joseph Mazzello|Jon Seda|Asht...</td>\n",
       "      <td>Jeremy Podeswa|Tim Van Patten|David Nutter|Gra...</td>\n",
       "      <td>540</td>\n",
       "      <td>War|Drama|Action|Adventure|History</td>\n",
       "      <td>Playtone|HBO|DreamWorks Television</td>\n",
       "      <td>183</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3356</th>\n",
       "      <td>118309</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>John Adams</td>\n",
       "      <td>Paul Giamatti|Laura Linney|Stephen Dillane|Tom...</td>\n",
       "      <td>Tom Hooper</td>\n",
       "      <td>501</td>\n",
       "      <td>History|Drama</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>220903</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Life</td>\n",
       "      <td>David Attenborough|Oprah Winfrey</td>\n",
       "      <td>Martha Holmes|Simon Blakeney|Stephen Lyle</td>\n",
       "      <td>500</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>British Broadcasting Corporation (BBC)</td>\n",
       "      <td>24</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>54102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Generation Kill</td>\n",
       "      <td>Alexander SkarsgÃ¥rd|James Ransone|Lee Tergese...</td>\n",
       "      <td>Susanna White|Simon Cellan Jones</td>\n",
       "      <td>470</td>\n",
       "      <td>Drama|War|History</td>\n",
       "      <td>Company Pictures</td>\n",
       "      <td>28</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id     budget    revenue                 original_title  \\\n",
       "3894  125336          0          0  The Story of Film: An Odyssey   \n",
       "4041  150004          0          0                          Taken   \n",
       "2722  331214          0  125000000               Band of Brothers   \n",
       "6176   42044          0          0                          Shoah   \n",
       "6181   18729          0          0        North and South, Book I   \n",
       "6894  192040          0          0                   Planet Earth   \n",
       "2214  189197  120000000          0                    The Pacific   \n",
       "3356  118309          0          0                     John Adams   \n",
       "1865  220903          0          0                           Life   \n",
       "3141   54102          0          0                Generation Kill   \n",
       "\n",
       "                                                   cast  \\\n",
       "3894  Mark Cousins|Jean-Michel Frodon|Cari Beauchamp...   \n",
       "4041  Dakota Fanning|Matt Frewer|Eric Close|Emily Be...   \n",
       "2722  Damian Lewis|Ron Livingston|Frank John Hughes|...   \n",
       "6176      Simon Srebnik|Michael Podchlebnik|Motke Zaidl   \n",
       "6181  Patrick Swayze|Philip Casnoff|Kirstie Alley|Ge...   \n",
       "6894                                 David Attenborough   \n",
       "2214  James Badge Dale|Joseph Mazzello|Jon Seda|Asht...   \n",
       "3356  Paul Giamatti|Laura Linney|Stephen Dillane|Tom...   \n",
       "1865                   David Attenborough|Oprah Winfrey   \n",
       "3141  Alexander SkarsgÃ¥rd|James Ransone|Lee Tergese...   \n",
       "\n",
       "                                               director  runtime  \\\n",
       "3894                                       Mark Cousins      900   \n",
       "4041  Breck Eisner|FÃ©lix EnrÃ­quez AlcalÃ¡|John Faw...      877   \n",
       "2722  Phil Alden Robinson|Richard Loncraine|Mikael S...      705   \n",
       "6176                                    Claude Lanzmann      566   \n",
       "6181                                                NaN      561   \n",
       "6894                                Alastair Fothergill      550   \n",
       "2214  Jeremy Podeswa|Tim Van Patten|David Nutter|Gra...      540   \n",
       "3356                                         Tom Hooper      501   \n",
       "1865          Martha Holmes|Simon Blakeney|Stephen Lyle      500   \n",
       "3141                   Susanna White|Simon Cellan Jones      470   \n",
       "\n",
       "                                  genres  \\\n",
       "3894                         Documentary   \n",
       "4041                     Science Fiction   \n",
       "2722                    Action|Drama|War   \n",
       "6176                         Documentary   \n",
       "6181               Drama|History|Western   \n",
       "6894                         Documentary   \n",
       "2214  War|Drama|Action|Adventure|History   \n",
       "3356                       History|Drama   \n",
       "1865                         Documentary   \n",
       "3141                   Drama|War|History   \n",
       "\n",
       "                                   production_companies  vote_count  \\\n",
       "3894                                                NaN          14   \n",
       "4041                                         DreamWorks          38   \n",
       "2722                                                HBO         313   \n",
       "6176  British Broadcasting Corporation (BBC)|MinistÃ...          16   \n",
       "6181                                                NaN          17   \n",
       "6894                                                NaN          65   \n",
       "2214                 Playtone|HBO|DreamWorks Television         183   \n",
       "3356                                                NaN          33   \n",
       "1865             British Broadcasting Corporation (BBC)          24   \n",
       "3141                                   Company Pictures          28   \n",
       "\n",
       "      vote_average  release_year  \n",
       "3894           9.2          2011  \n",
       "4041           6.8          2002  \n",
       "2722           8.0          2001  \n",
       "6176           8.3          1985  \n",
       "6181           6.0          1985  \n",
       "6894           7.6          2006  \n",
       "2214           7.8          2010  \n",
       "3356           6.6          2008  \n",
       "1865           7.0          2009  \n",
       "3141           6.6          2008  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Will run the Highest and smallest screen runtime to see the data.\n",
    "df.nlargest(10,\"runtime\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "original_title                        The Story of Film: An Odyssey\n",
       "cast              Mark Cousins|Jean-Michel Frodon|Cari Beauchamp...\n",
       "director                                               Mark Cousins\n",
       "runtime                                                         900\n",
       "Name: 3894, dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[3894,'original_title':'runtime']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Answer to first Question \n",
    "\n",
    "#Q: Which movie has the highest screen runtime?\n",
    "#A: The movie with the highest screen runtime is 'The Story of Film: An Odyssey'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 2\n",
    "\n",
    "Which movie had the highest and lowest net income? , and to answer this question we need to remove all the budget revenue columns that has zeros in it, then we should subtract the revenue from budget to get the net income.\t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# I have used tilde to remove zeros from budget and revenue so that i can have a valid calcualtion\n",
    "df = df.loc[~((df[\"budget\"] == 0 ) & (df[\"revenue\"] == 0 ) & (df[\"runtime\"] == 0) )]\n",
    "df.dropna(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'budget', 'revenue', 'net_profit', 'original_title', 'cast',\n",
       "       'director', 'runtime', 'genres', 'production_companies', 'vote_count',\n",
       "       'vote_average', 'release_year'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Add new column name \"net_profit\"\n",
    "# net_profit = \"revenue\" - \"budget\"\n",
    "df.insert(3,'net_profit',df['revenue'] - df['budget'])\n",
    "\n",
    "#previewing the change in the dataset\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 9761 entries, 0 to 10865\n",
      "Data columns (total 13 columns):\n",
      "id                      9761 non-null int64\n",
      "budget                  9761 non-null int64\n",
      "revenue                 9761 non-null int64\n",
      "net_profit              9761 non-null int64\n",
      "original_title          9761 non-null object\n",
      "cast                    9761 non-null object\n",
      "director                9761 non-null object\n",
      "runtime                 9761 non-null int64\n",
      "genres                  9761 non-null object\n",
      "production_companies    9761 non-null object\n",
      "vote_count              9761 non-null int64\n",
      "vote_average            9761 non-null float64\n",
      "release_year            9761 non-null int64\n",
      "dtypes: float64(1), int64(7), object(5)\n",
      "memory usage: 1.0+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>net_profit</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>director</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2244</th>\n",
       "      <td>46528</td>\n",
       "      <td>425000000</td>\n",
       "      <td>11087569</td>\n",
       "      <td>-413912431</td>\n",
       "      <td>The Warrior's Way</td>\n",
       "      <td>Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...</td>\n",
       "      <td>Sngmoo Lee</td>\n",
       "      <td>100</td>\n",
       "      <td>Adventure|Fantasy|Action|Western|Thriller</td>\n",
       "      <td>Boram Entertainment Inc.</td>\n",
       "      <td>74</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5508</th>\n",
       "      <td>57201</td>\n",
       "      <td>255000000</td>\n",
       "      <td>89289910</td>\n",
       "      <td>-165710090</td>\n",
       "      <td>The Lone Ranger</td>\n",
       "      <td>Johnny Depp|Armie Hammer|William Fichtner|Hele...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>149</td>\n",
       "      <td>Action|Adventure|Western</td>\n",
       "      <td>Walt Disney Pictures|Jerry Bruckheimer Films|I...</td>\n",
       "      <td>1607</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2069</th>\n",
       "      <td>7978</td>\n",
       "      <td>150000000</td>\n",
       "      <td>0</td>\n",
       "      <td>-150000000</td>\n",
       "      <td>The Wolfman</td>\n",
       "      <td>Benicio del Toro|Anthony Hopkins|Emily Blunt|H...</td>\n",
       "      <td>Joe Johnston</td>\n",
       "      <td>102</td>\n",
       "      <td>Horror|Thriller|Drama</td>\n",
       "      <td>Universal Pictures|Stuber Productions|Relativi...</td>\n",
       "      <td>299</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2214</th>\n",
       "      <td>189197</td>\n",
       "      <td>120000000</td>\n",
       "      <td>0</td>\n",
       "      <td>-120000000</td>\n",
       "      <td>The Pacific</td>\n",
       "      <td>James Badge Dale|Joseph Mazzello|Jon Seda|Asht...</td>\n",
       "      <td>Jeremy Podeswa|Tim Van Patten|David Nutter|Gra...</td>\n",
       "      <td>540</td>\n",
       "      <td>War|Drama|Action|Adventure|History</td>\n",
       "      <td>Playtone|HBO|DreamWorks Television</td>\n",
       "      <td>183</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7031</th>\n",
       "      <td>10733</td>\n",
       "      <td>145000000</td>\n",
       "      <td>25819961</td>\n",
       "      <td>-119180039</td>\n",
       "      <td>The Alamo</td>\n",
       "      <td>Dennis Quaid|Billy Bob Thornton|Jason Patric|P...</td>\n",
       "      <td>John Lee Hancock</td>\n",
       "      <td>137</td>\n",
       "      <td>Western|History|War</td>\n",
       "      <td>Imagine Entertainment|Touchstone Pictures</td>\n",
       "      <td>60</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id     budget   revenue  net_profit     original_title  \\\n",
       "2244   46528  425000000  11087569  -413912431  The Warrior's Way   \n",
       "5508   57201  255000000  89289910  -165710090    The Lone Ranger   \n",
       "2069    7978  150000000         0  -150000000        The Wolfman   \n",
       "2214  189197  120000000         0  -120000000        The Pacific   \n",
       "7031   10733  145000000  25819961  -119180039          The Alamo   \n",
       "\n",
       "                                                   cast  \\\n",
       "2244  Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...   \n",
       "5508  Johnny Depp|Armie Hammer|William Fichtner|Hele...   \n",
       "2069  Benicio del Toro|Anthony Hopkins|Emily Blunt|H...   \n",
       "2214  James Badge Dale|Joseph Mazzello|Jon Seda|Asht...   \n",
       "7031  Dennis Quaid|Billy Bob Thornton|Jason Patric|P...   \n",
       "\n",
       "                                               director  runtime  \\\n",
       "2244                                         Sngmoo Lee      100   \n",
       "5508                                     Gore Verbinski      149   \n",
       "2069                                       Joe Johnston      102   \n",
       "2214  Jeremy Podeswa|Tim Van Patten|David Nutter|Gra...      540   \n",
       "7031                                   John Lee Hancock      137   \n",
       "\n",
       "                                         genres  \\\n",
       "2244  Adventure|Fantasy|Action|Western|Thriller   \n",
       "5508                   Action|Adventure|Western   \n",
       "2069                      Horror|Thriller|Drama   \n",
       "2214         War|Drama|Action|Adventure|History   \n",
       "7031                        Western|History|War   \n",
       "\n",
       "                                   production_companies  vote_count  \\\n",
       "2244                           Boram Entertainment Inc.          74   \n",
       "5508  Walt Disney Pictures|Jerry Bruckheimer Films|I...        1607   \n",
       "2069  Universal Pictures|Stuber Productions|Relativi...         299   \n",
       "2214                 Playtone|HBO|DreamWorks Television         183   \n",
       "7031          Imagine Entertainment|Touchstone Pictures          60   \n",
       "\n",
       "      vote_average  release_year  \n",
       "2244           6.4          2010  \n",
       "5508           6.0          2013  \n",
       "2069           5.4          2010  \n",
       "2214           7.8          2010  \n",
       "7031           5.9          2004  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.nsmallest(5,'net_profit')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>net_profit</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>director</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1386</th>\n",
       "      <td>19995</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2781505847</td>\n",
       "      <td>2544505847</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>Sam Worthington|Zoe Saldana|Sigourney Weaver|S...</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>162</td>\n",
       "      <td>Action|Adventure|Fantasy|Science Fiction</td>\n",
       "      <td>Ingenious Film Partners|Twentieth Century Fox ...</td>\n",
       "      <td>8458</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2068178225</td>\n",
       "      <td>1868178225</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>Lucasfilm|Truenorth Productions|Bad Robot</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5231</th>\n",
       "      <td>597</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1845034188</td>\n",
       "      <td>1645034188</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>Kate Winslet|Leonardo DiCaprio|Frances Fisher|...</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>194</td>\n",
       "      <td>Drama|Romance|Thriller</td>\n",
       "      <td>Paramount Pictures|Twentieth Century Fox Film ...</td>\n",
       "      <td>4654</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>1363528810</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Universal Studios|Amblin Entertainment|Legenda...</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168259</td>\n",
       "      <td>190000000</td>\n",
       "      <td>1506249360</td>\n",
       "      <td>1316249360</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>\n",
       "      <td>James Wan</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>Universal Pictures|Original Film|Media Rights ...</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id     budget     revenue  net_profit                original_title  \\\n",
       "1386   19995  237000000  2781505847  2544505847                        Avatar   \n",
       "3     140607  200000000  2068178225  1868178225  Star Wars: The Force Awakens   \n",
       "5231     597  200000000  1845034188  1645034188                       Titanic   \n",
       "0     135397  150000000  1513528810  1363528810                Jurassic World   \n",
       "4     168259  190000000  1506249360  1316249360                     Furious 7   \n",
       "\n",
       "                                                   cast         director  \\\n",
       "1386  Sam Worthington|Zoe Saldana|Sigourney Weaver|S...    James Cameron   \n",
       "3     Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...      J.J. Abrams   \n",
       "5231  Kate Winslet|Leonardo DiCaprio|Frances Fisher|...    James Cameron   \n",
       "0     Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...  Colin Trevorrow   \n",
       "4     Vin Diesel|Paul Walker|Jason Statham|Michelle ...        James Wan   \n",
       "\n",
       "      runtime                                     genres  \\\n",
       "1386      162   Action|Adventure|Fantasy|Science Fiction   \n",
       "3         136   Action|Adventure|Science Fiction|Fantasy   \n",
       "5231      194                     Drama|Romance|Thriller   \n",
       "0         124  Action|Adventure|Science Fiction|Thriller   \n",
       "4         137                      Action|Crime|Thriller   \n",
       "\n",
       "                                   production_companies  vote_count  \\\n",
       "1386  Ingenious Film Partners|Twentieth Century Fox ...        8458   \n",
       "3             Lucasfilm|Truenorth Productions|Bad Robot        5292   \n",
       "5231  Paramount Pictures|Twentieth Century Fox Film ...        4654   \n",
       "0     Universal Studios|Amblin Entertainment|Legenda...        5562   \n",
       "4     Universal Pictures|Original Film|Media Rights ...        2947   \n",
       "\n",
       "      vote_average  release_year  \n",
       "1386           7.1          2009  \n",
       "3              7.5          2015  \n",
       "5231           7.3          1997  \n",
       "0              6.5          2015  \n",
       "4              7.3          2015  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.nlargest(5,\"net_profit\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Answer to the second Question \n",
    "\n",
    "#Q: Which movie had the highest and lowest net income? \n",
    "#A: The movie with the highest net income is 'Avatar'\n",
    "And the movie with the lowest net income is 'The Warrior's Way'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 3\n",
    "\n",
    "Which movie has the lowest/ highest budget?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "filt = df['budget'] == 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "filt.dropna(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>net_profit</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>director</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3581</th>\n",
       "      <td>59296</td>\n",
       "      <td>1</td>\n",
       "      <td>1378</td>\n",
       "      <td>1377</td>\n",
       "      <td>Love, Wedding, Marriage</td>\n",
       "      <td>Mandy Moore|Kellan Lutz|Jessica Szohr|Autumn F...</td>\n",
       "      <td>Dermot Mulroney</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>120dB Films|Scion Films|Voodoo Production Serv...</td>\n",
       "      <td>55</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2618</th>\n",
       "      <td>39964</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>99</td>\n",
       "      <td>Lost &amp; Found</td>\n",
       "      <td>David Spade|Sophie Marceau|Ever Carradine|Step...</td>\n",
       "      <td>Jeff Pollack</td>\n",
       "      <td>95</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>Alcon Entertainment|Dinamo Entertainment</td>\n",
       "      <td>14</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3065</th>\n",
       "      <td>12689</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>Angus, Thongs and Perfect Snogging</td>\n",
       "      <td>Georgia Groome|Eleanor Tomlinson|Aaron Taylor-...</td>\n",
       "      <td>Gurinder Chadha</td>\n",
       "      <td>100</td>\n",
       "      <td>Comedy|Drama|Family|Romance</td>\n",
       "      <td>Paramount Pictures|Nickelodeon Movies|Stella-d...</td>\n",
       "      <td>146</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1151</th>\n",
       "      <td>287524</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>Fear Clinic</td>\n",
       "      <td>Thomas Dekker|Robert Englund|Cleopatra Coleman...</td>\n",
       "      <td>Robert Hall</td>\n",
       "      <td>95</td>\n",
       "      <td>Horror</td>\n",
       "      <td>Dry County Films|Anchor Bay Entertainment|Movi...</td>\n",
       "      <td>15</td>\n",
       "      <td>4.1</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8944</th>\n",
       "      <td>14373</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>Death Wish 2</td>\n",
       "      <td>Charles Bronson|Jill Ireland|Vincent Gardenia|...</td>\n",
       "      <td>Michael Winner</td>\n",
       "      <td>88</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>Cannon Films</td>\n",
       "      <td>27</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3765</th>\n",
       "      <td>91551</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>Death of a Superhero</td>\n",
       "      <td>Andy Serkis|Thomas Brodie-Sangster|Michael McE...</td>\n",
       "      <td>Ian Fitzgibbon</td>\n",
       "      <td>97</td>\n",
       "      <td>Animation|Drama</td>\n",
       "      <td>Bavaria Pictures|Grand Pictures|Picture Circle</td>\n",
       "      <td>30</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10050</th>\n",
       "      <td>20701</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>13</td>\n",
       "      <td>Tales from the Darkside: The Movie</td>\n",
       "      <td>Rae Dawn Chong|Christian Slater|Deborah Harry|...</td>\n",
       "      <td>John Harrison</td>\n",
       "      <td>93</td>\n",
       "      <td>Fantasy|Horror|Comedy</td>\n",
       "      <td>Paramount Pictures|Laurel Productions|Darkside...</td>\n",
       "      <td>37</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2398</th>\n",
       "      <td>39356</td>\n",
       "      <td>3</td>\n",
       "      <td>43</td>\n",
       "      <td>40</td>\n",
       "      <td>Boy</td>\n",
       "      <td>James Rolleston|Craig Hall|Taika Waititi|Te Ah...</td>\n",
       "      <td>Taika Waititi</td>\n",
       "      <td>87</td>\n",
       "      <td>Drama|Comedy</td>\n",
       "      <td>New Zealand Film Commission|Unison Films|Whenu...</td>\n",
       "      <td>26</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1313</th>\n",
       "      <td>286101</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>Des Lendemains Qui Chantent</td>\n",
       "      <td>Pio MarmaÃ¯|Laetitia Casta|Ramzy Bedia|Gaspard...</td>\n",
       "      <td>Nicolas Castro</td>\n",
       "      <td>94</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>UGC Distribution</td>\n",
       "      <td>13</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8235</th>\n",
       "      <td>25066</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>Tales from the Hood</td>\n",
       "      <td>Clarence Williams III|Corbin Bernsen|David Ala...</td>\n",
       "      <td>Rusty Cundieff</td>\n",
       "      <td>98</td>\n",
       "      <td>Horror|Thriller</td>\n",
       "      <td>Savoy Pictures</td>\n",
       "      <td>13</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3015</th>\n",
       "      <td>13752</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>-8</td>\n",
       "      <td>Max Manus</td>\n",
       "      <td>Aksel Hennie|Agnes Kittelsen|Nicolai Cleve Bro...</td>\n",
       "      <td>Joachim RÃ¸nning|Espen Sandberg</td>\n",
       "      <td>118</td>\n",
       "      <td>Drama|History|War</td>\n",
       "      <td>Det Danske Filminstitut|Filmkameratene A/S|Mis...</td>\n",
       "      <td>49</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8125</th>\n",
       "      <td>11980</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>The Prophecy</td>\n",
       "      <td>Christopher Walken|Elias Koteas|Virginia Madse...</td>\n",
       "      <td>Gregory Widen</td>\n",
       "      <td>98</td>\n",
       "      <td>Fantasy|Horror|Thriller</td>\n",
       "      <td>Dimension Films</td>\n",
       "      <td>54</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10297</th>\n",
       "      <td>9644</td>\n",
       "      <td>8</td>\n",
       "      <td>27</td>\n",
       "      <td>19</td>\n",
       "      <td>National Lampoon's Loaded Weapon 1</td>\n",
       "      <td>Emilio Estevez|Samuel L. Jackson|Jon Lovitz|Ti...</td>\n",
       "      <td>Gene Quintano</td>\n",
       "      <td>84</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>New Line Cinema</td>\n",
       "      <td>72</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5852</th>\n",
       "      <td>217708</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>Hross Ã­ oss</td>\n",
       "      <td>Ingvar Eggert SigurÃ°sson|Charlotte BÃ¸ving|St...</td>\n",
       "      <td>Benedikt Erlingsson</td>\n",
       "      <td>85</td>\n",
       "      <td>Drama|Romance|Comedy</td>\n",
       "      <td>Filmhuset Gruppen|Leiknar Myndir</td>\n",
       "      <td>11</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>208869</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>-10</td>\n",
       "      <td>Plastic</td>\n",
       "      <td>Ed Speleers|Will Poulter|Alfie Allen|Sebastian...</td>\n",
       "      <td>Julian Gilbey</td>\n",
       "      <td>102</td>\n",
       "      <td>Drama|Action|Comedy|Crime</td>\n",
       "      <td>Gateway Films</td>\n",
       "      <td>69</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>269033</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>-10</td>\n",
       "      <td>Penis Boy</td>\n",
       "      <td>Collin Blackard|Kate McLeod|Alfred Rosenblatt|...</td>\n",
       "      <td>James Healey</td>\n",
       "      <td>18</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>Island 23 Films</td>\n",
       "      <td>15</td>\n",
       "      <td>3.3</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5162</th>\n",
       "      <td>24914</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>-5</td>\n",
       "      <td>Kid's Story</td>\n",
       "      <td>Clayton Watson|Keanu Reeves|Carrie-Anne Moss|K...</td>\n",
       "      <td>Shinichiro Watanabe</td>\n",
       "      <td>15</td>\n",
       "      <td>Science Fiction|Animation</td>\n",
       "      <td>Studio 4Â°C</td>\n",
       "      <td>16</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6460</th>\n",
       "      <td>18191</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>-10</td>\n",
       "      <td>Edmond</td>\n",
       "      <td>William H. Macy|Joe Mantegna|Denise Richards|M...</td>\n",
       "      <td>Stuart Gordon</td>\n",
       "      <td>82</td>\n",
       "      <td>Drama|Thriller</td>\n",
       "      <td>First Independent Pictures</td>\n",
       "      <td>16</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10777</th>\n",
       "      <td>28932</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>F.I.S.T.</td>\n",
       "      <td>Sylvester Stallone|Rod Steiger|Peter Boyle|Mel...</td>\n",
       "      <td>Norman Jewison</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama|Action</td>\n",
       "      <td>chateau productions</td>\n",
       "      <td>13</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10316</th>\n",
       "      <td>25610</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>-12</td>\n",
       "      <td>The Tommyknockers</td>\n",
       "      <td>Jimmy Smits|Marg Helgenberger|John Ashton|Ally...</td>\n",
       "      <td>John Power</td>\n",
       "      <td>181</td>\n",
       "      <td>Horror|Science Fiction</td>\n",
       "      <td>Konigsberg/Sanitsky Company</td>\n",
       "      <td>29</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7694</th>\n",
       "      <td>14547</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>-12</td>\n",
       "      <td>Delta Farce</td>\n",
       "      <td>Larry the Cable Guy|Bill Engvall|DJ Qualls|Chr...</td>\n",
       "      <td>C.B. Harding</td>\n",
       "      <td>90</td>\n",
       "      <td>Action|Adventure|Comedy</td>\n",
       "      <td>Lions Gate Films|Shaler Entertainment Pictures...</td>\n",
       "      <td>25</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7195</th>\n",
       "      <td>34308</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>-14</td>\n",
       "      <td>Modigliani</td>\n",
       "      <td>Andy GarcÃ­a|Elsa Zylberstein|Omid Djalili|Hip...</td>\n",
       "      <td>Mick Davis</td>\n",
       "      <td>128</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>CoproducciÃ³n GB - USA - Francia - Alemania - ...</td>\n",
       "      <td>13</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5956</th>\n",
       "      <td>72359</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>-15</td>\n",
       "      <td>Peeples</td>\n",
       "      <td>Craig Robinson|Kerry Washington|David Alan Gri...</td>\n",
       "      <td>Tina Gordon Chism</td>\n",
       "      <td>95</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>34th Street Films|Homegrown Pictures</td>\n",
       "      <td>18</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5785</th>\n",
       "      <td>212769</td>\n",
       "      <td>15</td>\n",
       "      <td>122</td>\n",
       "      <td>107</td>\n",
       "      <td>Make Your Move</td>\n",
       "      <td>Derek Hough|BoA|Will Yun Lee|Izabella Miko|Mik...</td>\n",
       "      <td>Duane Adler</td>\n",
       "      <td>110</td>\n",
       "      <td>Music</td>\n",
       "      <td>CJ Entertainment</td>\n",
       "      <td>20</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4705</th>\n",
       "      <td>119193</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>-17</td>\n",
       "      <td>Ce que le jour doit Ã  la nuit</td>\n",
       "      <td>Nora Arnezeder|Fu'ad AÃ¯t Aattou|Anne Parillau...</td>\n",
       "      <td>Alexandre Arcady</td>\n",
       "      <td>182</td>\n",
       "      <td>Drama|History|Romance</td>\n",
       "      <td>Wild Bunch</td>\n",
       "      <td>29</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1141</th>\n",
       "      <td>301056</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>-18</td>\n",
       "      <td>Enchanted Kingdom</td>\n",
       "      <td>Idris Elba|Hayley Joanne Bacon|India Dale-Hill</td>\n",
       "      <td>Patrick Morris|Neil Nightingale</td>\n",
       "      <td>87</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>BBC Worldwide|Reliance BIG Entertainment|BBC E...</td>\n",
       "      <td>12</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5949</th>\n",
       "      <td>241958</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>-18</td>\n",
       "      <td>Prisoners of the Sun</td>\n",
       "      <td>John Rhys-Davies|David Charvet|Emily Holmes|Ni...</td>\n",
       "      <td>Roger Christian</td>\n",
       "      <td>85</td>\n",
       "      <td>Mystery|Action|Adventure|Horror</td>\n",
       "      <td>ME Completion|Cinemakers</td>\n",
       "      <td>11</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10236</th>\n",
       "      <td>1499</td>\n",
       "      <td>21</td>\n",
       "      <td>42</td>\n",
       "      <td>21</td>\n",
       "      <td>Teenage Mutant Ninja Turtles III</td>\n",
       "      <td>Paige Turco|Stuart Wilson|Sab Shimono|Vivian W...</td>\n",
       "      <td>Stuart Gillard</td>\n",
       "      <td>96</td>\n",
       "      <td>Action|Adventure|Comedy|Family|Fantasy</td>\n",
       "      <td>New Line Cinema|Golden Harvest Pictures|Clearw...</td>\n",
       "      <td>95</td>\n",
       "      <td>5.2</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2519</th>\n",
       "      <td>10397</td>\n",
       "      <td>25</td>\n",
       "      <td>13</td>\n",
       "      <td>-12</td>\n",
       "      <td>Angela's Ashes</td>\n",
       "      <td>Emily Watson|Robert Carlyle|Joe Breen|Michael ...</td>\n",
       "      <td>Alan Parker</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Paramount Pictures|Universal Pictures</td>\n",
       "      <td>24</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4675</th>\n",
       "      <td>63574</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>5</td>\n",
       "      <td>Joyful Noise</td>\n",
       "      <td>Queen Latifah|Dolly Parton|Keke Palmer|Kris Kr...</td>\n",
       "      <td>Todd Graff</td>\n",
       "      <td>117</td>\n",
       "      <td>Comedy|Music</td>\n",
       "      <td>Alcon Entertainment|O.N.C. Entertainment|Farre...</td>\n",
       "      <td>25</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1392</th>\n",
       "      <td>534</td>\n",
       "      <td>200000000</td>\n",
       "      <td>371353001</td>\n",
       "      <td>171353001</td>\n",
       "      <td>Terminator Salvation</td>\n",
       "      <td>Christian Bale|Sam Worthington|Anton Yelchin|M...</td>\n",
       "      <td>McG</td>\n",
       "      <td>115</td>\n",
       "      <td>Drama|Action|Thriller|Science Fiction</td>\n",
       "      <td>Columbia Pictures|The Halcyon Company|Wonderla...</td>\n",
       "      <td>1670</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2068178225</td>\n",
       "      <td>1868178225</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>Lucasfilm|Truenorth Productions|Bad Robot</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1921</th>\n",
       "      <td>12155</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1025467110</td>\n",
       "      <td>825467110</td>\n",
       "      <td>Alice in Wonderland</td>\n",
       "      <td>Mia Wasikowska|Johnny Depp|Anne Hathaway|Helen...</td>\n",
       "      <td>Tim Burton</td>\n",
       "      <td>108</td>\n",
       "      <td>Family|Fantasy|Adventure</td>\n",
       "      <td>Walt Disney Pictures|Team Todd|Tim Burton Prod...</td>\n",
       "      <td>2853</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6215</th>\n",
       "      <td>254</td>\n",
       "      <td>207000000</td>\n",
       "      <td>550000000</td>\n",
       "      <td>343000000</td>\n",
       "      <td>King Kong</td>\n",
       "      <td>Naomi Watts|Jack Black|Adrien Brody|Thomas Kre...</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>187</td>\n",
       "      <td>Adventure|Drama|Action</td>\n",
       "      <td>WingNut Films|Universal Pictures|Big Primate P...</td>\n",
       "      <td>1289</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4405</th>\n",
       "      <td>44833</td>\n",
       "      <td>209000000</td>\n",
       "      <td>303025485</td>\n",
       "      <td>94025485</td>\n",
       "      <td>Battleship</td>\n",
       "      <td>Taylor Kitsch|Alexander SkarsgÃ¥rd|Rihanna|Bro...</td>\n",
       "      <td>Peter Berg</td>\n",
       "      <td>131</td>\n",
       "      <td>Thriller|Action|Adventure|Science Fiction</td>\n",
       "      <td>Universal Pictures|Hasbro|Bluegrass Films|Film 44</td>\n",
       "      <td>1523</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>91314</td>\n",
       "      <td>210000000</td>\n",
       "      <td>245500000</td>\n",
       "      <td>35500000</td>\n",
       "      <td>Transformers: Age of Extinction</td>\n",
       "      <td>Mark Wahlberg|Stanley Tucci|Nicola Peltz|Jack ...</td>\n",
       "      <td>Michael Bay</td>\n",
       "      <td>165</td>\n",
       "      <td>Science Fiction|Action|Adventure</td>\n",
       "      <td>Paramount Pictures|Amblin Entertainment|Di Bon...</td>\n",
       "      <td>2161</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6883</th>\n",
       "      <td>36668</td>\n",
       "      <td>210000000</td>\n",
       "      <td>234360014</td>\n",
       "      <td>24360014</td>\n",
       "      <td>X-Men: The Last Stand</td>\n",
       "      <td>Hugh Jackman|Halle Berry|Ian McKellen|Patrick ...</td>\n",
       "      <td>Brett Ratner</td>\n",
       "      <td>104</td>\n",
       "      <td>Adventure|Action|Science Fiction|Thriller</td>\n",
       "      <td>20th Century Fox</td>\n",
       "      <td>2381</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4370</th>\n",
       "      <td>1930</td>\n",
       "      <td>215000000</td>\n",
       "      <td>752215857</td>\n",
       "      <td>537215857</td>\n",
       "      <td>The Amazing Spider-Man</td>\n",
       "      <td>Andrew Garfield|Emma Stone|Rhys Ifans|Denis Le...</td>\n",
       "      <td>Marc Webb</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>Columbia Pictures|Laura Ziskin Productions|Mar...</td>\n",
       "      <td>4837</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4361</th>\n",
       "      <td>24428</td>\n",
       "      <td>220000000</td>\n",
       "      <td>1519557910</td>\n",
       "      <td>1299557910</td>\n",
       "      <td>The Avengers</td>\n",
       "      <td>Robert Downey Jr.|Chris Evans|Mark Ruffalo|Chr...</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>143</td>\n",
       "      <td>Science Fiction|Action|Adventure</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>8903</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2902</th>\n",
       "      <td>2454</td>\n",
       "      <td>225000000</td>\n",
       "      <td>419651413</td>\n",
       "      <td>194651413</td>\n",
       "      <td>The Chronicles of Narnia: Prince Caspian</td>\n",
       "      <td>Ben Barnes|William Moseley|Anna Popplewell|Ska...</td>\n",
       "      <td>Andrew Adamson</td>\n",
       "      <td>150</td>\n",
       "      <td>Adventure|Family|Fantasy</td>\n",
       "      <td>Walt Disney|Walden Media|Stillking Films|Ozumi...</td>\n",
       "      <td>891</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5432</th>\n",
       "      <td>49521</td>\n",
       "      <td>225000000</td>\n",
       "      <td>662845518</td>\n",
       "      <td>437845518</td>\n",
       "      <td>Man of Steel</td>\n",
       "      <td>Henry Cavill|Amy Adams|Michael Shannon|Diane L...</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>143</td>\n",
       "      <td>Action|Adventure|Fantasy|Science Fiction</td>\n",
       "      <td>Legendary Pictures|Warner Bros.|DC Entertainme...</td>\n",
       "      <td>4729</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4381</th>\n",
       "      <td>41154</td>\n",
       "      <td>225000000</td>\n",
       "      <td>624026776</td>\n",
       "      <td>399026776</td>\n",
       "      <td>Men in Black 3</td>\n",
       "      <td>Will Smith|Tommy Lee Jones|Josh Brolin|Michael...</td>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>106</td>\n",
       "      <td>Action|Comedy|Science Fiction</td>\n",
       "      <td>Amblin Entertainment|Media Magik Entertainment...</td>\n",
       "      <td>3142</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1386</th>\n",
       "      <td>19995</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2781505847</td>\n",
       "      <td>2544505847</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>Sam Worthington|Zoe Saldana|Sigourney Weaver|S...</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>162</td>\n",
       "      <td>Action|Adventure|Fantasy|Science Fiction</td>\n",
       "      <td>Ingenious Film Partners|Twentieth Century Fox ...</td>\n",
       "      <td>8458</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>206647</td>\n",
       "      <td>245000000</td>\n",
       "      <td>880674609</td>\n",
       "      <td>635674609</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>Daniel Craig|Christoph Waltz|LÃ©a Seydoux|Ralp...</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>148</td>\n",
       "      <td>Action|Adventure|Crime</td>\n",
       "      <td>Columbia Pictures|Danjaq|B24</td>\n",
       "      <td>3254</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5431</th>\n",
       "      <td>57158</td>\n",
       "      <td>250000000</td>\n",
       "      <td>958400000</td>\n",
       "      <td>708400000</td>\n",
       "      <td>The Hobbit: The Desolation of Smaug</td>\n",
       "      <td>Martin Freeman|Ian McKellen|Richard Armitage|K...</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>161</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>WingNut Films|New Line Cinema|Metro-Goldwyn-Ma...</td>\n",
       "      <td>2952</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1389</th>\n",
       "      <td>767</td>\n",
       "      <td>250000000</td>\n",
       "      <td>933959197</td>\n",
       "      <td>683959197</td>\n",
       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
       "      <td>Daniel Radcliffe|Rupert Grint|Emma Watson|Tom ...</td>\n",
       "      <td>David Yates</td>\n",
       "      <td>153</td>\n",
       "      <td>Adventure|Fantasy|Family</td>\n",
       "      <td>Warner Bros.|Heyday Films</td>\n",
       "      <td>3220</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1923</th>\n",
       "      <td>12444</td>\n",
       "      <td>250000000</td>\n",
       "      <td>954305868</td>\n",
       "      <td>704305868</td>\n",
       "      <td>Harry Potter and the Deathly Hallows: Part 1</td>\n",
       "      <td>Daniel Radcliffe|Emma Watson|Rupert Grint|Ralp...</td>\n",
       "      <td>David Yates</td>\n",
       "      <td>146</td>\n",
       "      <td>Adventure|Fantasy|Family</td>\n",
       "      <td>Warner Bros.|Heyday Films</td>\n",
       "      <td>3467</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4363</th>\n",
       "      <td>49026</td>\n",
       "      <td>250000000</td>\n",
       "      <td>1081041287</td>\n",
       "      <td>831041287</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Christian Bale|Michael Caine|Gary Oldman|Anne ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>165</td>\n",
       "      <td>Action|Crime|Drama|Thriller</td>\n",
       "      <td>Legendary Pictures|Warner Bros.|DC Entertainme...</td>\n",
       "      <td>6723</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4367</th>\n",
       "      <td>49051</td>\n",
       "      <td>250000000</td>\n",
       "      <td>1017003568</td>\n",
       "      <td>767003568</td>\n",
       "      <td>The Hobbit: An Unexpected Journey</td>\n",
       "      <td>Ian McKellen|Martin Freeman|Richard Armitage|A...</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>169</td>\n",
       "      <td>Adventure|Fantasy|Action</td>\n",
       "      <td>WingNut Films|New Line Cinema|Metro-Goldwyn-Ma...</td>\n",
       "      <td>6417</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>122917</td>\n",
       "      <td>250000000</td>\n",
       "      <td>955119788</td>\n",
       "      <td>705119788</td>\n",
       "      <td>The Hobbit: The Battle of the Five Armies</td>\n",
       "      <td>Martin Freeman|Ian McKellen|Richard Armitage|K...</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>144</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>WingNut Films|New Line Cinema|3Foot7|Metro-Gol...</td>\n",
       "      <td>3110</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>127585</td>\n",
       "      <td>250000000</td>\n",
       "      <td>746000000</td>\n",
       "      <td>496000000</td>\n",
       "      <td>X-Men: Days of Future Past</td>\n",
       "      <td>Hugh Jackman|James McAvoy|Patrick Stewart|Mich...</td>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>131</td>\n",
       "      <td>Action|Adventure|Fantasy|Science Fiction</td>\n",
       "      <td>Twentieth Century Fox Film Corporation|Donners...</td>\n",
       "      <td>4006</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5508</th>\n",
       "      <td>57201</td>\n",
       "      <td>255000000</td>\n",
       "      <td>89289910</td>\n",
       "      <td>-165710090</td>\n",
       "      <td>The Lone Ranger</td>\n",
       "      <td>Johnny Depp|Armie Hammer|William Fichtner|Hele...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>149</td>\n",
       "      <td>Action|Adventure|Western</td>\n",
       "      <td>Walt Disney Pictures|Jerry Bruckheimer Films|I...</td>\n",
       "      <td>1607</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7394</th>\n",
       "      <td>559</td>\n",
       "      <td>258000000</td>\n",
       "      <td>890871626</td>\n",
       "      <td>632871626</td>\n",
       "      <td>Spider-Man 3</td>\n",
       "      <td>Tobey Maguire|Kirsten Dunst|James Franco|Thoma...</td>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>139</td>\n",
       "      <td>Fantasy|Action|Adventure</td>\n",
       "      <td>Columbia Pictures|Laura Ziskin Productions|Mar...</td>\n",
       "      <td>2083</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4411</th>\n",
       "      <td>49529</td>\n",
       "      <td>260000000</td>\n",
       "      <td>284139100</td>\n",
       "      <td>24139100</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>Taylor Kitsch|Lynn Collins|Mark Strong|Willem ...</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>132</td>\n",
       "      <td>Action|Adventure|Fantasy|Science Fiction</td>\n",
       "      <td>Walt Disney Pictures</td>\n",
       "      <td>1479</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1929</th>\n",
       "      <td>38757</td>\n",
       "      <td>260000000</td>\n",
       "      <td>591794936</td>\n",
       "      <td>331794936</td>\n",
       "      <td>Tangled</td>\n",
       "      <td>Zachary Levi|Mandy Moore|Donna Murphy|Ron Perl...</td>\n",
       "      <td>Nathan Greno|Byron Howard</td>\n",
       "      <td>100</td>\n",
       "      <td>Animation|Family</td>\n",
       "      <td>Walt Disney Pictures|Walt Disney Animation Stu...</td>\n",
       "      <td>2019</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6570</th>\n",
       "      <td>1452</td>\n",
       "      <td>270000000</td>\n",
       "      <td>391081192</td>\n",
       "      <td>121081192</td>\n",
       "      <td>Superman Returns</td>\n",
       "      <td>Brandon Routh|Kevin Spacey|Kate Bosworth|James...</td>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>154</td>\n",
       "      <td>Adventure|Fantasy|Action|Science Fiction</td>\n",
       "      <td>DC Comics|Legendary Pictures|Warner Bros.|Bad ...</td>\n",
       "      <td>834</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>99861</td>\n",
       "      <td>280000000</td>\n",
       "      <td>1405035767</td>\n",
       "      <td>1125035767</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>Robert Downey Jr.|Chris Hemsworth|Mark Ruffalo...</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>141</td>\n",
       "      <td>Action|Adventure|Science Fiction</td>\n",
       "      <td>Marvel Studios|Prime Focus|Revolution Sun Studios</td>\n",
       "      <td>4304</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7387</th>\n",
       "      <td>285</td>\n",
       "      <td>300000000</td>\n",
       "      <td>961000000</td>\n",
       "      <td>661000000</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Johnny Depp|Orlando Bloom|Keira Knightley|Geof...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>169</td>\n",
       "      <td>Adventure|Fantasy|Action</td>\n",
       "      <td>Walt Disney Pictures|Jerry Bruckheimer Films|S...</td>\n",
       "      <td>2626</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3375</th>\n",
       "      <td>1865</td>\n",
       "      <td>380000000</td>\n",
       "      <td>1021683000</td>\n",
       "      <td>641683000</td>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>Johnny Depp|PenÃ©lope Cruz|Geoffrey Rush|Ian M...</td>\n",
       "      <td>Rob Marshall</td>\n",
       "      <td>136</td>\n",
       "      <td>Adventure|Action|Fantasy</td>\n",
       "      <td>Walt Disney Pictures|Jerry Bruckheimer Films|M...</td>\n",
       "      <td>3180</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2244</th>\n",
       "      <td>46528</td>\n",
       "      <td>425000000</td>\n",
       "      <td>11087569</td>\n",
       "      <td>-413912431</td>\n",
       "      <td>The Warrior's Way</td>\n",
       "      <td>Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...</td>\n",
       "      <td>Sngmoo Lee</td>\n",
       "      <td>100</td>\n",
       "      <td>Adventure|Fantasy|Action|Western|Thriller</td>\n",
       "      <td>Boram Entertainment Inc.</td>\n",
       "      <td>74</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5022 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id     budget     revenue  net_profit  \\\n",
       "3581   59296          1        1378        1377   \n",
       "2618   39964          1         100          99   \n",
       "3065   12689          1           0          -1   \n",
       "1151  287524          1           0          -1   \n",
       "8944   14373          2          16          14   \n",
       "...      ...        ...         ...         ...   \n",
       "6570    1452  270000000   391081192   121081192   \n",
       "14     99861  280000000  1405035767  1125035767   \n",
       "7387     285  300000000   961000000   661000000   \n",
       "3375    1865  380000000  1021683000   641683000   \n",
       "2244   46528  425000000    11087569  -413912431   \n",
       "\n",
       "                                   original_title  \\\n",
       "3581                      Love, Wedding, Marriage   \n",
       "2618                                 Lost & Found   \n",
       "3065           Angus, Thongs and Perfect Snogging   \n",
       "1151                                  Fear Clinic   \n",
       "8944                                 Death Wish 2   \n",
       "...                                           ...   \n",
       "6570                             Superman Returns   \n",
       "14                        Avengers: Age of Ultron   \n",
       "7387     Pirates of the Caribbean: At World's End   \n",
       "3375  Pirates of the Caribbean: On Stranger Tides   \n",
       "2244                            The Warrior's Way   \n",
       "\n",
       "                                                   cast         director  \\\n",
       "3581  Mandy Moore|Kellan Lutz|Jessica Szohr|Autumn F...  Dermot Mulroney   \n",
       "2618  David Spade|Sophie Marceau|Ever Carradine|Step...     Jeff Pollack   \n",
       "3065  Georgia Groome|Eleanor Tomlinson|Aaron Taylor-...  Gurinder Chadha   \n",
       "1151  Thomas Dekker|Robert Englund|Cleopatra Coleman...      Robert Hall   \n",
       "8944  Charles Bronson|Jill Ireland|Vincent Gardenia|...   Michael Winner   \n",
       "...                                                 ...              ...   \n",
       "6570  Brandon Routh|Kevin Spacey|Kate Bosworth|James...     Bryan Singer   \n",
       "14    Robert Downey Jr.|Chris Hemsworth|Mark Ruffalo...      Joss Whedon   \n",
       "7387  Johnny Depp|Orlando Bloom|Keira Knightley|Geof...   Gore Verbinski   \n",
       "3375  Johnny Depp|PenÃ©lope Cruz|Geoffrey Rush|Ian M...     Rob Marshall   \n",
       "2244  Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...       Sngmoo Lee   \n",
       "\n",
       "      runtime                                     genres  \\\n",
       "3581       90                             Comedy|Romance   \n",
       "2618       95                             Comedy|Romance   \n",
       "3065      100                Comedy|Drama|Family|Romance   \n",
       "1151       95                                     Horror   \n",
       "8944       88                      Action|Crime|Thriller   \n",
       "...       ...                                        ...   \n",
       "6570      154   Adventure|Fantasy|Action|Science Fiction   \n",
       "14        141           Action|Adventure|Science Fiction   \n",
       "7387      169                   Adventure|Fantasy|Action   \n",
       "3375      136                   Adventure|Action|Fantasy   \n",
       "2244      100  Adventure|Fantasy|Action|Western|Thriller   \n",
       "\n",
       "                                   production_companies  vote_count  \\\n",
       "3581  120dB Films|Scion Films|Voodoo Production Serv...          55   \n",
       "2618           Alcon Entertainment|Dinamo Entertainment          14   \n",
       "3065  Paramount Pictures|Nickelodeon Movies|Stella-d...         146   \n",
       "1151  Dry County Films|Anchor Bay Entertainment|Movi...          15   \n",
       "8944                                       Cannon Films          27   \n",
       "...                                                 ...         ...   \n",
       "6570  DC Comics|Legendary Pictures|Warner Bros.|Bad ...         834   \n",
       "14    Marvel Studios|Prime Focus|Revolution Sun Studios        4304   \n",
       "7387  Walt Disney Pictures|Jerry Bruckheimer Films|S...        2626   \n",
       "3375  Walt Disney Pictures|Jerry Bruckheimer Films|M...        3180   \n",
       "2244                           Boram Entertainment Inc.          74   \n",
       "\n",
       "      vote_average  release_year  \n",
       "3581           5.3          2011  \n",
       "2618           4.8          1999  \n",
       "3065           6.5          2008  \n",
       "1151           4.1          2014  \n",
       "8944           5.6          1982  \n",
       "...            ...           ...  \n",
       "6570           5.3          2006  \n",
       "14             7.4          2015  \n",
       "7387           6.8          2007  \n",
       "3375           6.3          2011  \n",
       "2244           6.4          2010  \n",
       "\n",
       "[5022 rows x 13 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[~filt].sort_values(\"budget\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>budget</th>\n",
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       "      <th>2244</th>\n",
       "      <td>46528</td>\n",
       "      <td>425000000</td>\n",
       "      <td>11087569</td>\n",
       "      <td>-413912431</td>\n",
       "      <td>The Warrior's Way</td>\n",
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       "      <th>3375</th>\n",
       "      <td>1865</td>\n",
       "      <td>380000000</td>\n",
       "      <td>1021683000</td>\n",
       "      <td>641683000</td>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>Johnny Depp|PenÃ©lope Cruz|Geoffrey Rush|Ian M...</td>\n",
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       "      <td>136</td>\n",
       "      <td>Adventure|Action|Fantasy</td>\n",
       "      <td>Walt Disney Pictures|Jerry Bruckheimer Films|M...</td>\n",
       "      <td>3180</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7387</th>\n",
       "      <td>285</td>\n",
       "      <td>300000000</td>\n",
       "      <td>961000000</td>\n",
       "      <td>661000000</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Johnny Depp|Orlando Bloom|Keira Knightley|Geof...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>169</td>\n",
       "      <td>Adventure|Fantasy|Action</td>\n",
       "      <td>Walt Disney Pictures|Jerry Bruckheimer Films|S...</td>\n",
       "      <td>2626</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>99861</td>\n",
       "      <td>280000000</td>\n",
       "      <td>1405035767</td>\n",
       "      <td>1125035767</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>Robert Downey Jr.|Chris Hemsworth|Mark Ruffalo...</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>141</td>\n",
       "      <td>Action|Adventure|Science Fiction</td>\n",
       "      <td>Marvel Studios|Prime Focus|Revolution Sun Studios</td>\n",
       "      <td>4304</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6570</th>\n",
       "      <td>1452</td>\n",
       "      <td>270000000</td>\n",
       "      <td>391081192</td>\n",
       "      <td>121081192</td>\n",
       "      <td>Superman Returns</td>\n",
       "      <td>Brandon Routh|Kevin Spacey|Kate Bosworth|James...</td>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>154</td>\n",
       "      <td>Adventure|Fantasy|Action|Science Fiction</td>\n",
       "      <td>DC Comics|Legendary Pictures|Warner Bros.|Bad ...</td>\n",
       "      <td>834</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id     budget     revenue  net_profit  \\\n",
       "2244  46528  425000000    11087569  -413912431   \n",
       "3375   1865  380000000  1021683000   641683000   \n",
       "7387    285  300000000   961000000   661000000   \n",
       "14    99861  280000000  1405035767  1125035767   \n",
       "6570   1452  270000000   391081192   121081192   \n",
       "\n",
       "                                   original_title  \\\n",
       "2244                            The Warrior's Way   \n",
       "3375  Pirates of the Caribbean: On Stranger Tides   \n",
       "7387     Pirates of the Caribbean: At World's End   \n",
       "14                        Avengers: Age of Ultron   \n",
       "6570                             Superman Returns   \n",
       "\n",
       "                                                   cast        director  \\\n",
       "2244  Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...      Sngmoo Lee   \n",
       "3375  Johnny Depp|PenÃ©lope Cruz|Geoffrey Rush|Ian M...    Rob Marshall   \n",
       "7387  Johnny Depp|Orlando Bloom|Keira Knightley|Geof...  Gore Verbinski   \n",
       "14    Robert Downey Jr.|Chris Hemsworth|Mark Ruffalo...     Joss Whedon   \n",
       "6570  Brandon Routh|Kevin Spacey|Kate Bosworth|James...    Bryan Singer   \n",
       "\n",
       "      runtime                                     genres  \\\n",
       "2244      100  Adventure|Fantasy|Action|Western|Thriller   \n",
       "3375      136                   Adventure|Action|Fantasy   \n",
       "7387      169                   Adventure|Fantasy|Action   \n",
       "14        141           Action|Adventure|Science Fiction   \n",
       "6570      154   Adventure|Fantasy|Action|Science Fiction   \n",
       "\n",
       "                                   production_companies  vote_count  \\\n",
       "2244                           Boram Entertainment Inc.          74   \n",
       "3375  Walt Disney Pictures|Jerry Bruckheimer Films|M...        3180   \n",
       "7387  Walt Disney Pictures|Jerry Bruckheimer Films|S...        2626   \n",
       "14    Marvel Studios|Prime Focus|Revolution Sun Studios        4304   \n",
       "6570  DC Comics|Legendary Pictures|Warner Bros.|Bad ...         834   \n",
       "\n",
       "      vote_average  release_year  \n",
       "2244           6.4          2010  \n",
       "3375           6.3          2011  \n",
       "7387           6.8          2007  \n",
       "14             7.4          2015  \n",
       "6570           5.3          2006  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.nlargest(5,\"budget\") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Answer to the third Question \n",
    "\n",
    "#Q: Which movie has the lowest/ highest budget?\n",
    "#A: The movie with the highest budget is 'The Warrior's Way'. The movie with the lowest budget is 'Love, Wedding, Marriage'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 4\n",
    "\n",
    "What is the most used genres?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Genres column is not sepreated, so it needs to be filtered first so that i can count the most used genres in movies.\n",
    "genres = df[\"genres\"].str.split(\"|\", expand=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>None</td>\n",
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       "      <th>1</th>\n",
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       "      <th>3</th>\n",
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       "      <td>Fantasy</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Action</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           0                1                2         3     4\n",
       "0     Action        Adventure  Science Fiction  Thriller  None\n",
       "1     Action        Adventure  Science Fiction  Thriller  None\n",
       "2  Adventure  Science Fiction         Thriller      None  None\n",
       "3     Action        Adventure  Science Fiction   Fantasy  None\n",
       "4     Action            Crime         Thriller      None  None"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#From the pervious code, columns head are not clear, so i will rename it so that i can use it.\n",
    "genres.rename(columns = {0:\"Column\",1:\"Column1\",2:\"Column2\",3:\"Column3\",4:\"Column4\"}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>Thriller</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Fantasy</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Action</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Column          Column1          Column2   Column3 Column4\n",
       "0     Action        Adventure  Science Fiction  Thriller    None\n",
       "1     Action        Adventure  Science Fiction  Thriller    None\n",
       "2  Adventure  Science Fiction         Thriller      None    None\n",
       "3     Action        Adventure  Science Fiction   Fantasy    None\n",
       "4     Action            Crime         Thriller      None    None"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "genres.dropna(inplace = True) #Will make sure to remove all the null values from the DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "split_genres = df['genres'].str.split('|', expand=True).unstack().value_counts() \n",
    "#I used the unstack here so that i can unstack the genres from row to column, and used value_counts so that i can have a number for each genre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Drama              4363\n",
       "Comedy             3429\n",
       "Thriller           2746\n",
       "Action             2235\n",
       "Romance            1568\n",
       "Horror             1522\n",
       "Adventure          1383\n",
       "Crime              1300\n",
       "Science Fiction    1136\n",
       "Family             1094\n",
       "Fantasy             839\n",
       "Mystery             773\n",
       "Animation           617\n",
       "Music               338\n",
       "Documentary         315\n",
       "History             306\n",
       "War                 258\n",
       "Western             160\n",
       "TV Movie            130\n",
       "Foreign             120\n",
       "dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "split_genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd174cfdf98>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot bar for the most used genres\n",
    "\n",
    "#giving the figure size(width, height)\n",
    "plt.figure(figsize=(30,30))\n",
    "\n",
    "#Name the graph title\n",
    "plt.title('Most used genres', fontsize=25)\n",
    "\n",
    "#Rename x-axis & y-axis \n",
    "plt.xlabel('Genres type', fontsize = 20)\n",
    "plt.ylabel('No.of genres in the Dataset', fontsize=22)\n",
    "\n",
    "\n",
    "#giving a bar plot\n",
    "split_genres.plot.bar(color = 'skyblue', fontsize = 20)\n",
    "\n",
    "#Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "#From the bar chart before it is clear that the most used genres in movies is Drama"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Answer to the forth Question \n",
    "\n",
    "#Q: What is the most used genres?\n",
    "#A: the most used genres is 'Drama'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 5\n",
    "\n",
    "Who is The leading actor Who've appeared in most movies?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cast column is not sepreated, so it needs to be filtered first so that i can count the most used genres in movies.\n",
    "cast = df[\"cast\"].str.split(\"|\", expand=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Chris Pratt</td>\n",
       "      <td>Bryce Dallas Howard</td>\n",
       "      <td>Irrfan Khan</td>\n",
       "      <td>Vincent D'Onofrio</td>\n",
       "      <td>Nick Robinson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>Charlize Theron</td>\n",
       "      <td>Hugh Keays-Byrne</td>\n",
       "      <td>Nicholas Hoult</td>\n",
       "      <td>Josh Helman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Shailene Woodley</td>\n",
       "      <td>Theo James</td>\n",
       "      <td>Kate Winslet</td>\n",
       "      <td>Ansel Elgort</td>\n",
       "      <td>Miles Teller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Harrison Ford</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>Carrie Fisher</td>\n",
       "      <td>Adam Driver</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Vin Diesel</td>\n",
       "      <td>Paul Walker</td>\n",
       "      <td>Jason Statham</td>\n",
       "      <td>Michelle Rodriguez</td>\n",
       "      <td>Dwayne Johnson</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  0                    1                 2  \\\n",
       "0       Chris Pratt  Bryce Dallas Howard       Irrfan Khan   \n",
       "1         Tom Hardy      Charlize Theron  Hugh Keays-Byrne   \n",
       "2  Shailene Woodley           Theo James      Kate Winslet   \n",
       "3     Harrison Ford          Mark Hamill     Carrie Fisher   \n",
       "4        Vin Diesel          Paul Walker     Jason Statham   \n",
       "\n",
       "                    3               4  \n",
       "0   Vincent D'Onofrio   Nick Robinson  \n",
       "1      Nicholas Hoult     Josh Helman  \n",
       "2        Ansel Elgort    Miles Teller  \n",
       "3         Adam Driver    Daisy Ridley  \n",
       "4  Michelle Rodriguez  Dwayne Johnson  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#From the pervious code, columns head names are not clear, so i will rename it so that i can use it.\n",
    "cast.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "cast.dropna(inplace = True) #Will make sure to remove all the null values from the DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "#From the pervious code, columns head are not clear, so i will rename it so that i can use it.\n",
    "cast.rename(columns = {0:\"Column\",1:\"Column1\",2:\"Column2\",3:\"Column3\",4:\"Column4\"}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#I used the unstack here so that i can unstack the cast from row to column, and used value_counts so that i can have a number for each genre\n",
    "split_cast = df['cast'].str.split('|', expand=True).unstack().value_counts() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Robert De Niro       72\n",
       "Samuel L. Jackson    70\n",
       "Bruce Willis         62\n",
       "Nicolas Cage         61\n",
       "Michael Caine        52\n",
       "dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "split_cast.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd1743ad470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Will use the pie chart for the top ten actors\n",
    "\n",
    "Top_five_actors = split_cast.head(5).values\n",
    "Actors_names = split_cast.head(5).index\n",
    "separate = [0.3, 0, 0, 0, 0] # explode only the 1st slice (''Robert De Niro')\n",
    "\n",
    "#Plotting\n",
    "#Shadow and autopct are added to make the chart clear and to add info inside the chat itself\n",
    "plt.pie(Top_five_actors, labels = Actors_names, explode = separate, shadow = True, autopct='%.2f%%')\n",
    "plt.axis('equal')  # Will use Equal as it ensures that pie is drawn as a circle.\n",
    "\n",
    "#Show the plot\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "#From the data above The leading actor Who've appeared in most movies is 'Robert De Niro'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Answer to the fifth Question \n",
    "\n",
    "#Q: Who is The leading actor Who've appeared in most movies?\n",
    "#A: the most leading actor is 'Robert De Niro'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 6\n",
    "\n",
    "Which director has the highest net-income movie and vote average?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# I used group by to know the director with the highest net income.\n",
    "# and i used the aggreagte function after group by to connect the director name with the net income and vote average. \n",
    "Top_director = df.groupby(\"director\", sort=False, group_keys=True).agg({\"net_profit\":\"sum\",\"vote_average\":\"mean\"}).sort_values(by=\"net_profit\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>net_profit</th>\n",
       "      <th>vote_average</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Steven Spielberg</th>\n",
       "      <td>7428613772</td>\n",
       "      <td>6.824138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peter Jackson</th>\n",
       "      <td>5196468949</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James Cameron</th>\n",
       "      <td>5081849077</td>\n",
       "      <td>6.844444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michael Bay</th>\n",
       "      <td>3557208171</td>\n",
       "      <td>6.327273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>David Yates</th>\n",
       "      <td>3379295625</td>\n",
       "      <td>7.400000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  net_profit  vote_average\n",
       "director                                  \n",
       "Steven Spielberg  7428613772      6.824138\n",
       "Peter Jackson     5196468949      7.000000\n",
       "James Cameron     5081849077      6.844444\n",
       "Michael Bay       3557208171      6.327273\n",
       "David Yates       3379295625      7.400000"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Top_director.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd1743ad898>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot for director with the highest vote_average\n",
    "Top_director.head()[\"vote_average\"].plot.barh(color = 'skyblue', fontsize = 15)\n",
    "\n",
    "#Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd174d64748>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot for director with the highest vote_average\n",
    "Top_director.head()[\"net_profit\"].plot.barh(color = 'red', fontsize = 15)\n",
    "\n",
    "#Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Answer to the sixth Question \n",
    "\n",
    "#Q:Which director has the highest net-income movie and vote average?\n",
    "#A: the director who has the highest net-income movie and vote average is 'Steven Spielberg'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conclusions'></a>\n",
    "## Conclusions\n",
    "\n",
    "The data set is very rich with info. And from this data we can understand the movie industry back at the time.\n",
    "We can understand which genre is most used during that time, and from the data we can understand that Darma is the most used genre. Also the data can tell us the leading actors at that time, which was no surprise was Robert De Niro, i believe he is very famous and can act in many roles. Also data showed us movies with lowest and highest budget and they were 'The Warrior's Way' with highest budget and The movie with the lowest budget was 'Love, Wedding, Marriage'.\n",
    "\n",
    "Also data told us the highest income movie which were 'Avatar' The movie with the highest net income is\n",
    "And the movie with the lowest net income is 'The Warrior's Way, kowing that both are Action movies not Drama.\n",
    "\n",
    "Also data showed us that in movie industry, production companies can produce a movie with a runtime euqal to 900 mins which equals to 15 hours of runtime. I believe it takes a very patient fan to watch this movie \"The Story of Film: An Odyssey\"\n",
    "\n",
    "\n",
    "Limitations I faced is that the dataset contains null and zero values in many columns, which made my filter and cleaning hard on me. Also it was clear that the data provided is out dated, which feels like you are dealing with old data and you can not relate to it that much.\n",
    "\n",
    "## Submitting your Project \n",
    "\n",
    "> **Tip**: Before you submit your project, you need to create a .html or .pdf version of this notebook in the workspace here. To do that, run the code cell below. If it worked correctly, you should get a return code of 0, and you should see the generated .html file in the workspace directory (click on the orange Jupyter icon in the upper left).\n",
    "\n",
    "> **Tip**: Alternatively, you can download this report as .html via the **File** > **Download as** submenu, and then manually upload it into the workspace directory by clicking on the orange Jupyter icon in the upper left, then using the Upload button.\n",
    "\n",
    "> **Tip**: Once you've done this, you can submit your project by clicking on the \"Submit Project\" button in the lower right here. This will create and submit a zip file with this .ipynb doc and the .html or .pdf version you created. Congratulations!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from subprocess import call\n",
    "call(['python', '-m', 'nbconvert', 'Investigate_a_Dataset.ipynb'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}