Investigate_a_Dataset.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project: Tmdb Movies Data Analysis\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",
    "<ul>\n",
    "<li>This is the Tmdb Movies Data Analysis, It contains:id, movie title, revenue, popularity, etc.</li>\n",
    "<li>It's 10866 Rowx x 21 Columns</li>\n",
    "</ul>\n",
    "<li>Explored Research Questions:</li>\n",
    "<li>1- The Relation Between Budget and Revenue</li>\n",
    "<li>2- Top 10 movies by budget</li>\n",
    "<li>3- Top 10 movies by Profit</li>\n",
    "<li>4- The Relation Between Popularity and Revenue</li>\n",
    "<li>5- The Relation Between Popularity and Profit</li>\n",
    "<li>6- Top 10 Movies by Rating</li>\n",
    "<li>7- Average Genres Revenue</li>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use this cell to set up import statements for all of the packages that you\n",
    "#   plan to use.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "% matplotlib inline\n",
    "# Remember to include a 'magic word' so that your visualizations are plotted\n",
    "#   inline with the notebook. See this page for more:\n",
    "#   http://ipython.readthedocs.io/en/stable/interactive/magics.html\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='wrangling'></a>\n",
    "## Data Wrangling\n",
    "\n",
    "\n",
    "\n",
    "### General Properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\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>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": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load your data and print out a few lines. Perform operations to inspect data\n",
    "#   types and look for instances of missing or possibly errant data.\n",
    "df = pd.read_csv('tmdb-movies.csv')\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "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": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "### Data Cleaning "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "# After discussing the structure of the data and any problems that need to be\n",
    "#   cleaned, perform those cleaning steps in the second part of this section.\n",
    "df.drop(['imdb_id', 'homepage', 'tagline', 'budget_adj', 'revenue_adj', 'overview', 'keywords', 'production_companies'],axis = 1 ,inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "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>popularity</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>release_date</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>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>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>6/9/15</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>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>George Miller</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>5/13/15</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>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>Robert Schwentke</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>3/18/15</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>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>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>12/15/15</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>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>James Wan</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>4/1/15</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  popularity     budget     revenue                original_title  \\\n",
       "0  135397   32.985763  150000000  1513528810                Jurassic World   \n",
       "1   76341   28.419936  150000000   378436354            Mad Max: Fury Road   \n",
       "2  262500   13.112507  110000000   295238201                     Insurgent   \n",
       "3  140607   11.173104  200000000  2068178225  Star Wars: The Force Awakens   \n",
       "4  168259    9.335014  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 release_date  \\\n",
       "0      124  Action|Adventure|Science Fiction|Thriller       6/9/15   \n",
       "1      120  Action|Adventure|Science Fiction|Thriller      5/13/15   \n",
       "2      119         Adventure|Science Fiction|Thriller      3/18/15   \n",
       "3      136   Action|Adventure|Science Fiction|Fantasy     12/15/15   \n",
       "4      137                      Action|Crime|Thriller       4/1/15   \n",
       "\n",
       "   vote_count  vote_average  release_year  \n",
       "0        5562           6.5          2015  \n",
       "1        6185           7.1          2015  \n",
       "2        2480           6.3          2015  \n",
       "3        5292           7.5          2015  \n",
       "4        2947           7.3          2015  "
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                 0\n",
       "popularity         0\n",
       "budget             0\n",
       "revenue            0\n",
       "original_title     0\n",
       "cast              76\n",
       "director          44\n",
       "runtime            0\n",
       "genres            23\n",
       "release_date       0\n",
       "vote_count         0\n",
       "vote_average       0\n",
       "release_year       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Missing Values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                0\n",
       "popularity        0\n",
       "budget            0\n",
       "revenue           0\n",
       "original_title    0\n",
       "cast              0\n",
       "director          0\n",
       "runtime           0\n",
       "genres            0\n",
       "release_date      0\n",
       "vote_count        0\n",
       "vote_average      0\n",
       "release_year      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drop missing values\n",
    "tmdb_df = df.dropna()\n",
    "tmdb_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check duplicate values\n",
    "tmdb_df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "#drop duplicte values\n",
    "tmdb_df.drop_duplicates(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmdb_df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 10731 entries, 0 to 10865\n",
      "Data columns (total 13 columns):\n",
      "id                10731 non-null int64\n",
      "popularity        10731 non-null float64\n",
      "budget            10731 non-null int64\n",
      "revenue           10731 non-null int64\n",
      "original_title    10731 non-null object\n",
      "cast              10731 non-null object\n",
      "director          10731 non-null object\n",
      "runtime           10731 non-null int64\n",
      "genres            10731 non-null object\n",
      "release_date      10731 non-null object\n",
      "vote_count        10731 non-null int64\n",
      "vote_average      10731 non-null float64\n",
      "release_year      10731 non-null int64\n",
      "dtypes: float64(2), int64(6), object(5)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "tmdb_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "#change dtype\n",
    "tmdb_df['release_date'] = pd.to_datetime(tmdb_df['release_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 10731 entries, 0 to 10865\n",
      "Data columns (total 13 columns):\n",
      "id                10731 non-null int64\n",
      "popularity        10731 non-null float64\n",
      "budget            10731 non-null int64\n",
      "revenue           10731 non-null int64\n",
      "original_title    10731 non-null object\n",
      "cast              10731 non-null object\n",
      "director          10731 non-null object\n",
      "runtime           10731 non-null int64\n",
      "genres            10731 non-null object\n",
      "release_date      10731 non-null datetime64[ns]\n",
      "vote_count        10731 non-null int64\n",
      "vote_average      10731 non-null float64\n",
      "release_year      10731 non-null int64\n",
      "dtypes: datetime64[ns](1), float64(2), int64(6), object(4)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "tmdb_df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='eda'></a>\n",
    "## Exploratory Data Analysis\n",
    "\n",
    "\n",
    "\n",
    "### Research Question 1 (The Relation Between Budget and Revenue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Budget vs Revenue')"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6e0068b00>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmdb_df.plot(x = 'revenue', y= 'budget', kind= 'scatter',figsize=(10,6))\n",
    "plt.xlabel('Revenue', fontsize=(10))\n",
    "plt.ylabel('Budget', fontsize=(10))\n",
    "plt.title('Budget vs Revenue', fontsize=(14))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<li>Here we could show that Revenue and Budget have positive correlation</li>\n",
    "<li>When the Revenue tends to increse the Budget increases</li> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Research Question 2 (Top 10 movies by budget)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>director</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>release_date</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>0.250540</td>\n",
       "      <td>425000000</td>\n",
       "      <td>11087569</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>2010-12-02</td>\n",
       "      <td>74</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3375</th>\n",
       "      <td>1865</td>\n",
       "      <td>4.955130</td>\n",
       "      <td>380000000</td>\n",
       "      <td>1021683000</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>2011-05-11</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>4.965391</td>\n",
       "      <td>300000000</td>\n",
       "      <td>961000000</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>2007-05-19</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>5.944927</td>\n",
       "      <td>280000000</td>\n",
       "      <td>1405035767</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>2015-04-22</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>1.957331</td>\n",
       "      <td>270000000</td>\n",
       "      <td>391081192</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>2006-06-28</td>\n",
       "      <td>834</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1929</th>\n",
       "      <td>38757</td>\n",
       "      <td>2.865684</td>\n",
       "      <td>260000000</td>\n",
       "      <td>591794936</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>2010-11-24</td>\n",
       "      <td>2019</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4411</th>\n",
       "      <td>49529</td>\n",
       "      <td>1.588457</td>\n",
       "      <td>260000000</td>\n",
       "      <td>284139100</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>2012-03-07</td>\n",
       "      <td>1479</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7394</th>\n",
       "      <td>559</td>\n",
       "      <td>2.520912</td>\n",
       "      <td>258000000</td>\n",
       "      <td>890871626</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>2007-05-01</td>\n",
       "      <td>2083</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5508</th>\n",
       "      <td>57201</td>\n",
       "      <td>1.214510</td>\n",
       "      <td>255000000</td>\n",
       "      <td>89289910</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>2013-07-03</td>\n",
       "      <td>1607</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>122917</td>\n",
       "      <td>10.174599</td>\n",
       "      <td>250000000</td>\n",
       "      <td>955119788</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>2014-12-10</td>\n",
       "      <td>3110</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  popularity     budget     revenue  \\\n",
       "2244   46528    0.250540  425000000    11087569   \n",
       "3375    1865    4.955130  380000000  1021683000   \n",
       "7387     285    4.965391  300000000   961000000   \n",
       "14     99861    5.944927  280000000  1405035767   \n",
       "6570    1452    1.957331  270000000   391081192   \n",
       "1929   38757    2.865684  260000000   591794936   \n",
       "4411   49529    1.588457  260000000   284139100   \n",
       "7394     559    2.520912  258000000   890871626   \n",
       "5508   57201    1.214510  255000000    89289910   \n",
       "634   122917   10.174599  250000000   955119788   \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",
       "1929                                      Tangled   \n",
       "4411                                  John Carter   \n",
       "7394                                 Spider-Man 3   \n",
       "5508                              The Lone Ranger   \n",
       "634     The Hobbit: The Battle of the Five Armies   \n",
       "\n",
       "                                                   cast  \\\n",
       "2244  Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...   \n",
       "3375  Johnny Depp|PenÃ©lope Cruz|Geoffrey Rush|Ian M...   \n",
       "7387  Johnny Depp|Orlando Bloom|Keira Knightley|Geof...   \n",
       "14    Robert Downey Jr.|Chris Hemsworth|Mark Ruffalo...   \n",
       "6570  Brandon Routh|Kevin Spacey|Kate Bosworth|James...   \n",
       "1929  Zachary Levi|Mandy Moore|Donna Murphy|Ron Perl...   \n",
       "4411  Taylor Kitsch|Lynn Collins|Mark Strong|Willem ...   \n",
       "7394  Tobey Maguire|Kirsten Dunst|James Franco|Thoma...   \n",
       "5508  Johnny Depp|Armie Hammer|William Fichtner|Hele...   \n",
       "634   Martin Freeman|Ian McKellen|Richard Armitage|K...   \n",
       "\n",
       "                       director  runtime  \\\n",
       "2244                 Sngmoo Lee      100   \n",
       "3375               Rob Marshall      136   \n",
       "7387             Gore Verbinski      169   \n",
       "14                  Joss Whedon      141   \n",
       "6570               Bryan Singer      154   \n",
       "1929  Nathan Greno|Byron Howard      100   \n",
       "4411             Andrew Stanton      132   \n",
       "7394                  Sam Raimi      139   \n",
       "5508             Gore Verbinski      149   \n",
       "634               Peter Jackson      144   \n",
       "\n",
       "                                         genres release_date  vote_count  \\\n",
       "2244  Adventure|Fantasy|Action|Western|Thriller   2010-12-02          74   \n",
       "3375                   Adventure|Action|Fantasy   2011-05-11        3180   \n",
       "7387                   Adventure|Fantasy|Action   2007-05-19        2626   \n",
       "14             Action|Adventure|Science Fiction   2015-04-22        4304   \n",
       "6570   Adventure|Fantasy|Action|Science Fiction   2006-06-28         834   \n",
       "1929                           Animation|Family   2010-11-24        2019   \n",
       "4411   Action|Adventure|Fantasy|Science Fiction   2012-03-07        1479   \n",
       "7394                   Fantasy|Action|Adventure   2007-05-01        2083   \n",
       "5508                   Action|Adventure|Western   2013-07-03        1607   \n",
       "634                           Adventure|Fantasy   2014-12-10        3110   \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  \n",
       "1929           7.3          2010  \n",
       "4411           6.0          2012  \n",
       "7394           5.8          2007  \n",
       "5508           6.0          2013  \n",
       "634            7.1          2014  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get top budget movies\n",
    "top = tmdb_df.nlargest(10,'budget')\n",
    "top"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "original_title\n",
       "Avengers: Age of Ultron                        280000000\n",
       "John Carter                                    260000000\n",
       "Pirates of the Caribbean: At World's End       300000000\n",
       "Pirates of the Caribbean: On Stranger Tides    380000000\n",
       "Spider-Man 3                                   258000000\n",
       "Superman Returns                               270000000\n",
       "Tangled                                        260000000\n",
       "The Hobbit: The Battle of the Five Armies      250000000\n",
       "The Lone Ranger                                255000000\n",
       "The Warrior's Way                              425000000\n",
       "Name: budget, dtype: int64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies = top.groupby('original_title').max().budget\n",
    "movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "original_title\n",
       "The Warrior's Way                              425000000\n",
       "Pirates of the Caribbean: On Stranger Tides    380000000\n",
       "Pirates of the Caribbean: At World's End       300000000\n",
       "Avengers: Age of Ultron                        280000000\n",
       "Superman Returns                               270000000\n",
       "Tangled                                        260000000\n",
       "John Carter                                    260000000\n",
       "Spider-Man 3                                   258000000\n",
       "The Lone Ranger                                255000000\n",
       "The Hobbit: The Battle of the Five Armies      250000000\n",
       "Name: budget, dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sort movies\n",
    "sort_movie = movies.sort_values(ascending=False)\n",
    "sort_movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Top 10 Movies by Budget')"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6e3fb2908>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot top Movies with largest budget\n",
    "plt.subplots(figsize=(14,6))\n",
    "sns.barplot(x=sort_movie[:10], y = sort_movie.index[:10])\n",
    "plt.xlabel('Budget', fontsize=(12))\n",
    "plt.ylabel('Movies', fontsize=(12))\n",
    "plt.title('Top 10 Movies by Budget', fontsize=(14))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's the Highest Movie with Budget: The Warrior's Way."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Research Question 3  (Top 10 movies by Profit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "#add profit column\n",
    "profit = tmdb_df['revenue'] - tmdb_df['budget']\n",
    "tmdb_df['profit'] = profit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "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>popularity</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>release_date</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1386</th>\n",
       "      <td>19995</td>\n",
       "      <td>9.432768</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2781505847</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>2009-12-10</td>\n",
       "      <td>8458</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2009</td>\n",
       "      <td>2544505847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</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>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1868178225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5231</th>\n",
       "      <td>597</td>\n",
       "      <td>4.355219</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1845034188</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>1997-11-18</td>\n",
       "      <td>4654</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1997</td>\n",
       "      <td>1645034188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</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>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-06-09</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1363528810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168259</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>James Wan</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>1316249360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4361</th>\n",
       "      <td>24428</td>\n",
       "      <td>7.637767</td>\n",
       "      <td>220000000</td>\n",
       "      <td>1519557910</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>2012-04-25</td>\n",
       "      <td>8903</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2012</td>\n",
       "      <td>1299557910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3374</th>\n",
       "      <td>12445</td>\n",
       "      <td>5.711315</td>\n",
       "      <td>125000000</td>\n",
       "      <td>1327817822</td>\n",
       "      <td>Harry Potter and the Deathly Hallows: Part 2</td>\n",
       "      <td>Daniel Radcliffe|Rupert Grint|Emma Watson|Alan...</td>\n",
       "      <td>David Yates</td>\n",
       "      <td>130</td>\n",
       "      <td>Adventure|Family|Fantasy</td>\n",
       "      <td>2011-07-07</td>\n",
       "      <td>3750</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2011</td>\n",
       "      <td>1202817822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>99861</td>\n",
       "      <td>5.944927</td>\n",
       "      <td>280000000</td>\n",
       "      <td>1405035767</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>2015-04-22</td>\n",
       "      <td>4304</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2015</td>\n",
       "      <td>1125035767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5422</th>\n",
       "      <td>109445</td>\n",
       "      <td>6.112766</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1274219009</td>\n",
       "      <td>Frozen</td>\n",
       "      <td>Kristen Bell|Idina Menzel|Jonathan Groff|Josh ...</td>\n",
       "      <td>Chris Buck|Jennifer Lee</td>\n",
       "      <td>102</td>\n",
       "      <td>Animation|Adventure|Family</td>\n",
       "      <td>2013-11-27</td>\n",
       "      <td>3369</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2013</td>\n",
       "      <td>1124219009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8094</th>\n",
       "      <td>1642</td>\n",
       "      <td>1.136610</td>\n",
       "      <td>22000000</td>\n",
       "      <td>1106279658</td>\n",
       "      <td>The Net</td>\n",
       "      <td>Sandra Bullock|Jeremy Northam|Dennis Miller|We...</td>\n",
       "      <td>Irwin Winkler</td>\n",
       "      <td>114</td>\n",
       "      <td>Crime|Drama|Mystery|Thriller|Action</td>\n",
       "      <td>1995-07-28</td>\n",
       "      <td>201</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1995</td>\n",
       "      <td>1084279658</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  popularity     budget     revenue  \\\n",
       "1386   19995    9.432768  237000000  2781505847   \n",
       "3     140607   11.173104  200000000  2068178225   \n",
       "5231     597    4.355219  200000000  1845034188   \n",
       "0     135397   32.985763  150000000  1513528810   \n",
       "4     168259    9.335014  190000000  1506249360   \n",
       "4361   24428    7.637767  220000000  1519557910   \n",
       "3374   12445    5.711315  125000000  1327817822   \n",
       "14     99861    5.944927  280000000  1405035767   \n",
       "5422  109445    6.112766  150000000  1274219009   \n",
       "8094    1642    1.136610   22000000  1106279658   \n",
       "\n",
       "                                    original_title  \\\n",
       "1386                                        Avatar   \n",
       "3                     Star Wars: The Force Awakens   \n",
       "5231                                       Titanic   \n",
       "0                                   Jurassic World   \n",
       "4                                        Furious 7   \n",
       "4361                                  The Avengers   \n",
       "3374  Harry Potter and the Deathly Hallows: Part 2   \n",
       "14                         Avengers: Age of Ultron   \n",
       "5422                                        Frozen   \n",
       "8094                                       The Net   \n",
       "\n",
       "                                                   cast  \\\n",
       "1386  Sam Worthington|Zoe Saldana|Sigourney Weaver|S...   \n",
       "3     Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   \n",
       "5231  Kate Winslet|Leonardo DiCaprio|Frances Fisher|...   \n",
       "0     Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   \n",
       "4     Vin Diesel|Paul Walker|Jason Statham|Michelle ...   \n",
       "4361  Robert Downey Jr.|Chris Evans|Mark Ruffalo|Chr...   \n",
       "3374  Daniel Radcliffe|Rupert Grint|Emma Watson|Alan...   \n",
       "14    Robert Downey Jr.|Chris Hemsworth|Mark Ruffalo...   \n",
       "5422  Kristen Bell|Idina Menzel|Jonathan Groff|Josh ...   \n",
       "8094  Sandra Bullock|Jeremy Northam|Dennis Miller|We...   \n",
       "\n",
       "                     director  runtime  \\\n",
       "1386            James Cameron      162   \n",
       "3                 J.J. Abrams      136   \n",
       "5231            James Cameron      194   \n",
       "0             Colin Trevorrow      124   \n",
       "4                   James Wan      137   \n",
       "4361              Joss Whedon      143   \n",
       "3374              David Yates      130   \n",
       "14                Joss Whedon      141   \n",
       "5422  Chris Buck|Jennifer Lee      102   \n",
       "8094            Irwin Winkler      114   \n",
       "\n",
       "                                         genres release_date  vote_count  \\\n",
       "1386   Action|Adventure|Fantasy|Science Fiction   2009-12-10        8458   \n",
       "3      Action|Adventure|Science Fiction|Fantasy   2015-12-15        5292   \n",
       "5231                     Drama|Romance|Thriller   1997-11-18        4654   \n",
       "0     Action|Adventure|Science Fiction|Thriller   2015-06-09        5562   \n",
       "4                         Action|Crime|Thriller   2015-04-01        2947   \n",
       "4361           Science Fiction|Action|Adventure   2012-04-25        8903   \n",
       "3374                   Adventure|Family|Fantasy   2011-07-07        3750   \n",
       "14             Action|Adventure|Science Fiction   2015-04-22        4304   \n",
       "5422                 Animation|Adventure|Family   2013-11-27        3369   \n",
       "8094        Crime|Drama|Mystery|Thriller|Action   1995-07-28         201   \n",
       "\n",
       "      vote_average  release_year      profit  \n",
       "1386           7.1          2009  2544505847  \n",
       "3              7.5          2015  1868178225  \n",
       "5231           7.3          1997  1645034188  \n",
       "0              6.5          2015  1363528810  \n",
       "4              7.3          2015  1316249360  \n",
       "4361           7.3          2012  1299557910  \n",
       "3374           7.7          2011  1202817822  \n",
       "14             7.4          2015  1125035767  \n",
       "5422           7.5          2013  1124219009  \n",
       "8094           5.6          1995  1084279658  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_profit= tmdb_df.nlargest(10,'profit')\n",
    "top_profit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "original_title\n",
       "Avatar                                          2544505847\n",
       "Avengers: Age of Ultron                         1125035767\n",
       "Frozen                                          1124219009\n",
       "Furious 7                                       1316249360\n",
       "Harry Potter and the Deathly Hallows: Part 2    1202817822\n",
       "Jurassic World                                  1363528810\n",
       "Star Wars: The Force Awakens                    1868178225\n",
       "The Avengers                                    1299557910\n",
       "The Net                                         1084279658\n",
       "Titanic                                         1645034188\n",
       "Name: profit, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_profit = top_profit.groupby('original_title').max().profit\n",
    "movies_profit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "original_title\n",
       "Avatar                                          2544505847\n",
       "Star Wars: The Force Awakens                    1868178225\n",
       "Titanic                                         1645034188\n",
       "Jurassic World                                  1363528810\n",
       "Furious 7                                       1316249360\n",
       "The Avengers                                    1299557910\n",
       "Harry Potter and the Deathly Hallows: Part 2    1202817822\n",
       "Avengers: Age of Ultron                         1125035767\n",
       "Frozen                                          1124219009\n",
       "The Net                                         1084279658\n",
       "Name: profit, dtype: int64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sort movies\n",
    "sort_movies = movies_profit.sort_values(ascending=False)\n",
    "sort_movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Top 10 Movies by Profit')"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6e0b98518>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot highest profit movies\n",
    "plt.subplots(figsize=(14,6))\n",
    "sns.barplot(x=sort_movies[:10], y = sort_movies.index[:10])\n",
    "plt.xlabel('Profit', fontsize=(12))\n",
    "plt.ylabel('Movies', fontsize=(12))\n",
    "plt.title('Top 10 Movies by Profit', fontsize=(14))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Movie has largest Profit is: Avatar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Research Question 4 (Popularity vs Revenue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Popularity')"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6e006d7b8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmdb_df.plot(x = 'revenue', y = 'popularity', kind = 'scatter', figsize=(14,6))\n",
    "plt.title('Popularity vs Revenue', fontsize =(14))\n",
    "plt.xlabel('Revenue', fontsize=(12))\n",
    "plt.ylabel('Popularity', fontsize=(12))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<li>Here we could show that Revenue and Popularity have positive correlation</li>\n",
    "<li>When the Revenue tends to increse the Popularity increases</li> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Research Question 5 (Popularity vs Profit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Profit')"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6e0a7b320>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmdb_df.plot(x = 'popularity', y = 'profit', kind = 'scatter', figsize=(14,6))\n",
    "plt.title('Popularity vs Profit', fontsize =(14))\n",
    "plt.xlabel('Popularity', fontsize=(12))\n",
    "plt.ylabel('Profit', fontsize=(12))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<li>Here we could show that Profit and Popularity have positive correlation</li>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Research Question 6 (Top 10 Movies by Rating)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "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>popularity</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>release_date</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3894</th>\n",
       "      <td>125336</td>\n",
       "      <td>0.006925</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>2011-09-03</td>\n",
       "      <td>14</td>\n",
       "      <td>9.2</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1200</th>\n",
       "      <td>374430</td>\n",
       "      <td>0.129531</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Black Mirror: White Christmas</td>\n",
       "      <td>Jon Hamm|Rafe Spall|Oona Chaplin|Natalia Tena|...</td>\n",
       "      <td>Carl Tibbetts</td>\n",
       "      <td>74</td>\n",
       "      <td>Drama|Horror|Mystery|Science Fiction|Thriller</td>\n",
       "      <td>2014-12-16</td>\n",
       "      <td>41</td>\n",
       "      <td>8.8</td>\n",
       "      <td>2014</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6911</th>\n",
       "      <td>24970</td>\n",
       "      <td>0.212010</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Pink Floyd: Pulse</td>\n",
       "      <td>David Gilmour|Nick Mason|Richard Wright|Sam Br...</td>\n",
       "      <td>David Mallet</td>\n",
       "      <td>145</td>\n",
       "      <td>Music</td>\n",
       "      <td>2006-07-09</td>\n",
       "      <td>23</td>\n",
       "      <td>8.7</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3690</th>\n",
       "      <td>68450</td>\n",
       "      <td>0.321341</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Art of Flight</td>\n",
       "      <td>Travis Rice|Nicolas Muller|Mark Landvik|Jake B...</td>\n",
       "      <td>Curt Morgan</td>\n",
       "      <td>80</td>\n",
       "      <td>Adventure|Documentary</td>\n",
       "      <td>2011-09-08</td>\n",
       "      <td>60</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2011</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8221</th>\n",
       "      <td>55676</td>\n",
       "      <td>0.194889</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A Personal Journey with Martin Scorsese Throug...</td>\n",
       "      <td>Martin Scorsese|Brian De Palma|Gregory Peck|Fr...</td>\n",
       "      <td>Martin Scorsese|Michael Henry Wilson</td>\n",
       "      <td>225</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>1995-05-21</td>\n",
       "      <td>11</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8411</th>\n",
       "      <td>25093</td>\n",
       "      <td>0.302908</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Queen - Rock Montreal</td>\n",
       "      <td>Freddie Mercury|Roger Taylor|John Deacon|Brian...</td>\n",
       "      <td>Saul Swimmer</td>\n",
       "      <td>138</td>\n",
       "      <td>Music</td>\n",
       "      <td>1981-11-24</td>\n",
       "      <td>14</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1981</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8839</th>\n",
       "      <td>16275</td>\n",
       "      <td>0.157001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Dave Chappelle: Killin' Them Softly</td>\n",
       "      <td>Dave Chappelle</td>\n",
       "      <td>Stan Lathan</td>\n",
       "      <td>57</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>2000-01-01</td>\n",
       "      <td>17</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>321640</td>\n",
       "      <td>0.033378</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Jinx: The Life and Deaths of Robert Durst</td>\n",
       "      <td>Robert Durst|Andrew Jarecki|Marc Smerling|Zach...</td>\n",
       "      <td>Andrew Jarecki</td>\n",
       "      <td>240</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>2015-02-08</td>\n",
       "      <td>72</td>\n",
       "      <td>8.4</td>\n",
       "      <td>2015</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2334</th>\n",
       "      <td>41120</td>\n",
       "      <td>0.145026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Rush: Beyond the Lighted Stage</td>\n",
       "      <td>Sebastian Bach|Jack Black|Jimmy Chamberlin|Ged...</td>\n",
       "      <td>Sam Dunn|Scot McFadyen</td>\n",
       "      <td>107</td>\n",
       "      <td>Documentary|Music</td>\n",
       "      <td>2010-06-29</td>\n",
       "      <td>14</td>\n",
       "      <td>8.4</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4178</th>\n",
       "      <td>278</td>\n",
       "      <td>7.192039</td>\n",
       "      <td>25000000</td>\n",
       "      <td>28341469</td>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>Tim Robbins|Morgan Freeman|Bob Gunton|William ...</td>\n",
       "      <td>Frank Darabont</td>\n",
       "      <td>142</td>\n",
       "      <td>Drama|Crime</td>\n",
       "      <td>1994-09-10</td>\n",
       "      <td>5754</td>\n",
       "      <td>8.4</td>\n",
       "      <td>1994</td>\n",
       "      <td>3341469</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id  popularity    budget   revenue  \\\n",
       "3894  125336    0.006925         0         0   \n",
       "1200  374430    0.129531         0         0   \n",
       "6911   24970    0.212010         0         0   \n",
       "3690   68450    0.321341         0         0   \n",
       "8221   55676    0.194889         0         0   \n",
       "8411   25093    0.302908         0         0   \n",
       "8839   16275    0.157001         0         0   \n",
       "609   321640    0.033378         0         0   \n",
       "2334   41120    0.145026         0         0   \n",
       "4178     278    7.192039  25000000  28341469   \n",
       "\n",
       "                                         original_title  \\\n",
       "3894                      The Story of Film: An Odyssey   \n",
       "1200                      Black Mirror: White Christmas   \n",
       "6911                                  Pink Floyd: Pulse   \n",
       "3690                                  The Art of Flight   \n",
       "8221  A Personal Journey with Martin Scorsese Throug...   \n",
       "8411                              Queen - Rock Montreal   \n",
       "8839                Dave Chappelle: Killin' Them Softly   \n",
       "609       The Jinx: The Life and Deaths of Robert Durst   \n",
       "2334                     Rush: Beyond the Lighted Stage   \n",
       "4178                           The Shawshank Redemption   \n",
       "\n",
       "                                                   cast  \\\n",
       "3894  Mark Cousins|Jean-Michel Frodon|Cari Beauchamp...   \n",
       "1200  Jon Hamm|Rafe Spall|Oona Chaplin|Natalia Tena|...   \n",
       "6911  David Gilmour|Nick Mason|Richard Wright|Sam Br...   \n",
       "3690  Travis Rice|Nicolas Muller|Mark Landvik|Jake B...   \n",
       "8221  Martin Scorsese|Brian De Palma|Gregory Peck|Fr...   \n",
       "8411  Freddie Mercury|Roger Taylor|John Deacon|Brian...   \n",
       "8839                                     Dave Chappelle   \n",
       "609   Robert Durst|Andrew Jarecki|Marc Smerling|Zach...   \n",
       "2334  Sebastian Bach|Jack Black|Jimmy Chamberlin|Ged...   \n",
       "4178  Tim Robbins|Morgan Freeman|Bob Gunton|William ...   \n",
       "\n",
       "                                  director  runtime  \\\n",
       "3894                          Mark Cousins      900   \n",
       "1200                         Carl Tibbetts       74   \n",
       "6911                          David Mallet      145   \n",
       "3690                           Curt Morgan       80   \n",
       "8221  Martin Scorsese|Michael Henry Wilson      225   \n",
       "8411                          Saul Swimmer      138   \n",
       "8839                           Stan Lathan       57   \n",
       "609                         Andrew Jarecki      240   \n",
       "2334                Sam Dunn|Scot McFadyen      107   \n",
       "4178                        Frank Darabont      142   \n",
       "\n",
       "                                             genres release_date  vote_count  \\\n",
       "3894                                    Documentary   2011-09-03          14   \n",
       "1200  Drama|Horror|Mystery|Science Fiction|Thriller   2014-12-16          41   \n",
       "6911                                          Music   2006-07-09          23   \n",
       "3690                          Adventure|Documentary   2011-09-08          60   \n",
       "8221                                    Documentary   1995-05-21          11   \n",
       "8411                                          Music   1981-11-24          14   \n",
       "8839                                         Comedy   2000-01-01          17   \n",
       "609                                     Documentary   2015-02-08          72   \n",
       "2334                              Documentary|Music   2010-06-29          14   \n",
       "4178                                    Drama|Crime   1994-09-10        5754   \n",
       "\n",
       "      vote_average  release_year   profit  \n",
       "3894           9.2          2011        0  \n",
       "1200           8.8          2014        0  \n",
       "6911           8.7          2006        0  \n",
       "3690           8.5          2011        0  \n",
       "8221           8.5          1995        0  \n",
       "8411           8.5          1981        0  \n",
       "8839           8.5          2000        0  \n",
       "609            8.4          2015        0  \n",
       "2334           8.4          2010        0  \n",
       "4178           8.4          1994  3341469  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating= tmdb_df.nlargest(10,'vote_average')\n",
    "rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Top 10 Movies by Rating')"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6e094f048>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(14,6))\n",
    "ax = sns.barplot(x= 'vote_average', y='original_title', data=rating)\n",
    "plt.xlabel('Rating', fontsize=(12))\n",
    "plt.ylabel('Movies', fontsize=(12))\n",
    "plt.title('Top 10 Movies by Rating', fontsize=(14))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top 3 Movies Which have highest Rating: The Story of Film: An odyssey, Black Mirror: White Christmas and Pink Floyd:Plus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Research Question 7 (Average Genres Revenue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "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>popularity</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>release_date</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>135397</th>\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>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-06-09</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1363528810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76341</th>\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>George Miller</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-05-13</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>228436354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262500</th>\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>Robert Schwentke</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-03-18</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>185238201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140607</th>\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>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1868178225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168259</th>\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>James Wan</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>1316249360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281957</th>\n",
       "      <td>9.110700</td>\n",
       "      <td>135000000</td>\n",
       "      <td>532950503</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...</td>\n",
       "      <td>Alejandro GonzÃ¡lez IÃ±Ã¡rritu</td>\n",
       "      <td>156</td>\n",
       "      <td>Western|Drama|Adventure|Thriller</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>3929</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>397950503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87101</th>\n",
       "      <td>8.654359</td>\n",
       "      <td>155000000</td>\n",
       "      <td>440603537</td>\n",
       "      <td>Terminator Genisys</td>\n",
       "      <td>Arnold Schwarzenegger|Jason Clarke|Emilia Clar...</td>\n",
       "      <td>Alan Taylor</td>\n",
       "      <td>125</td>\n",
       "      <td>Science Fiction|Action|Thriller|Adventure</td>\n",
       "      <td>2015-06-23</td>\n",
       "      <td>2598</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>285603537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286217</th>\n",
       "      <td>7.667400</td>\n",
       "      <td>108000000</td>\n",
       "      <td>595380321</td>\n",
       "      <td>The Martian</td>\n",
       "      <td>Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>141</td>\n",
       "      <td>Drama|Adventure|Science Fiction</td>\n",
       "      <td>2015-09-30</td>\n",
       "      <td>4572</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2015</td>\n",
       "      <td>487380321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211672</th>\n",
       "      <td>7.404165</td>\n",
       "      <td>74000000</td>\n",
       "      <td>1156730962</td>\n",
       "      <td>Minions</td>\n",
       "      <td>Sandra Bullock|Jon Hamm|Michael Keaton|Allison...</td>\n",
       "      <td>Kyle Balda|Pierre Coffin</td>\n",
       "      <td>91</td>\n",
       "      <td>Family|Animation|Adventure|Comedy</td>\n",
       "      <td>2015-06-17</td>\n",
       "      <td>2893</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1082730962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150540</th>\n",
       "      <td>6.326804</td>\n",
       "      <td>175000000</td>\n",
       "      <td>853708609</td>\n",
       "      <td>Inside Out</td>\n",
       "      <td>Amy Poehler|Phyllis Smith|Richard Kind|Bill Ha...</td>\n",
       "      <td>Pete Docter</td>\n",
       "      <td>94</td>\n",
       "      <td>Comedy|Animation|Family</td>\n",
       "      <td>2015-06-09</td>\n",
       "      <td>3935</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>678708609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206647</th>\n",
       "      <td>6.200282</td>\n",
       "      <td>245000000</td>\n",
       "      <td>880674609</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>2015-10-26</td>\n",
       "      <td>3254</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>635674609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76757</th>\n",
       "      <td>6.189369</td>\n",
       "      <td>176000003</td>\n",
       "      <td>183987723</td>\n",
       "      <td>Jupiter Ascending</td>\n",
       "      <td>Mila Kunis|Channing Tatum|Sean Bean|Eddie Redm...</td>\n",
       "      <td>Lana Wachowski|Lilly Wachowski</td>\n",
       "      <td>124</td>\n",
       "      <td>Science Fiction|Fantasy|Action|Adventure</td>\n",
       "      <td>2015-02-04</td>\n",
       "      <td>1937</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>7987720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264660</th>\n",
       "      <td>6.118847</td>\n",
       "      <td>15000000</td>\n",
       "      <td>36869414</td>\n",
       "      <td>Ex Machina</td>\n",
       "      <td>Domhnall Gleeson|Alicia Vikander|Oscar Isaac|S...</td>\n",
       "      <td>Alex Garland</td>\n",
       "      <td>108</td>\n",
       "      <td>Drama|Science Fiction</td>\n",
       "      <td>2015-01-21</td>\n",
       "      <td>2854</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2015</td>\n",
       "      <td>21869414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257344</th>\n",
       "      <td>5.984995</td>\n",
       "      <td>88000000</td>\n",
       "      <td>243637091</td>\n",
       "      <td>Pixels</td>\n",
       "      <td>Adam Sandler|Michelle Monaghan|Peter Dinklage|...</td>\n",
       "      <td>Chris Columbus</td>\n",
       "      <td>105</td>\n",
       "      <td>Action|Comedy|Science Fiction</td>\n",
       "      <td>2015-07-16</td>\n",
       "      <td>1575</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>155637091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99861</th>\n",
       "      <td>5.944927</td>\n",
       "      <td>280000000</td>\n",
       "      <td>1405035767</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>2015-04-22</td>\n",
       "      <td>4304</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2015</td>\n",
       "      <td>1125035767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273248</th>\n",
       "      <td>5.898400</td>\n",
       "      <td>44000000</td>\n",
       "      <td>155760117</td>\n",
       "      <td>The Hateful Eight</td>\n",
       "      <td>Samuel L. Jackson|Kurt Russell|Jennifer Jason ...</td>\n",
       "      <td>Quentin Tarantino</td>\n",
       "      <td>167</td>\n",
       "      <td>Crime|Drama|Mystery|Western</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>2389</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2015</td>\n",
       "      <td>111760117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260346</th>\n",
       "      <td>5.749758</td>\n",
       "      <td>48000000</td>\n",
       "      <td>325771424</td>\n",
       "      <td>Taken 3</td>\n",
       "      <td>Liam Neeson|Forest Whitaker|Maggie Grace|Famke...</td>\n",
       "      <td>Olivier Megaton</td>\n",
       "      <td>109</td>\n",
       "      <td>Crime|Action|Thriller</td>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>1578</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>277771424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102899</th>\n",
       "      <td>5.573184</td>\n",
       "      <td>130000000</td>\n",
       "      <td>518602163</td>\n",
       "      <td>Ant-Man</td>\n",
       "      <td>Paul Rudd|Michael Douglas|Evangeline Lilly|Cor...</td>\n",
       "      <td>Peyton Reed</td>\n",
       "      <td>115</td>\n",
       "      <td>Science Fiction|Action|Adventure</td>\n",
       "      <td>2015-07-14</td>\n",
       "      <td>3779</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>388602163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150689</th>\n",
       "      <td>5.556818</td>\n",
       "      <td>95000000</td>\n",
       "      <td>542351353</td>\n",
       "      <td>Cinderella</td>\n",
       "      <td>Lily James|Cate Blanchett|Richard Madden|Helen...</td>\n",
       "      <td>Kenneth Branagh</td>\n",
       "      <td>112</td>\n",
       "      <td>Romance|Fantasy|Family|Drama</td>\n",
       "      <td>2015-03-12</td>\n",
       "      <td>1495</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>447351353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131634</th>\n",
       "      <td>5.476958</td>\n",
       "      <td>160000000</td>\n",
       "      <td>650523427</td>\n",
       "      <td>The Hunger Games: Mockingjay - Part 2</td>\n",
       "      <td>Jennifer Lawrence|Josh Hutcherson|Liam Hemswor...</td>\n",
       "      <td>Francis Lawrence</td>\n",
       "      <td>136</td>\n",
       "      <td>War|Adventure|Science Fiction</td>\n",
       "      <td>2015-11-18</td>\n",
       "      <td>2380</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>490523427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158852</th>\n",
       "      <td>5.462138</td>\n",
       "      <td>190000000</td>\n",
       "      <td>209035668</td>\n",
       "      <td>Tomorrowland</td>\n",
       "      <td>Britt Robertson|George Clooney|Raffey Cassidy|...</td>\n",
       "      <td>Brad Bird</td>\n",
       "      <td>130</td>\n",
       "      <td>Action|Family|Science Fiction|Adventure|Mystery</td>\n",
       "      <td>2015-05-19</td>\n",
       "      <td>1899</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>19035668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307081</th>\n",
       "      <td>5.337064</td>\n",
       "      <td>30000000</td>\n",
       "      <td>91709827</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Jake Gyllenhaal|Rachel McAdams|Forest Whitaker...</td>\n",
       "      <td>Antoine Fuqua</td>\n",
       "      <td>123</td>\n",
       "      <td>Action|Drama</td>\n",
       "      <td>2015-06-15</td>\n",
       "      <td>1386</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>61709827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254128</th>\n",
       "      <td>4.907832</td>\n",
       "      <td>110000000</td>\n",
       "      <td>470490832</td>\n",
       "      <td>San Andreas</td>\n",
       "      <td>Dwayne Johnson|Alexandra Daddario|Carla Gugino...</td>\n",
       "      <td>Brad Peyton</td>\n",
       "      <td>114</td>\n",
       "      <td>Action|Drama|Thriller</td>\n",
       "      <td>2015-05-27</td>\n",
       "      <td>2060</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>360490832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216015</th>\n",
       "      <td>4.710402</td>\n",
       "      <td>40000000</td>\n",
       "      <td>569651467</td>\n",
       "      <td>Fifty Shades of Grey</td>\n",
       "      <td>Dakota Johnson|Jamie Dornan|Jennifer Ehle|Eloi...</td>\n",
       "      <td>Sam Taylor-Johnson</td>\n",
       "      <td>125</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>2015-02-11</td>\n",
       "      <td>1865</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>529651467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318846</th>\n",
       "      <td>4.648046</td>\n",
       "      <td>28000000</td>\n",
       "      <td>133346506</td>\n",
       "      <td>The Big Short</td>\n",
       "      <td>Christian Bale|Steve Carell|Ryan Gosling|Brad ...</td>\n",
       "      <td>Adam McKay</td>\n",
       "      <td>130</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>2015-12-11</td>\n",
       "      <td>1545</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>105346506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177677</th>\n",
       "      <td>4.566713</td>\n",
       "      <td>150000000</td>\n",
       "      <td>682330139</td>\n",
       "      <td>Mission: Impossible - Rogue Nation</td>\n",
       "      <td>Tom Cruise|Jeremy Renner|Simon Pegg|Rebecca Fe...</td>\n",
       "      <td>Christopher McQuarrie</td>\n",
       "      <td>131</td>\n",
       "      <td>Action</td>\n",
       "      <td>2015-07-23</td>\n",
       "      <td>2349</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>532330139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214756</th>\n",
       "      <td>4.564549</td>\n",
       "      <td>68000000</td>\n",
       "      <td>215863606</td>\n",
       "      <td>Ted 2</td>\n",
       "      <td>Mark Wahlberg|Seth MacFarlane|Amanda Seyfried|...</td>\n",
       "      <td>Seth MacFarlane</td>\n",
       "      <td>115</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>2015-06-25</td>\n",
       "      <td>1666</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>147863606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207703</th>\n",
       "      <td>4.503789</td>\n",
       "      <td>81000000</td>\n",
       "      <td>403802136</td>\n",
       "      <td>Kingsman: The Secret Service</td>\n",
       "      <td>Taron Egerton|Colin Firth|Samuel L. Jackson|Mi...</td>\n",
       "      <td>Matthew Vaughn</td>\n",
       "      <td>130</td>\n",
       "      <td>Crime|Comedy|Action|Adventure</td>\n",
       "      <td>2015-01-24</td>\n",
       "      <td>3833</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2015</td>\n",
       "      <td>322802136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314365</th>\n",
       "      <td>4.062293</td>\n",
       "      <td>20000000</td>\n",
       "      <td>88346473</td>\n",
       "      <td>Spotlight</td>\n",
       "      <td>Mark Ruffalo|Michael Keaton|Rachel McAdams|Lie...</td>\n",
       "      <td>Tom McCarthy</td>\n",
       "      <td>128</td>\n",
       "      <td>Drama|Thriller|History</td>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>1559</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>68346473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294254</th>\n",
       "      <td>3.968891</td>\n",
       "      <td>61000000</td>\n",
       "      <td>311256926</td>\n",
       "      <td>Maze Runner: The Scorch Trials</td>\n",
       "      <td>Dylan O'Brien|Kaya Scodelario|Thomas Brodie-Sa...</td>\n",
       "      <td>Wes Ball</td>\n",
       "      <td>132</td>\n",
       "      <td>Action|Science Fiction|Thriller</td>\n",
       "      <td>2015-09-09</td>\n",
       "      <td>1849</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2015</td>\n",
       "      <td>250256926</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>38720</th>\n",
       "      <td>0.239435</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Walk Don't Run</td>\n",
       "      <td>Cary Grant|Samantha Eggar|Jim Hutton|John Stan...</td>\n",
       "      <td>Charles Walters</td>\n",
       "      <td>114</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>2066-01-01</td>\n",
       "      <td>11</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19728</th>\n",
       "      <td>0.291704</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Blue Max</td>\n",
       "      <td>George Peppard|James Mason|Ursula Andress|Jere...</td>\n",
       "      <td>John Guillermin</td>\n",
       "      <td>156</td>\n",
       "      <td>War|Action|Adventure|Drama</td>\n",
       "      <td>2066-06-21</td>\n",
       "      <td>12</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22383</th>\n",
       "      <td>0.151845</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Professionals</td>\n",
       "      <td>Burt Lancaster|Lee Marvin|Robert Ryan|Woody St...</td>\n",
       "      <td>Richard Brooks</td>\n",
       "      <td>117</td>\n",
       "      <td>Action|Adventure|Western</td>\n",
       "      <td>2066-11-01</td>\n",
       "      <td>21</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13353</th>\n",
       "      <td>0.276133</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>It's the Great Pumpkin, Charlie Brown</td>\n",
       "      <td>Christopher Shea|Sally Dryer|Kathy Steinberg|A...</td>\n",
       "      <td>Bill Melendez</td>\n",
       "      <td>25</td>\n",
       "      <td>Family|Animation</td>\n",
       "      <td>2066-10-27</td>\n",
       "      <td>49</td>\n",
       "      <td>7.2</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34388</th>\n",
       "      <td>0.102530</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Funeral in Berlin</td>\n",
       "      <td>Michael Caine|Paul Hubschmid|Oskar Homolka|Eva...</td>\n",
       "      <td>Guy Hamilton</td>\n",
       "      <td>102</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>2066-12-22</td>\n",
       "      <td>13</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42701</th>\n",
       "      <td>0.264925</td>\n",
       "      <td>75000</td>\n",
       "      <td>0</td>\n",
       "      <td>The Shooting</td>\n",
       "      <td>Will Hutchins|Millie Perkins|Jack Nicholson|Wa...</td>\n",
       "      <td>Monte Hellman</td>\n",
       "      <td>82</td>\n",
       "      <td>Western</td>\n",
       "      <td>2066-10-23</td>\n",
       "      <td>12</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1966</td>\n",
       "      <td>-75000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36540</th>\n",
       "      <td>0.253437</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Winnie the Pooh and the Honey Tree</td>\n",
       "      <td>Sterling Holloway|Junius Matthews|Sebastian Ca...</td>\n",
       "      <td>Wolfgang Reitherman</td>\n",
       "      <td>25</td>\n",
       "      <td>Animation|Family</td>\n",
       "      <td>2066-01-01</td>\n",
       "      <td>12</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29710</th>\n",
       "      <td>0.252399</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Charlton Heston|Laurence Olivier|Richard Johns...</td>\n",
       "      <td>Basil Dearden|Eliot Elisofon</td>\n",
       "      <td>134</td>\n",
       "      <td>Adventure|Drama|War|History|Action</td>\n",
       "      <td>2066-06-09</td>\n",
       "      <td>12</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23728</th>\n",
       "      <td>0.236098</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Our Man Flint</td>\n",
       "      <td>James Coburn|Lee J. Cobb|Gila Golan|Edward Mul...</td>\n",
       "      <td>Daniel Mann</td>\n",
       "      <td>108</td>\n",
       "      <td>Adventure|Comedy|Fantasy|Science Fiction</td>\n",
       "      <td>2066-01-16</td>\n",
       "      <td>13</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5065</th>\n",
       "      <td>0.230873</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Carry On Cowboy</td>\n",
       "      <td>Sid James|Jim Dale|Angela Douglas|Kenneth Will...</td>\n",
       "      <td>Gerald Thomas</td>\n",
       "      <td>93</td>\n",
       "      <td>Comedy|Western</td>\n",
       "      <td>2066-03-01</td>\n",
       "      <td>15</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17102</th>\n",
       "      <td>0.212716</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Dracula: Prince of Darkness</td>\n",
       "      <td>Christopher Lee|Barbara Shelley|Andrew Keir|Fr...</td>\n",
       "      <td>Terence Fisher</td>\n",
       "      <td>90</td>\n",
       "      <td>Horror</td>\n",
       "      <td>2066-01-09</td>\n",
       "      <td>16</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28763</th>\n",
       "      <td>0.034555</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Island of Terror</td>\n",
       "      <td>Peter Cushing|Edward Judd|Carole Gray|Eddie By...</td>\n",
       "      <td>Terence Fisher</td>\n",
       "      <td>89</td>\n",
       "      <td>Science Fiction|Horror</td>\n",
       "      <td>2066-06-20</td>\n",
       "      <td>13</td>\n",
       "      <td>5.3</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2161</th>\n",
       "      <td>0.207257</td>\n",
       "      <td>5115000</td>\n",
       "      <td>12000000</td>\n",
       "      <td>Fantastic Voyage</td>\n",
       "      <td>Stephen Boyd|Raquel Welch|Edmond O'Brien|Donal...</td>\n",
       "      <td>Richard Fleischer</td>\n",
       "      <td>100</td>\n",
       "      <td>Adventure|Science Fiction</td>\n",
       "      <td>2066-08-24</td>\n",
       "      <td>42</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1966</td>\n",
       "      <td>6885000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28270</th>\n",
       "      <td>0.206537</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gambit</td>\n",
       "      <td>Michael Caine|Shirley MacLaine|Herbert Lom|Joh...</td>\n",
       "      <td>Ronald Neame</td>\n",
       "      <td>109</td>\n",
       "      <td>Action|Comedy|Crime</td>\n",
       "      <td>2066-12-16</td>\n",
       "      <td>14</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26268</th>\n",
       "      <td>0.202473</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Harper</td>\n",
       "      <td>Paul Newman|Lauren Bacall|Julie Harris|Arthur ...</td>\n",
       "      <td>Jack Smight</td>\n",
       "      <td>121</td>\n",
       "      <td>Action|Drama|Thriller|Crime|Mystery</td>\n",
       "      <td>2066-02-23</td>\n",
       "      <td>14</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15347</th>\n",
       "      <td>0.342791</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Born Free</td>\n",
       "      <td>Virginia McKenna|Bill Travers|Geoffrey Keen|Pe...</td>\n",
       "      <td>James Hill</td>\n",
       "      <td>95</td>\n",
       "      <td>Adventure|Drama|Action|Family|Foreign</td>\n",
       "      <td>2066-06-22</td>\n",
       "      <td>15</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37301</th>\n",
       "      <td>0.227220</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>A Big Hand for the Little Lady</td>\n",
       "      <td>Henry Fonda|Joanne Woodward|Jason Robards|Paul...</td>\n",
       "      <td>Fielder Cook</td>\n",
       "      <td>95</td>\n",
       "      <td>Western</td>\n",
       "      <td>2066-05-31</td>\n",
       "      <td>11</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15598</th>\n",
       "      <td>0.163592</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Alfie</td>\n",
       "      <td>Michael Caine|Shelley Winters|Millicent Martin...</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>114</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>2066-03-29</td>\n",
       "      <td>26</td>\n",
       "      <td>6.2</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31602</th>\n",
       "      <td>0.146402</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Chase</td>\n",
       "      <td>Marlon Brando|Jane Fonda|Robert Redford|E.G. M...</td>\n",
       "      <td>Arthur Penn</td>\n",
       "      <td>135</td>\n",
       "      <td>Thriller|Drama|Crime</td>\n",
       "      <td>2066-02-17</td>\n",
       "      <td>17</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13343</th>\n",
       "      <td>0.141026</td>\n",
       "      <td>700000</td>\n",
       "      <td>0</td>\n",
       "      <td>The Ghost &amp; Mr. Chicken</td>\n",
       "      <td>Don Knotts|Joan Staley|Liam Redmond|Dick Sarge...</td>\n",
       "      <td>Alan Rafkin</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy|Family|Mystery|Romance</td>\n",
       "      <td>2066-01-20</td>\n",
       "      <td>14</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1966</td>\n",
       "      <td>-700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20277</th>\n",
       "      <td>0.140934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Ugly Dachshund</td>\n",
       "      <td>Dean Jones|Suzanne Pleshette|Charles Ruggles|K...</td>\n",
       "      <td>Norman Tokar</td>\n",
       "      <td>93</td>\n",
       "      <td>Comedy|Drama|Family</td>\n",
       "      <td>2066-02-16</td>\n",
       "      <td>14</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5921</th>\n",
       "      <td>0.131378</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Nevada Smith</td>\n",
       "      <td>Steve McQueen|Karl Malden|Brian Keith|Arthur K...</td>\n",
       "      <td>Henry Hathaway</td>\n",
       "      <td>128</td>\n",
       "      <td>Action|Western</td>\n",
       "      <td>2066-06-10</td>\n",
       "      <td>10</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31918</th>\n",
       "      <td>0.317824</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Russians Are Coming, The Russians Are Coming</td>\n",
       "      <td>Carl Reiner|Eva Marie Saint|Alan Arkin|Brian K...</td>\n",
       "      <td>Norman Jewison</td>\n",
       "      <td>126</td>\n",
       "      <td>Comedy|War</td>\n",
       "      <td>2066-05-25</td>\n",
       "      <td>11</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20620</th>\n",
       "      <td>0.089072</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Seconds</td>\n",
       "      <td>Rock Hudson|Salome Jens|John Randolph|Will Gee...</td>\n",
       "      <td>John Frankenheimer</td>\n",
       "      <td>100</td>\n",
       "      <td>Mystery|Science Fiction|Thriller|Drama</td>\n",
       "      <td>2066-10-05</td>\n",
       "      <td>22</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5060</th>\n",
       "      <td>0.087034</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Carry On Screaming!</td>\n",
       "      <td>Kenneth Williams|Jim Dale|Harry H. Corbett|Joa...</td>\n",
       "      <td>Gerald Thomas</td>\n",
       "      <td>87</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>2066-05-20</td>\n",
       "      <td>13</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.080598</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Endless Summer</td>\n",
       "      <td>Michael Hynson|Robert August|Lord 'Tally Ho' B...</td>\n",
       "      <td>Bruce Brown</td>\n",
       "      <td>95</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>2066-06-15</td>\n",
       "      <td>11</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20379</th>\n",
       "      <td>0.065543</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Grand Prix</td>\n",
       "      <td>James Garner|Eva Marie Saint|Yves Montand|Tosh...</td>\n",
       "      <td>John Frankenheimer</td>\n",
       "      <td>176</td>\n",
       "      <td>Action|Adventure|Drama</td>\n",
       "      <td>2066-12-21</td>\n",
       "      <td>20</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39768</th>\n",
       "      <td>0.065141</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Beregis Avtomobilya</td>\n",
       "      <td>Innokentiy Smoktunovskiy|Oleg Efremov|Georgi Z...</td>\n",
       "      <td>Eldar Ryazanov</td>\n",
       "      <td>94</td>\n",
       "      <td>Mystery|Comedy</td>\n",
       "      <td>2066-01-01</td>\n",
       "      <td>11</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21449</th>\n",
       "      <td>0.064317</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>What's Up, Tiger Lily?</td>\n",
       "      <td>Tatsuya Mihashi|Akiko Wakabayashi|Mie Hama|Joh...</td>\n",
       "      <td>Woody Allen</td>\n",
       "      <td>80</td>\n",
       "      <td>Action|Comedy</td>\n",
       "      <td>2066-11-02</td>\n",
       "      <td>22</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22293</th>\n",
       "      <td>0.035919</td>\n",
       "      <td>19000</td>\n",
       "      <td>0</td>\n",
       "      <td>Manos: The Hands of Fate</td>\n",
       "      <td>Harold P. Warren|Tom Neyman|John Reynolds|Dian...</td>\n",
       "      <td>Harold P. Warren</td>\n",
       "      <td>74</td>\n",
       "      <td>Horror</td>\n",
       "      <td>2066-11-15</td>\n",
       "      <td>15</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1966</td>\n",
       "      <td>-19000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10731 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        popularity     budget     revenue  \\\n",
       "id                                          \n",
       "135397   32.985763  150000000  1513528810   \n",
       "76341    28.419936  150000000   378436354   \n",
       "262500   13.112507  110000000   295238201   \n",
       "140607   11.173104  200000000  2068178225   \n",
       "168259    9.335014  190000000  1506249360   \n",
       "281957    9.110700  135000000   532950503   \n",
       "87101     8.654359  155000000   440603537   \n",
       "286217    7.667400  108000000   595380321   \n",
       "211672    7.404165   74000000  1156730962   \n",
       "150540    6.326804  175000000   853708609   \n",
       "206647    6.200282  245000000   880674609   \n",
       "76757     6.189369  176000003   183987723   \n",
       "264660    6.118847   15000000    36869414   \n",
       "257344    5.984995   88000000   243637091   \n",
       "99861     5.944927  280000000  1405035767   \n",
       "273248    5.898400   44000000   155760117   \n",
       "260346    5.749758   48000000   325771424   \n",
       "102899    5.573184  130000000   518602163   \n",
       "150689    5.556818   95000000   542351353   \n",
       "131634    5.476958  160000000   650523427   \n",
       "158852    5.462138  190000000   209035668   \n",
       "307081    5.337064   30000000    91709827   \n",
       "254128    4.907832  110000000   470490832   \n",
       "216015    4.710402   40000000   569651467   \n",
       "318846    4.648046   28000000   133346506   \n",
       "177677    4.566713  150000000   682330139   \n",
       "214756    4.564549   68000000   215863606   \n",
       "207703    4.503789   81000000   403802136   \n",
       "314365    4.062293   20000000    88346473   \n",
       "294254    3.968891   61000000   311256926   \n",
       "...            ...        ...         ...   \n",
       "38720     0.239435          0           0   \n",
       "19728     0.291704          0           0   \n",
       "22383     0.151845          0           0   \n",
       "13353     0.276133          0           0   \n",
       "34388     0.102530          0           0   \n",
       "42701     0.264925      75000           0   \n",
       "36540     0.253437          0           0   \n",
       "29710     0.252399          0           0   \n",
       "23728     0.236098          0           0   \n",
       "5065      0.230873          0           0   \n",
       "17102     0.212716          0           0   \n",
       "28763     0.034555          0           0   \n",
       "2161      0.207257    5115000    12000000   \n",
       "28270     0.206537          0           0   \n",
       "26268     0.202473          0           0   \n",
       "15347     0.342791          0           0   \n",
       "37301     0.227220          0           0   \n",
       "15598     0.163592          0           0   \n",
       "31602     0.146402          0           0   \n",
       "13343     0.141026     700000           0   \n",
       "20277     0.140934          0           0   \n",
       "5921      0.131378          0           0   \n",
       "31918     0.317824          0           0   \n",
       "20620     0.089072          0           0   \n",
       "5060      0.087034          0           0   \n",
       "21        0.080598          0           0   \n",
       "20379     0.065543          0           0   \n",
       "39768     0.065141          0           0   \n",
       "21449     0.064317          0           0   \n",
       "22293     0.035919      19000           0   \n",
       "\n",
       "                                          original_title  \\\n",
       "id                                                         \n",
       "135397                                    Jurassic World   \n",
       "76341                                 Mad Max: Fury Road   \n",
       "262500                                         Insurgent   \n",
       "140607                      Star Wars: The Force Awakens   \n",
       "168259                                         Furious 7   \n",
       "281957                                      The Revenant   \n",
       "87101                                 Terminator Genisys   \n",
       "286217                                       The Martian   \n",
       "211672                                           Minions   \n",
       "150540                                        Inside Out   \n",
       "206647                                           Spectre   \n",
       "76757                                  Jupiter Ascending   \n",
       "264660                                        Ex Machina   \n",
       "257344                                            Pixels   \n",
       "99861                            Avengers: Age of Ultron   \n",
       "273248                                 The Hateful Eight   \n",
       "260346                                           Taken 3   \n",
       "102899                                           Ant-Man   \n",
       "150689                                        Cinderella   \n",
       "131634             The Hunger Games: Mockingjay - Part 2   \n",
       "158852                                      Tomorrowland   \n",
       "307081                                          Southpaw   \n",
       "254128                                       San Andreas   \n",
       "216015                              Fifty Shades of Grey   \n",
       "318846                                     The Big Short   \n",
       "177677                Mission: Impossible - Rogue Nation   \n",
       "214756                                             Ted 2   \n",
       "207703                      Kingsman: The Secret Service   \n",
       "314365                                         Spotlight   \n",
       "294254                    Maze Runner: The Scorch Trials   \n",
       "...                                                  ...   \n",
       "38720                                     Walk Don't Run   \n",
       "19728                                       The Blue Max   \n",
       "22383                                  The Professionals   \n",
       "13353              It's the Great Pumpkin, Charlie Brown   \n",
       "34388                                  Funeral in Berlin   \n",
       "42701                                       The Shooting   \n",
       "36540                 Winnie the Pooh and the Honey Tree   \n",
       "29710                                           Khartoum   \n",
       "23728                                      Our Man Flint   \n",
       "5065                                     Carry On Cowboy   \n",
       "17102                        Dracula: Prince of Darkness   \n",
       "28763                                   Island of Terror   \n",
       "2161                                    Fantastic Voyage   \n",
       "28270                                             Gambit   \n",
       "26268                                             Harper   \n",
       "15347                                          Born Free   \n",
       "37301                     A Big Hand for the Little Lady   \n",
       "15598                                              Alfie   \n",
       "31602                                          The Chase   \n",
       "13343                            The Ghost & Mr. Chicken   \n",
       "20277                                 The Ugly Dachshund   \n",
       "5921                                        Nevada Smith   \n",
       "31918   The Russians Are Coming, The Russians Are Coming   \n",
       "20620                                            Seconds   \n",
       "5060                                 Carry On Screaming!   \n",
       "21                                    The Endless Summer   \n",
       "20379                                         Grand Prix   \n",
       "39768                                Beregis Avtomobilya   \n",
       "21449                             What's Up, Tiger Lily?   \n",
       "22293                           Manos: The Hands of Fate   \n",
       "\n",
       "                                                     cast  \\\n",
       "id                                                          \n",
       "135397  Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   \n",
       "76341   Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...   \n",
       "262500  Shailene Woodley|Theo James|Kate Winslet|Ansel...   \n",
       "140607  Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   \n",
       "168259  Vin Diesel|Paul Walker|Jason Statham|Michelle ...   \n",
       "281957  Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...   \n",
       "87101   Arnold Schwarzenegger|Jason Clarke|Emilia Clar...   \n",
       "286217  Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...   \n",
       "211672  Sandra Bullock|Jon Hamm|Michael Keaton|Allison...   \n",
       "150540  Amy Poehler|Phyllis Smith|Richard Kind|Bill Ha...   \n",
       "206647  Daniel Craig|Christoph Waltz|LÃ©a Seydoux|Ralp...   \n",
       "76757   Mila Kunis|Channing Tatum|Sean Bean|Eddie Redm...   \n",
       "264660  Domhnall Gleeson|Alicia Vikander|Oscar Isaac|S...   \n",
       "257344  Adam Sandler|Michelle Monaghan|Peter Dinklage|...   \n",
       "99861   Robert Downey Jr.|Chris Hemsworth|Mark Ruffalo...   \n",
       "273248  Samuel L. Jackson|Kurt Russell|Jennifer Jason ...   \n",
       "260346  Liam Neeson|Forest Whitaker|Maggie Grace|Famke...   \n",
       "102899  Paul Rudd|Michael Douglas|Evangeline Lilly|Cor...   \n",
       "150689  Lily James|Cate Blanchett|Richard Madden|Helen...   \n",
       "131634  Jennifer Lawrence|Josh Hutcherson|Liam Hemswor...   \n",
       "158852  Britt Robertson|George Clooney|Raffey Cassidy|...   \n",
       "307081  Jake Gyllenhaal|Rachel McAdams|Forest Whitaker...   \n",
       "254128  Dwayne Johnson|Alexandra Daddario|Carla Gugino...   \n",
       "216015  Dakota Johnson|Jamie Dornan|Jennifer Ehle|Eloi...   \n",
       "318846  Christian Bale|Steve Carell|Ryan Gosling|Brad ...   \n",
       "177677  Tom Cruise|Jeremy Renner|Simon Pegg|Rebecca Fe...   \n",
       "214756  Mark Wahlberg|Seth MacFarlane|Amanda Seyfried|...   \n",
       "207703  Taron Egerton|Colin Firth|Samuel L. Jackson|Mi...   \n",
       "314365  Mark Ruffalo|Michael Keaton|Rachel McAdams|Lie...   \n",
       "294254  Dylan O'Brien|Kaya Scodelario|Thomas Brodie-Sa...   \n",
       "...                                                   ...   \n",
       "38720   Cary Grant|Samantha Eggar|Jim Hutton|John Stan...   \n",
       "19728   George Peppard|James Mason|Ursula Andress|Jere...   \n",
       "22383   Burt Lancaster|Lee Marvin|Robert Ryan|Woody St...   \n",
       "13353   Christopher Shea|Sally Dryer|Kathy Steinberg|A...   \n",
       "34388   Michael Caine|Paul Hubschmid|Oskar Homolka|Eva...   \n",
       "42701   Will Hutchins|Millie Perkins|Jack Nicholson|Wa...   \n",
       "36540   Sterling Holloway|Junius Matthews|Sebastian Ca...   \n",
       "29710   Charlton Heston|Laurence Olivier|Richard Johns...   \n",
       "23728   James Coburn|Lee J. Cobb|Gila Golan|Edward Mul...   \n",
       "5065    Sid James|Jim Dale|Angela Douglas|Kenneth Will...   \n",
       "17102   Christopher Lee|Barbara Shelley|Andrew Keir|Fr...   \n",
       "28763   Peter Cushing|Edward Judd|Carole Gray|Eddie By...   \n",
       "2161    Stephen Boyd|Raquel Welch|Edmond O'Brien|Donal...   \n",
       "28270   Michael Caine|Shirley MacLaine|Herbert Lom|Joh...   \n",
       "26268   Paul Newman|Lauren Bacall|Julie Harris|Arthur ...   \n",
       "15347   Virginia McKenna|Bill Travers|Geoffrey Keen|Pe...   \n",
       "37301   Henry Fonda|Joanne Woodward|Jason Robards|Paul...   \n",
       "15598   Michael Caine|Shelley Winters|Millicent Martin...   \n",
       "31602   Marlon Brando|Jane Fonda|Robert Redford|E.G. M...   \n",
       "13343   Don Knotts|Joan Staley|Liam Redmond|Dick Sarge...   \n",
       "20277   Dean Jones|Suzanne Pleshette|Charles Ruggles|K...   \n",
       "5921    Steve McQueen|Karl Malden|Brian Keith|Arthur K...   \n",
       "31918   Carl Reiner|Eva Marie Saint|Alan Arkin|Brian K...   \n",
       "20620   Rock Hudson|Salome Jens|John Randolph|Will Gee...   \n",
       "5060    Kenneth Williams|Jim Dale|Harry H. Corbett|Joa...   \n",
       "21      Michael Hynson|Robert August|Lord 'Tally Ho' B...   \n",
       "20379   James Garner|Eva Marie Saint|Yves Montand|Tosh...   \n",
       "39768   Innokentiy Smoktunovskiy|Oleg Efremov|Georgi Z...   \n",
       "21449   Tatsuya Mihashi|Akiko Wakabayashi|Mie Hama|Joh...   \n",
       "22293   Harold P. Warren|Tom Neyman|John Reynolds|Dian...   \n",
       "\n",
       "                              director  runtime  \\\n",
       "id                                                \n",
       "135397                 Colin Trevorrow      124   \n",
       "76341                    George Miller      120   \n",
       "262500                Robert Schwentke      119   \n",
       "140607                     J.J. Abrams      136   \n",
       "168259                       James Wan      137   \n",
       "281957  Alejandro GonzÃ¡lez IÃ±Ã¡rritu      156   \n",
       "87101                      Alan Taylor      125   \n",
       "286217                    Ridley Scott      141   \n",
       "211672        Kyle Balda|Pierre Coffin       91   \n",
       "150540                     Pete Docter       94   \n",
       "206647                      Sam Mendes      148   \n",
       "76757   Lana Wachowski|Lilly Wachowski      124   \n",
       "264660                    Alex Garland      108   \n",
       "257344                  Chris Columbus      105   \n",
       "99861                      Joss Whedon      141   \n",
       "273248               Quentin Tarantino      167   \n",
       "260346                 Olivier Megaton      109   \n",
       "102899                     Peyton Reed      115   \n",
       "150689                 Kenneth Branagh      112   \n",
       "131634                Francis Lawrence      136   \n",
       "158852                       Brad Bird      130   \n",
       "307081                   Antoine Fuqua      123   \n",
       "254128                     Brad Peyton      114   \n",
       "216015              Sam Taylor-Johnson      125   \n",
       "318846                      Adam McKay      130   \n",
       "177677           Christopher McQuarrie      131   \n",
       "214756                 Seth MacFarlane      115   \n",
       "207703                  Matthew Vaughn      130   \n",
       "314365                    Tom McCarthy      128   \n",
       "294254                        Wes Ball      132   \n",
       "...                                ...      ...   \n",
       "38720                  Charles Walters      114   \n",
       "19728                  John Guillermin      156   \n",
       "22383                   Richard Brooks      117   \n",
       "13353                    Bill Melendez       25   \n",
       "34388                     Guy Hamilton      102   \n",
       "42701                    Monte Hellman       82   \n",
       "36540              Wolfgang Reitherman       25   \n",
       "29710     Basil Dearden|Eliot Elisofon      134   \n",
       "23728                      Daniel Mann      108   \n",
       "5065                     Gerald Thomas       93   \n",
       "17102                   Terence Fisher       90   \n",
       "28763                   Terence Fisher       89   \n",
       "2161                 Richard Fleischer      100   \n",
       "28270                     Ronald Neame      109   \n",
       "26268                      Jack Smight      121   \n",
       "15347                       James Hill       95   \n",
       "37301                     Fielder Cook       95   \n",
       "15598                    Lewis Gilbert      114   \n",
       "31602                      Arthur Penn      135   \n",
       "13343                      Alan Rafkin       90   \n",
       "20277                     Norman Tokar       93   \n",
       "5921                    Henry Hathaway      128   \n",
       "31918                   Norman Jewison      126   \n",
       "20620               John Frankenheimer      100   \n",
       "5060                     Gerald Thomas       87   \n",
       "21                         Bruce Brown       95   \n",
       "20379               John Frankenheimer      176   \n",
       "39768                   Eldar Ryazanov       94   \n",
       "21449                      Woody Allen       80   \n",
       "22293                 Harold P. Warren       74   \n",
       "\n",
       "                                                 genres release_date  \\\n",
       "id                                                                     \n",
       "135397        Action|Adventure|Science Fiction|Thriller   2015-06-09   \n",
       "76341         Action|Adventure|Science Fiction|Thriller   2015-05-13   \n",
       "262500               Adventure|Science Fiction|Thriller   2015-03-18   \n",
       "140607         Action|Adventure|Science Fiction|Fantasy   2015-12-15   \n",
       "168259                            Action|Crime|Thriller   2015-04-01   \n",
       "281957                 Western|Drama|Adventure|Thriller   2015-12-25   \n",
       "87101         Science Fiction|Action|Thriller|Adventure   2015-06-23   \n",
       "286217                  Drama|Adventure|Science Fiction   2015-09-30   \n",
       "211672                Family|Animation|Adventure|Comedy   2015-06-17   \n",
       "150540                          Comedy|Animation|Family   2015-06-09   \n",
       "206647                           Action|Adventure|Crime   2015-10-26   \n",
       "76757          Science Fiction|Fantasy|Action|Adventure   2015-02-04   \n",
       "264660                            Drama|Science Fiction   2015-01-21   \n",
       "257344                    Action|Comedy|Science Fiction   2015-07-16   \n",
       "99861                  Action|Adventure|Science Fiction   2015-04-22   \n",
       "273248                      Crime|Drama|Mystery|Western   2015-12-25   \n",
       "260346                            Crime|Action|Thriller   2015-01-01   \n",
       "102899                 Science Fiction|Action|Adventure   2015-07-14   \n",
       "150689                     Romance|Fantasy|Family|Drama   2015-03-12   \n",
       "131634                    War|Adventure|Science Fiction   2015-11-18   \n",
       "158852  Action|Family|Science Fiction|Adventure|Mystery   2015-05-19   \n",
       "307081                                     Action|Drama   2015-06-15   \n",
       "254128                            Action|Drama|Thriller   2015-05-27   \n",
       "216015                                    Drama|Romance   2015-02-11   \n",
       "318846                                     Comedy|Drama   2015-12-11   \n",
       "177677                                           Action   2015-07-23   \n",
       "214756                                           Comedy   2015-06-25   \n",
       "207703                    Crime|Comedy|Action|Adventure   2015-01-24   \n",
       "314365                           Drama|Thriller|History   2015-11-06   \n",
       "294254                  Action|Science Fiction|Thriller   2015-09-09   \n",
       "...                                                 ...          ...   \n",
       "38720                                    Comedy|Romance   2066-01-01   \n",
       "19728                        War|Action|Adventure|Drama   2066-06-21   \n",
       "22383                          Action|Adventure|Western   2066-11-01   \n",
       "13353                                  Family|Animation   2066-10-27   \n",
       "34388                                          Thriller   2066-12-22   \n",
       "42701                                           Western   2066-10-23   \n",
       "36540                                  Animation|Family   2066-01-01   \n",
       "29710                Adventure|Drama|War|History|Action   2066-06-09   \n",
       "23728          Adventure|Comedy|Fantasy|Science Fiction   2066-01-16   \n",
       "5065                                     Comedy|Western   2066-03-01   \n",
       "17102                                            Horror   2066-01-09   \n",
       "28763                            Science Fiction|Horror   2066-06-20   \n",
       "2161                          Adventure|Science Fiction   2066-08-24   \n",
       "28270                               Action|Comedy|Crime   2066-12-16   \n",
       "26268               Action|Drama|Thriller|Crime|Mystery   2066-02-23   \n",
       "15347             Adventure|Drama|Action|Family|Foreign   2066-06-22   \n",
       "37301                                           Western   2066-05-31   \n",
       "15598                              Comedy|Drama|Romance   2066-03-29   \n",
       "31602                              Thriller|Drama|Crime   2066-02-17   \n",
       "13343                     Comedy|Family|Mystery|Romance   2066-01-20   \n",
       "20277                               Comedy|Drama|Family   2066-02-16   \n",
       "5921                                     Action|Western   2066-06-10   \n",
       "31918                                        Comedy|War   2066-05-25   \n",
       "20620            Mystery|Science Fiction|Thriller|Drama   2066-10-05   \n",
       "5060                                             Comedy   2066-05-20   \n",
       "21                                          Documentary   2066-06-15   \n",
       "20379                            Action|Adventure|Drama   2066-12-21   \n",
       "39768                                    Mystery|Comedy   2066-01-01   \n",
       "21449                                     Action|Comedy   2066-11-02   \n",
       "22293                                            Horror   2066-11-15   \n",
       "\n",
       "        vote_count  vote_average  release_year      profit  \n",
       "id                                                          \n",
       "135397        5562           6.5          2015  1363528810  \n",
       "76341         6185           7.1          2015   228436354  \n",
       "262500        2480           6.3          2015   185238201  \n",
       "140607        5292           7.5          2015  1868178225  \n",
       "168259        2947           7.3          2015  1316249360  \n",
       "281957        3929           7.2          2015   397950503  \n",
       "87101         2598           5.8          2015   285603537  \n",
       "286217        4572           7.6          2015   487380321  \n",
       "211672        2893           6.5          2015  1082730962  \n",
       "150540        3935           8.0          2015   678708609  \n",
       "206647        3254           6.2          2015   635674609  \n",
       "76757         1937           5.2          2015     7987720  \n",
       "264660        2854           7.6          2015    21869414  \n",
       "257344        1575           5.8          2015   155637091  \n",
       "99861         4304           7.4          2015  1125035767  \n",
       "273248        2389           7.4          2015   111760117  \n",
       "260346        1578           6.1          2015   277771424  \n",
       "102899        3779           7.0          2015   388602163  \n",
       "150689        1495           6.8          2015   447351353  \n",
       "131634        2380           6.5          2015   490523427  \n",
       "158852        1899           6.2          2015    19035668  \n",
       "307081        1386           7.3          2015    61709827  \n",
       "254128        2060           6.1          2015   360490832  \n",
       "216015        1865           5.3          2015   529651467  \n",
       "318846        1545           7.3          2015   105346506  \n",
       "177677        2349           7.1          2015   532330139  \n",
       "214756        1666           6.3          2015   147863606  \n",
       "207703        3833           7.6          2015   322802136  \n",
       "314365        1559           7.8          2015    68346473  \n",
       "294254        1849           6.4          2015   250256926  \n",
       "...            ...           ...           ...         ...  \n",
       "38720           11           5.8          1966           0  \n",
       "19728           12           5.5          1966           0  \n",
       "22383           21           6.0          1966           0  \n",
       "13353           49           7.2          1966           0  \n",
       "34388           13           5.7          1966           0  \n",
       "42701           12           5.5          1966      -75000  \n",
       "36540           12           7.9          1966           0  \n",
       "29710           12           5.8          1966           0  \n",
       "23728           13           5.6          1966           0  \n",
       "5065            15           5.9          1966           0  \n",
       "17102           16           5.7          1966           0  \n",
       "28763           13           5.3          1966           0  \n",
       "2161            42           6.7          1966     6885000  \n",
       "28270           14           6.1          1966           0  \n",
       "26268           14           6.0          1966           0  \n",
       "15347           15           6.6          1966           0  \n",
       "37301           11           6.0          1966           0  \n",
       "15598           26           6.2          1966           0  \n",
       "31602           17           6.0          1966           0  \n",
       "13343           14           6.1          1966     -700000  \n",
       "20277           14           5.7          1966           0  \n",
       "5921            10           5.9          1966           0  \n",
       "31918           11           5.5          1966           0  \n",
       "20620           22           6.6          1966           0  \n",
       "5060            13           7.0          1966           0  \n",
       "21              11           7.4          1966           0  \n",
       "20379           20           5.7          1966           0  \n",
       "39768           11           6.5          1966           0  \n",
       "21449           22           5.4          1966           0  \n",
       "22293           15           1.5          1966      -19000  \n",
       "\n",
       "[10731 rows x 13 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#put id as index\n",
    "df = tmdb_df.set_index('id')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "#split genres\n",
    "genres_df = df['genres'].str.split(\"|\", expand=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>id</th>\n",
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       "      <th></th>\n",
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       "  <tbody>\n",
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       "      <th rowspan=\"4\" valign=\"top\">135397</th>\n",
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       "      <td>Action</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Science Fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76341</th>\n",
       "      <th>0</th>\n",
       "      <td>Action</td>\n",
       "    </tr>\n",
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       "</div>"
      ],
      "text/plain": [
       "                        0\n",
       "id                       \n",
       "135397 0           Action\n",
       "       1        Adventure\n",
       "       2  Science Fiction\n",
       "       3         Thriller\n",
       "76341  0           Action"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creating a separate dataframe form unique genres records.\n",
    "genres_df = genres_df.stack()\n",
    "\n",
    "genres_df = pd.DataFrame(genres_df)\n",
    "genres_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Drama              4746\n",
       "Comedy             3775\n",
       "Thriller           2902\n",
       "Action             2376\n",
       "Romance            1708\n",
       "Horror             1636\n",
       "Adventure          1465\n",
       "Crime              1353\n",
       "Science Fiction    1221\n",
       "Family             1214\n",
       "Fantasy             908\n",
       "Mystery             808\n",
       "Animation           664\n",
       "Documentary         470\n",
       "Music               399\n",
       "History             330\n",
       "War                 268\n",
       "Foreign             184\n",
       "Western             164\n",
       "TV Movie            162\n",
       "Name: genres_adj, dtype: int64"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres_df.rename(columns={0:'genres_adj'}, inplace=True)\n",
    "genres_df.genres_adj.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "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>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>director</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>release_date</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>profit</th>\n",
       "      <th>genres_adj</th>\n",
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       "  <tbody>\n",
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       "      <td>135397</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",
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       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
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       "      <th>1</th>\n",
       "      <td>135397</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>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-06-09</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1363528810</td>\n",
       "      <td>Adventure</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>135397</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",
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       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-06-09</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1363528810</td>\n",
       "      <td>Science Fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>135397</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>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-06-09</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1363528810</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>76341</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>George Miller</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-05-13</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>228436354</td>\n",
       "      <td>Action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>76341</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>George Miller</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-05-13</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>228436354</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>76341</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>George Miller</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-05-13</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>228436354</td>\n",
       "      <td>Science Fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>76341</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>George Miller</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-05-13</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>228436354</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>262500</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>Robert Schwentke</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-03-18</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>185238201</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>262500</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>Robert Schwentke</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-03-18</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>185238201</td>\n",
       "      <td>Science Fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>262500</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>Robert Schwentke</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2015-03-18</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>185238201</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>140607</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>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1868178225</td>\n",
       "      <td>Action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>140607</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>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1868178225</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>140607</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>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1868178225</td>\n",
       "      <td>Science Fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>140607</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>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>2015-12-15</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1868178225</td>\n",
       "      <td>Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>168259</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>James Wan</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>1316249360</td>\n",
       "      <td>Action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>168259</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>James Wan</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>1316249360</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>168259</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>James Wan</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>2015-04-01</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>1316249360</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>281957</td>\n",
       "      <td>9.110700</td>\n",
       "      <td>135000000</td>\n",
       "      <td>532950503</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...</td>\n",
       "      <td>Alejandro GonzÃ¡lez IÃ±Ã¡rritu</td>\n",
       "      <td>156</td>\n",
       "      <td>Western|Drama|Adventure|Thriller</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>3929</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>397950503</td>\n",
       "      <td>Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>281957</td>\n",
       "      <td>9.110700</td>\n",
       "      <td>135000000</td>\n",
       "      <td>532950503</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...</td>\n",
       "      <td>Alejandro GonzÃ¡lez IÃ±Ã¡rritu</td>\n",
       "      <td>156</td>\n",
       "      <td>Western|Drama|Adventure|Thriller</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>3929</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>397950503</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>281957</td>\n",
       "      <td>9.110700</td>\n",
       "      <td>135000000</td>\n",
       "      <td>532950503</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...</td>\n",
       "      <td>Alejandro GonzÃ¡lez IÃ±Ã¡rritu</td>\n",
       "      <td>156</td>\n",
       "      <td>Western|Drama|Adventure|Thriller</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>3929</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>397950503</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>281957</td>\n",
       "      <td>9.110700</td>\n",
       "      <td>135000000</td>\n",
       "      <td>532950503</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...</td>\n",
       "      <td>Alejandro GonzÃ¡lez IÃ±Ã¡rritu</td>\n",
       "      <td>156</td>\n",
       "      <td>Western|Drama|Adventure|Thriller</td>\n",
       "      <td>2015-12-25</td>\n",
       "      <td>3929</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>397950503</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>87101</td>\n",
       "      <td>8.654359</td>\n",
       "      <td>155000000</td>\n",
       "      <td>440603537</td>\n",
       "      <td>Terminator Genisys</td>\n",
       "      <td>Arnold Schwarzenegger|Jason Clarke|Emilia Clar...</td>\n",
       "      <td>Alan Taylor</td>\n",
       "      <td>125</td>\n",
       "      <td>Science Fiction|Action|Thriller|Adventure</td>\n",
       "      <td>2015-06-23</td>\n",
       "      <td>2598</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>285603537</td>\n",
       "      <td>Science Fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>87101</td>\n",
       "      <td>8.654359</td>\n",
       "      <td>155000000</td>\n",
       "      <td>440603537</td>\n",
       "      <td>Terminator Genisys</td>\n",
       "      <td>Arnold Schwarzenegger|Jason Clarke|Emilia Clar...</td>\n",
       "      <td>Alan Taylor</td>\n",
       "      <td>125</td>\n",
       "      <td>Science Fiction|Action|Thriller|Adventure</td>\n",
       "      <td>2015-06-23</td>\n",
       "      <td>2598</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>285603537</td>\n",
       "      <td>Action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>87101</td>\n",
       "      <td>8.654359</td>\n",
       "      <td>155000000</td>\n",
       "      <td>440603537</td>\n",
       "      <td>Terminator Genisys</td>\n",
       "      <td>Arnold Schwarzenegger|Jason Clarke|Emilia Clar...</td>\n",
       "      <td>Alan Taylor</td>\n",
       "      <td>125</td>\n",
       "      <td>Science Fiction|Action|Thriller|Adventure</td>\n",
       "      <td>2015-06-23</td>\n",
       "      <td>2598</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>285603537</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>87101</td>\n",
       "      <td>8.654359</td>\n",
       "      <td>155000000</td>\n",
       "      <td>440603537</td>\n",
       "      <td>Terminator Genisys</td>\n",
       "      <td>Arnold Schwarzenegger|Jason Clarke|Emilia Clar...</td>\n",
       "      <td>Alan Taylor</td>\n",
       "      <td>125</td>\n",
       "      <td>Science Fiction|Action|Thriller|Adventure</td>\n",
       "      <td>2015-06-23</td>\n",
       "      <td>2598</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>285603537</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>286217</td>\n",
       "      <td>7.667400</td>\n",
       "      <td>108000000</td>\n",
       "      <td>595380321</td>\n",
       "      <td>The Martian</td>\n",
       "      <td>Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>141</td>\n",
       "      <td>Drama|Adventure|Science Fiction</td>\n",
       "      <td>2015-09-30</td>\n",
       "      <td>4572</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2015</td>\n",
       "      <td>487380321</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>286217</td>\n",
       "      <td>7.667400</td>\n",
       "      <td>108000000</td>\n",
       "      <td>595380321</td>\n",
       "      <td>The Martian</td>\n",
       "      <td>Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>141</td>\n",
       "      <td>Drama|Adventure|Science Fiction</td>\n",
       "      <td>2015-09-30</td>\n",
       "      <td>4572</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2015</td>\n",
       "      <td>487380321</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>286217</td>\n",
       "      <td>7.667400</td>\n",
       "      <td>108000000</td>\n",
       "      <td>595380321</td>\n",
       "      <td>The Martian</td>\n",
       "      <td>Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>141</td>\n",
       "      <td>Drama|Adventure|Science Fiction</td>\n",
       "      <td>2015-09-30</td>\n",
       "      <td>4572</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2015</td>\n",
       "      <td>487380321</td>\n",
       "      <td>Science Fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>211672</td>\n",
       "      <td>7.404165</td>\n",
       "      <td>74000000</td>\n",
       "      <td>1156730962</td>\n",
       "      <td>Minions</td>\n",
       "      <td>Sandra Bullock|Jon Hamm|Michael Keaton|Allison...</td>\n",
       "      <td>Kyle Balda|Pierre Coffin</td>\n",
       "      <td>91</td>\n",
       "      <td>Family|Animation|Adventure|Comedy</td>\n",
       "      <td>2015-06-17</td>\n",
       "      <td>2893</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1082730962</td>\n",
       "      <td>Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26723</th>\n",
       "      <td>15598</td>\n",
       "      <td>0.163592</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Alfie</td>\n",
       "      <td>Michael Caine|Shelley Winters|Millicent Martin...</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>114</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>2066-03-29</td>\n",
       "      <td>26</td>\n",
       "      <td>6.2</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26724</th>\n",
       "      <td>15598</td>\n",
       "      <td>0.163592</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Alfie</td>\n",
       "      <td>Michael Caine|Shelley Winters|Millicent Martin...</td>\n",
       "      <td>Lewis Gilbert</td>\n",
       "      <td>114</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>2066-03-29</td>\n",
       "      <td>26</td>\n",
       "      <td>6.2</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26725</th>\n",
       "      <td>31602</td>\n",
       "      <td>0.146402</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Chase</td>\n",
       "      <td>Marlon Brando|Jane Fonda|Robert Redford|E.G. M...</td>\n",
       "      <td>Arthur Penn</td>\n",
       "      <td>135</td>\n",
       "      <td>Thriller|Drama|Crime</td>\n",
       "      <td>2066-02-17</td>\n",
       "      <td>17</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26726</th>\n",
       "      <td>31602</td>\n",
       "      <td>0.146402</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Chase</td>\n",
       "      <td>Marlon Brando|Jane Fonda|Robert Redford|E.G. M...</td>\n",
       "      <td>Arthur Penn</td>\n",
       "      <td>135</td>\n",
       "      <td>Thriller|Drama|Crime</td>\n",
       "      <td>2066-02-17</td>\n",
       "      <td>17</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26727</th>\n",
       "      <td>31602</td>\n",
       "      <td>0.146402</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Chase</td>\n",
       "      <td>Marlon Brando|Jane Fonda|Robert Redford|E.G. M...</td>\n",
       "      <td>Arthur Penn</td>\n",
       "      <td>135</td>\n",
       "      <td>Thriller|Drama|Crime</td>\n",
       "      <td>2066-02-17</td>\n",
       "      <td>17</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26728</th>\n",
       "      <td>13343</td>\n",
       "      <td>0.141026</td>\n",
       "      <td>700000</td>\n",
       "      <td>0</td>\n",
       "      <td>The Ghost &amp; Mr. Chicken</td>\n",
       "      <td>Don Knotts|Joan Staley|Liam Redmond|Dick Sarge...</td>\n",
       "      <td>Alan Rafkin</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy|Family|Mystery|Romance</td>\n",
       "      <td>2066-01-20</td>\n",
       "      <td>14</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1966</td>\n",
       "      <td>-700000</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26729</th>\n",
       "      <td>13343</td>\n",
       "      <td>0.141026</td>\n",
       "      <td>700000</td>\n",
       "      <td>0</td>\n",
       "      <td>The Ghost &amp; Mr. Chicken</td>\n",
       "      <td>Don Knotts|Joan Staley|Liam Redmond|Dick Sarge...</td>\n",
       "      <td>Alan Rafkin</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy|Family|Mystery|Romance</td>\n",
       "      <td>2066-01-20</td>\n",
       "      <td>14</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1966</td>\n",
       "      <td>-700000</td>\n",
       "      <td>Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26730</th>\n",
       "      <td>13343</td>\n",
       "      <td>0.141026</td>\n",
       "      <td>700000</td>\n",
       "      <td>0</td>\n",
       "      <td>The Ghost &amp; Mr. Chicken</td>\n",
       "      <td>Don Knotts|Joan Staley|Liam Redmond|Dick Sarge...</td>\n",
       "      <td>Alan Rafkin</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy|Family|Mystery|Romance</td>\n",
       "      <td>2066-01-20</td>\n",
       "      <td>14</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1966</td>\n",
       "      <td>-700000</td>\n",
       "      <td>Mystery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26731</th>\n",
       "      <td>13343</td>\n",
       "      <td>0.141026</td>\n",
       "      <td>700000</td>\n",
       "      <td>0</td>\n",
       "      <td>The Ghost &amp; Mr. Chicken</td>\n",
       "      <td>Don Knotts|Joan Staley|Liam Redmond|Dick Sarge...</td>\n",
       "      <td>Alan Rafkin</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy|Family|Mystery|Romance</td>\n",
       "      <td>2066-01-20</td>\n",
       "      <td>14</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1966</td>\n",
       "      <td>-700000</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26732</th>\n",
       "      <td>20277</td>\n",
       "      <td>0.140934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Ugly Dachshund</td>\n",
       "      <td>Dean Jones|Suzanne Pleshette|Charles Ruggles|K...</td>\n",
       "      <td>Norman Tokar</td>\n",
       "      <td>93</td>\n",
       "      <td>Comedy|Drama|Family</td>\n",
       "      <td>2066-02-16</td>\n",
       "      <td>14</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26733</th>\n",
       "      <td>20277</td>\n",
       "      <td>0.140934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Ugly Dachshund</td>\n",
       "      <td>Dean Jones|Suzanne Pleshette|Charles Ruggles|K...</td>\n",
       "      <td>Norman Tokar</td>\n",
       "      <td>93</td>\n",
       "      <td>Comedy|Drama|Family</td>\n",
       "      <td>2066-02-16</td>\n",
       "      <td>14</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26734</th>\n",
       "      <td>20277</td>\n",
       "      <td>0.140934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Ugly Dachshund</td>\n",
       "      <td>Dean Jones|Suzanne Pleshette|Charles Ruggles|K...</td>\n",
       "      <td>Norman Tokar</td>\n",
       "      <td>93</td>\n",
       "      <td>Comedy|Drama|Family</td>\n",
       "      <td>2066-02-16</td>\n",
       "      <td>14</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26735</th>\n",
       "      <td>5921</td>\n",
       "      <td>0.131378</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Nevada Smith</td>\n",
       "      <td>Steve McQueen|Karl Malden|Brian Keith|Arthur K...</td>\n",
       "      <td>Henry Hathaway</td>\n",
       "      <td>128</td>\n",
       "      <td>Action|Western</td>\n",
       "      <td>2066-06-10</td>\n",
       "      <td>10</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26736</th>\n",
       "      <td>5921</td>\n",
       "      <td>0.131378</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Nevada Smith</td>\n",
       "      <td>Steve McQueen|Karl Malden|Brian Keith|Arthur K...</td>\n",
       "      <td>Henry Hathaway</td>\n",
       "      <td>128</td>\n",
       "      <td>Action|Western</td>\n",
       "      <td>2066-06-10</td>\n",
       "      <td>10</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26737</th>\n",
       "      <td>31918</td>\n",
       "      <td>0.317824</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Russians Are Coming, The Russians Are Coming</td>\n",
       "      <td>Carl Reiner|Eva Marie Saint|Alan Arkin|Brian K...</td>\n",
       "      <td>Norman Jewison</td>\n",
       "      <td>126</td>\n",
       "      <td>Comedy|War</td>\n",
       "      <td>2066-05-25</td>\n",
       "      <td>11</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26738</th>\n",
       "      <td>31918</td>\n",
       "      <td>0.317824</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Russians Are Coming, The Russians Are Coming</td>\n",
       "      <td>Carl Reiner|Eva Marie Saint|Alan Arkin|Brian K...</td>\n",
       "      <td>Norman Jewison</td>\n",
       "      <td>126</td>\n",
       "      <td>Comedy|War</td>\n",
       "      <td>2066-05-25</td>\n",
       "      <td>11</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26739</th>\n",
       "      <td>20620</td>\n",
       "      <td>0.089072</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Seconds</td>\n",
       "      <td>Rock Hudson|Salome Jens|John Randolph|Will Gee...</td>\n",
       "      <td>John Frankenheimer</td>\n",
       "      <td>100</td>\n",
       "      <td>Mystery|Science Fiction|Thriller|Drama</td>\n",
       "      <td>2066-10-05</td>\n",
       "      <td>22</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Mystery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26740</th>\n",
       "      <td>20620</td>\n",
       "      <td>0.089072</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Seconds</td>\n",
       "      <td>Rock Hudson|Salome Jens|John Randolph|Will Gee...</td>\n",
       "      <td>John Frankenheimer</td>\n",
       "      <td>100</td>\n",
       "      <td>Mystery|Science Fiction|Thriller|Drama</td>\n",
       "      <td>2066-10-05</td>\n",
       "      <td>22</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Science Fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26741</th>\n",
       "      <td>20620</td>\n",
       "      <td>0.089072</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Seconds</td>\n",
       "      <td>Rock Hudson|Salome Jens|John Randolph|Will Gee...</td>\n",
       "      <td>John Frankenheimer</td>\n",
       "      <td>100</td>\n",
       "      <td>Mystery|Science Fiction|Thriller|Drama</td>\n",
       "      <td>2066-10-05</td>\n",
       "      <td>22</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26742</th>\n",
       "      <td>20620</td>\n",
       "      <td>0.089072</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Seconds</td>\n",
       "      <td>Rock Hudson|Salome Jens|John Randolph|Will Gee...</td>\n",
       "      <td>John Frankenheimer</td>\n",
       "      <td>100</td>\n",
       "      <td>Mystery|Science Fiction|Thriller|Drama</td>\n",
       "      <td>2066-10-05</td>\n",
       "      <td>22</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26743</th>\n",
       "      <td>5060</td>\n",
       "      <td>0.087034</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Carry On Screaming!</td>\n",
       "      <td>Kenneth Williams|Jim Dale|Harry H. Corbett|Joa...</td>\n",
       "      <td>Gerald Thomas</td>\n",
       "      <td>87</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>2066-05-20</td>\n",
       "      <td>13</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26744</th>\n",
       "      <td>21</td>\n",
       "      <td>0.080598</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Endless Summer</td>\n",
       "      <td>Michael Hynson|Robert August|Lord 'Tally Ho' B...</td>\n",
       "      <td>Bruce Brown</td>\n",
       "      <td>95</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>2066-06-15</td>\n",
       "      <td>11</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26745</th>\n",
       "      <td>20379</td>\n",
       "      <td>0.065543</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Grand Prix</td>\n",
       "      <td>James Garner|Eva Marie Saint|Yves Montand|Tosh...</td>\n",
       "      <td>John Frankenheimer</td>\n",
       "      <td>176</td>\n",
       "      <td>Action|Adventure|Drama</td>\n",
       "      <td>2066-12-21</td>\n",
       "      <td>20</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26746</th>\n",
       "      <td>20379</td>\n",
       "      <td>0.065543</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Grand Prix</td>\n",
       "      <td>James Garner|Eva Marie Saint|Yves Montand|Tosh...</td>\n",
       "      <td>John Frankenheimer</td>\n",
       "      <td>176</td>\n",
       "      <td>Action|Adventure|Drama</td>\n",
       "      <td>2066-12-21</td>\n",
       "      <td>20</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26747</th>\n",
       "      <td>20379</td>\n",
       "      <td>0.065543</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Grand Prix</td>\n",
       "      <td>James Garner|Eva Marie Saint|Yves Montand|Tosh...</td>\n",
       "      <td>John Frankenheimer</td>\n",
       "      <td>176</td>\n",
       "      <td>Action|Adventure|Drama</td>\n",
       "      <td>2066-12-21</td>\n",
       "      <td>20</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26748</th>\n",
       "      <td>39768</td>\n",
       "      <td>0.065141</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Beregis Avtomobilya</td>\n",
       "      <td>Innokentiy Smoktunovskiy|Oleg Efremov|Georgi Z...</td>\n",
       "      <td>Eldar Ryazanov</td>\n",
       "      <td>94</td>\n",
       "      <td>Mystery|Comedy</td>\n",
       "      <td>2066-01-01</td>\n",
       "      <td>11</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Mystery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26749</th>\n",
       "      <td>39768</td>\n",
       "      <td>0.065141</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Beregis Avtomobilya</td>\n",
       "      <td>Innokentiy Smoktunovskiy|Oleg Efremov|Georgi Z...</td>\n",
       "      <td>Eldar Ryazanov</td>\n",
       "      <td>94</td>\n",
       "      <td>Mystery|Comedy</td>\n",
       "      <td>2066-01-01</td>\n",
       "      <td>11</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26750</th>\n",
       "      <td>21449</td>\n",
       "      <td>0.064317</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>What's Up, Tiger Lily?</td>\n",
       "      <td>Tatsuya Mihashi|Akiko Wakabayashi|Mie Hama|Joh...</td>\n",
       "      <td>Woody Allen</td>\n",
       "      <td>80</td>\n",
       "      <td>Action|Comedy</td>\n",
       "      <td>2066-11-02</td>\n",
       "      <td>22</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26751</th>\n",
       "      <td>21449</td>\n",
       "      <td>0.064317</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>What's Up, Tiger Lily?</td>\n",
       "      <td>Tatsuya Mihashi|Akiko Wakabayashi|Mie Hama|Joh...</td>\n",
       "      <td>Woody Allen</td>\n",
       "      <td>80</td>\n",
       "      <td>Action|Comedy</td>\n",
       "      <td>2066-11-02</td>\n",
       "      <td>22</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1966</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26752</th>\n",
       "      <td>22293</td>\n",
       "      <td>0.035919</td>\n",
       "      <td>19000</td>\n",
       "      <td>0</td>\n",
       "      <td>Manos: The Hands of Fate</td>\n",
       "      <td>Harold P. Warren|Tom Neyman|John Reynolds|Dian...</td>\n",
       "      <td>Harold P. Warren</td>\n",
       "      <td>74</td>\n",
       "      <td>Horror</td>\n",
       "      <td>2066-11-15</td>\n",
       "      <td>15</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1966</td>\n",
       "      <td>-19000</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26753 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id  popularity     budget     revenue  \\\n",
       "0      135397   32.985763  150000000  1513528810   \n",
       "1      135397   32.985763  150000000  1513528810   \n",
       "2      135397   32.985763  150000000  1513528810   \n",
       "3      135397   32.985763  150000000  1513528810   \n",
       "4       76341   28.419936  150000000   378436354   \n",
       "5       76341   28.419936  150000000   378436354   \n",
       "6       76341   28.419936  150000000   378436354   \n",
       "7       76341   28.419936  150000000   378436354   \n",
       "8      262500   13.112507  110000000   295238201   \n",
       "9      262500   13.112507  110000000   295238201   \n",
       "10     262500   13.112507  110000000   295238201   \n",
       "11     140607   11.173104  200000000  2068178225   \n",
       "12     140607   11.173104  200000000  2068178225   \n",
       "13     140607   11.173104  200000000  2068178225   \n",
       "14     140607   11.173104  200000000  2068178225   \n",
       "15     168259    9.335014  190000000  1506249360   \n",
       "16     168259    9.335014  190000000  1506249360   \n",
       "17     168259    9.335014  190000000  1506249360   \n",
       "18     281957    9.110700  135000000   532950503   \n",
       "19     281957    9.110700  135000000   532950503   \n",
       "20     281957    9.110700  135000000   532950503   \n",
       "21     281957    9.110700  135000000   532950503   \n",
       "22      87101    8.654359  155000000   440603537   \n",
       "23      87101    8.654359  155000000   440603537   \n",
       "24      87101    8.654359  155000000   440603537   \n",
       "25      87101    8.654359  155000000   440603537   \n",
       "26     286217    7.667400  108000000   595380321   \n",
       "27     286217    7.667400  108000000   595380321   \n",
       "28     286217    7.667400  108000000   595380321   \n",
       "29     211672    7.404165   74000000  1156730962   \n",
       "...       ...         ...        ...         ...   \n",
       "26723   15598    0.163592          0           0   \n",
       "26724   15598    0.163592          0           0   \n",
       "26725   31602    0.146402          0           0   \n",
       "26726   31602    0.146402          0           0   \n",
       "26727   31602    0.146402          0           0   \n",
       "26728   13343    0.141026     700000           0   \n",
       "26729   13343    0.141026     700000           0   \n",
       "26730   13343    0.141026     700000           0   \n",
       "26731   13343    0.141026     700000           0   \n",
       "26732   20277    0.140934          0           0   \n",
       "26733   20277    0.140934          0           0   \n",
       "26734   20277    0.140934          0           0   \n",
       "26735    5921    0.131378          0           0   \n",
       "26736    5921    0.131378          0           0   \n",
       "26737   31918    0.317824          0           0   \n",
       "26738   31918    0.317824          0           0   \n",
       "26739   20620    0.089072          0           0   \n",
       "26740   20620    0.089072          0           0   \n",
       "26741   20620    0.089072          0           0   \n",
       "26742   20620    0.089072          0           0   \n",
       "26743    5060    0.087034          0           0   \n",
       "26744      21    0.080598          0           0   \n",
       "26745   20379    0.065543          0           0   \n",
       "26746   20379    0.065543          0           0   \n",
       "26747   20379    0.065543          0           0   \n",
       "26748   39768    0.065141          0           0   \n",
       "26749   39768    0.065141          0           0   \n",
       "26750   21449    0.064317          0           0   \n",
       "26751   21449    0.064317          0           0   \n",
       "26752   22293    0.035919      19000           0   \n",
       "\n",
       "                                         original_title  \\\n",
       "0                                        Jurassic World   \n",
       "1                                        Jurassic World   \n",
       "2                                        Jurassic World   \n",
       "3                                        Jurassic World   \n",
       "4                                    Mad Max: Fury Road   \n",
       "5                                    Mad Max: Fury Road   \n",
       "6                                    Mad Max: Fury Road   \n",
       "7                                    Mad Max: Fury Road   \n",
       "8                                             Insurgent   \n",
       "9                                             Insurgent   \n",
       "10                                            Insurgent   \n",
       "11                         Star Wars: The Force Awakens   \n",
       "12                         Star Wars: The Force Awakens   \n",
       "13                         Star Wars: The Force Awakens   \n",
       "14                         Star Wars: The Force Awakens   \n",
       "15                                            Furious 7   \n",
       "16                                            Furious 7   \n",
       "17                                            Furious 7   \n",
       "18                                         The Revenant   \n",
       "19                                         The Revenant   \n",
       "20                                         The Revenant   \n",
       "21                                         The Revenant   \n",
       "22                                   Terminator Genisys   \n",
       "23                                   Terminator Genisys   \n",
       "24                                   Terminator Genisys   \n",
       "25                                   Terminator Genisys   \n",
       "26                                          The Martian   \n",
       "27                                          The Martian   \n",
       "28                                          The Martian   \n",
       "29                                              Minions   \n",
       "...                                                 ...   \n",
       "26723                                             Alfie   \n",
       "26724                                             Alfie   \n",
       "26725                                         The Chase   \n",
       "26726                                         The Chase   \n",
       "26727                                         The Chase   \n",
       "26728                           The Ghost & Mr. Chicken   \n",
       "26729                           The Ghost & Mr. Chicken   \n",
       "26730                           The Ghost & Mr. Chicken   \n",
       "26731                           The Ghost & Mr. Chicken   \n",
       "26732                                The Ugly Dachshund   \n",
       "26733                                The Ugly Dachshund   \n",
       "26734                                The Ugly Dachshund   \n",
       "26735                                      Nevada Smith   \n",
       "26736                                      Nevada Smith   \n",
       "26737  The Russians Are Coming, The Russians Are Coming   \n",
       "26738  The Russians Are Coming, The Russians Are Coming   \n",
       "26739                                           Seconds   \n",
       "26740                                           Seconds   \n",
       "26741                                           Seconds   \n",
       "26742                                           Seconds   \n",
       "26743                               Carry On Screaming!   \n",
       "26744                                The Endless Summer   \n",
       "26745                                        Grand Prix   \n",
       "26746                                        Grand Prix   \n",
       "26747                                        Grand Prix   \n",
       "26748                               Beregis Avtomobilya   \n",
       "26749                               Beregis Avtomobilya   \n",
       "26750                            What's Up, Tiger Lily?   \n",
       "26751                            What's Up, Tiger Lily?   \n",
       "26752                          Manos: The Hands of Fate   \n",
       "\n",
       "                                                    cast  \\\n",
       "0      Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   \n",
       "1      Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   \n",
       "2      Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   \n",
       "3      Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   \n",
       "4      Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...   \n",
       "5      Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...   \n",
       "6      Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...   \n",
       "7      Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...   \n",
       "8      Shailene Woodley|Theo James|Kate Winslet|Ansel...   \n",
       "9      Shailene Woodley|Theo James|Kate Winslet|Ansel...   \n",
       "10     Shailene Woodley|Theo James|Kate Winslet|Ansel...   \n",
       "11     Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   \n",
       "12     Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   \n",
       "13     Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   \n",
       "14     Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   \n",
       "15     Vin Diesel|Paul Walker|Jason Statham|Michelle ...   \n",
       "16     Vin Diesel|Paul Walker|Jason Statham|Michelle ...   \n",
       "17     Vin Diesel|Paul Walker|Jason Statham|Michelle ...   \n",
       "18     Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...   \n",
       "19     Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...   \n",
       "20     Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...   \n",
       "21     Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...   \n",
       "22     Arnold Schwarzenegger|Jason Clarke|Emilia Clar...   \n",
       "23     Arnold Schwarzenegger|Jason Clarke|Emilia Clar...   \n",
       "24     Arnold Schwarzenegger|Jason Clarke|Emilia Clar...   \n",
       "25     Arnold Schwarzenegger|Jason Clarke|Emilia Clar...   \n",
       "26     Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...   \n",
       "27     Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...   \n",
       "28     Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...   \n",
       "29     Sandra Bullock|Jon Hamm|Michael Keaton|Allison...   \n",
       "...                                                  ...   \n",
       "26723  Michael Caine|Shelley Winters|Millicent Martin...   \n",
       "26724  Michael Caine|Shelley Winters|Millicent Martin...   \n",
       "26725  Marlon Brando|Jane Fonda|Robert Redford|E.G. M...   \n",
       "26726  Marlon Brando|Jane Fonda|Robert Redford|E.G. M...   \n",
       "26727  Marlon Brando|Jane Fonda|Robert Redford|E.G. M...   \n",
       "26728  Don Knotts|Joan Staley|Liam Redmond|Dick Sarge...   \n",
       "26729  Don Knotts|Joan Staley|Liam Redmond|Dick Sarge...   \n",
       "26730  Don Knotts|Joan Staley|Liam Redmond|Dick Sarge...   \n",
       "26731  Don Knotts|Joan Staley|Liam Redmond|Dick Sarge...   \n",
       "26732  Dean Jones|Suzanne Pleshette|Charles Ruggles|K...   \n",
       "26733  Dean Jones|Suzanne Pleshette|Charles Ruggles|K...   \n",
       "26734  Dean Jones|Suzanne Pleshette|Charles Ruggles|K...   \n",
       "26735  Steve McQueen|Karl Malden|Brian Keith|Arthur K...   \n",
       "26736  Steve McQueen|Karl Malden|Brian Keith|Arthur K...   \n",
       "26737  Carl Reiner|Eva Marie Saint|Alan Arkin|Brian K...   \n",
       "26738  Carl Reiner|Eva Marie Saint|Alan Arkin|Brian K...   \n",
       "26739  Rock Hudson|Salome Jens|John Randolph|Will Gee...   \n",
       "26740  Rock Hudson|Salome Jens|John Randolph|Will Gee...   \n",
       "26741  Rock Hudson|Salome Jens|John Randolph|Will Gee...   \n",
       "26742  Rock Hudson|Salome Jens|John Randolph|Will Gee...   \n",
       "26743  Kenneth Williams|Jim Dale|Harry H. Corbett|Joa...   \n",
       "26744  Michael Hynson|Robert August|Lord 'Tally Ho' B...   \n",
       "26745  James Garner|Eva Marie Saint|Yves Montand|Tosh...   \n",
       "26746  James Garner|Eva Marie Saint|Yves Montand|Tosh...   \n",
       "26747  James Garner|Eva Marie Saint|Yves Montand|Tosh...   \n",
       "26748  Innokentiy Smoktunovskiy|Oleg Efremov|Georgi Z...   \n",
       "26749  Innokentiy Smoktunovskiy|Oleg Efremov|Georgi Z...   \n",
       "26750  Tatsuya Mihashi|Akiko Wakabayashi|Mie Hama|Joh...   \n",
       "26751  Tatsuya Mihashi|Akiko Wakabayashi|Mie Hama|Joh...   \n",
       "26752  Harold P. Warren|Tom Neyman|John Reynolds|Dian...   \n",
       "\n",
       "                             director  runtime  \\\n",
       "0                     Colin Trevorrow      124   \n",
       "1                     Colin Trevorrow      124   \n",
       "2                     Colin Trevorrow      124   \n",
       "3                     Colin Trevorrow      124   \n",
       "4                       George Miller      120   \n",
       "5                       George Miller      120   \n",
       "6                       George Miller      120   \n",
       "7                       George Miller      120   \n",
       "8                    Robert Schwentke      119   \n",
       "9                    Robert Schwentke      119   \n",
       "10                   Robert Schwentke      119   \n",
       "11                        J.J. Abrams      136   \n",
       "12                        J.J. Abrams      136   \n",
       "13                        J.J. Abrams      136   \n",
       "14                        J.J. Abrams      136   \n",
       "15                          James Wan      137   \n",
       "16                          James Wan      137   \n",
       "17                          James Wan      137   \n",
       "18     Alejandro GonzÃ¡lez IÃ±Ã¡rritu      156   \n",
       "19     Alejandro GonzÃ¡lez IÃ±Ã¡rritu      156   \n",
       "20     Alejandro GonzÃ¡lez IÃ±Ã¡rritu      156   \n",
       "21     Alejandro GonzÃ¡lez IÃ±Ã¡rritu      156   \n",
       "22                        Alan Taylor      125   \n",
       "23                        Alan Taylor      125   \n",
       "24                        Alan Taylor      125   \n",
       "25                        Alan Taylor      125   \n",
       "26                       Ridley Scott      141   \n",
       "27                       Ridley Scott      141   \n",
       "28                       Ridley Scott      141   \n",
       "29           Kyle Balda|Pierre Coffin       91   \n",
       "...                               ...      ...   \n",
       "26723                   Lewis Gilbert      114   \n",
       "26724                   Lewis Gilbert      114   \n",
       "26725                     Arthur Penn      135   \n",
       "26726                     Arthur Penn      135   \n",
       "26727                     Arthur Penn      135   \n",
       "26728                     Alan Rafkin       90   \n",
       "26729                     Alan Rafkin       90   \n",
       "26730                     Alan Rafkin       90   \n",
       "26731                     Alan Rafkin       90   \n",
       "26732                    Norman Tokar       93   \n",
       "26733                    Norman Tokar       93   \n",
       "26734                    Norman Tokar       93   \n",
       "26735                  Henry Hathaway      128   \n",
       "26736                  Henry Hathaway      128   \n",
       "26737                  Norman Jewison      126   \n",
       "26738                  Norman Jewison      126   \n",
       "26739              John Frankenheimer      100   \n",
       "26740              John Frankenheimer      100   \n",
       "26741              John Frankenheimer      100   \n",
       "26742              John Frankenheimer      100   \n",
       "26743                   Gerald Thomas       87   \n",
       "26744                     Bruce Brown       95   \n",
       "26745              John Frankenheimer      176   \n",
       "26746              John Frankenheimer      176   \n",
       "26747              John Frankenheimer      176   \n",
       "26748                  Eldar Ryazanov       94   \n",
       "26749                  Eldar Ryazanov       94   \n",
       "26750                     Woody Allen       80   \n",
       "26751                     Woody Allen       80   \n",
       "26752                Harold P. Warren       74   \n",
       "\n",
       "                                          genres release_date  vote_count  \\\n",
       "0      Action|Adventure|Science Fiction|Thriller   2015-06-09        5562   \n",
       "1      Action|Adventure|Science Fiction|Thriller   2015-06-09        5562   \n",
       "2      Action|Adventure|Science Fiction|Thriller   2015-06-09        5562   \n",
       "3      Action|Adventure|Science Fiction|Thriller   2015-06-09        5562   \n",
       "4      Action|Adventure|Science Fiction|Thriller   2015-05-13        6185   \n",
       "5      Action|Adventure|Science Fiction|Thriller   2015-05-13        6185   \n",
       "6      Action|Adventure|Science Fiction|Thriller   2015-05-13        6185   \n",
       "7      Action|Adventure|Science Fiction|Thriller   2015-05-13        6185   \n",
       "8             Adventure|Science Fiction|Thriller   2015-03-18        2480   \n",
       "9             Adventure|Science Fiction|Thriller   2015-03-18        2480   \n",
       "10            Adventure|Science Fiction|Thriller   2015-03-18        2480   \n",
       "11      Action|Adventure|Science Fiction|Fantasy   2015-12-15        5292   \n",
       "12      Action|Adventure|Science Fiction|Fantasy   2015-12-15        5292   \n",
       "13      Action|Adventure|Science Fiction|Fantasy   2015-12-15        5292   \n",
       "14      Action|Adventure|Science Fiction|Fantasy   2015-12-15        5292   \n",
       "15                         Action|Crime|Thriller   2015-04-01        2947   \n",
       "16                         Action|Crime|Thriller   2015-04-01        2947   \n",
       "17                         Action|Crime|Thriller   2015-04-01        2947   \n",
       "18              Western|Drama|Adventure|Thriller   2015-12-25        3929   \n",
       "19              Western|Drama|Adventure|Thriller   2015-12-25        3929   \n",
       "20              Western|Drama|Adventure|Thriller   2015-12-25        3929   \n",
       "21              Western|Drama|Adventure|Thriller   2015-12-25        3929   \n",
       "22     Science Fiction|Action|Thriller|Adventure   2015-06-23        2598   \n",
       "23     Science Fiction|Action|Thriller|Adventure   2015-06-23        2598   \n",
       "24     Science Fiction|Action|Thriller|Adventure   2015-06-23        2598   \n",
       "25     Science Fiction|Action|Thriller|Adventure   2015-06-23        2598   \n",
       "26               Drama|Adventure|Science Fiction   2015-09-30        4572   \n",
       "27               Drama|Adventure|Science Fiction   2015-09-30        4572   \n",
       "28               Drama|Adventure|Science Fiction   2015-09-30        4572   \n",
       "29             Family|Animation|Adventure|Comedy   2015-06-17        2893   \n",
       "...                                          ...          ...         ...   \n",
       "26723                       Comedy|Drama|Romance   2066-03-29          26   \n",
       "26724                       Comedy|Drama|Romance   2066-03-29          26   \n",
       "26725                       Thriller|Drama|Crime   2066-02-17          17   \n",
       "26726                       Thriller|Drama|Crime   2066-02-17          17   \n",
       "26727                       Thriller|Drama|Crime   2066-02-17          17   \n",
       "26728              Comedy|Family|Mystery|Romance   2066-01-20          14   \n",
       "26729              Comedy|Family|Mystery|Romance   2066-01-20          14   \n",
       "26730              Comedy|Family|Mystery|Romance   2066-01-20          14   \n",
       "26731              Comedy|Family|Mystery|Romance   2066-01-20          14   \n",
       "26732                        Comedy|Drama|Family   2066-02-16          14   \n",
       "26733                        Comedy|Drama|Family   2066-02-16          14   \n",
       "26734                        Comedy|Drama|Family   2066-02-16          14   \n",
       "26735                             Action|Western   2066-06-10          10   \n",
       "26736                             Action|Western   2066-06-10          10   \n",
       "26737                                 Comedy|War   2066-05-25          11   \n",
       "26738                                 Comedy|War   2066-05-25          11   \n",
       "26739     Mystery|Science Fiction|Thriller|Drama   2066-10-05          22   \n",
       "26740     Mystery|Science Fiction|Thriller|Drama   2066-10-05          22   \n",
       "26741     Mystery|Science Fiction|Thriller|Drama   2066-10-05          22   \n",
       "26742     Mystery|Science Fiction|Thriller|Drama   2066-10-05          22   \n",
       "26743                                     Comedy   2066-05-20          13   \n",
       "26744                                Documentary   2066-06-15          11   \n",
       "26745                     Action|Adventure|Drama   2066-12-21          20   \n",
       "26746                     Action|Adventure|Drama   2066-12-21          20   \n",
       "26747                     Action|Adventure|Drama   2066-12-21          20   \n",
       "26748                             Mystery|Comedy   2066-01-01          11   \n",
       "26749                             Mystery|Comedy   2066-01-01          11   \n",
       "26750                              Action|Comedy   2066-11-02          22   \n",
       "26751                              Action|Comedy   2066-11-02          22   \n",
       "26752                                     Horror   2066-11-15          15   \n",
       "\n",
       "       vote_average  release_year      profit       genres_adj  \n",
       "0               6.5          2015  1363528810           Action  \n",
       "1               6.5          2015  1363528810        Adventure  \n",
       "2               6.5          2015  1363528810  Science Fiction  \n",
       "3               6.5          2015  1363528810         Thriller  \n",
       "4               7.1          2015   228436354           Action  \n",
       "5               7.1          2015   228436354        Adventure  \n",
       "6               7.1          2015   228436354  Science Fiction  \n",
       "7               7.1          2015   228436354         Thriller  \n",
       "8               6.3          2015   185238201        Adventure  \n",
       "9               6.3          2015   185238201  Science Fiction  \n",
       "10              6.3          2015   185238201         Thriller  \n",
       "11              7.5          2015  1868178225           Action  \n",
       "12              7.5          2015  1868178225        Adventure  \n",
       "13              7.5          2015  1868178225  Science Fiction  \n",
       "14              7.5          2015  1868178225          Fantasy  \n",
       "15              7.3          2015  1316249360           Action  \n",
       "16              7.3          2015  1316249360            Crime  \n",
       "17              7.3          2015  1316249360         Thriller  \n",
       "18              7.2          2015   397950503          Western  \n",
       "19              7.2          2015   397950503            Drama  \n",
       "20              7.2          2015   397950503        Adventure  \n",
       "21              7.2          2015   397950503         Thriller  \n",
       "22              5.8          2015   285603537  Science Fiction  \n",
       "23              5.8          2015   285603537           Action  \n",
       "24              5.8          2015   285603537         Thriller  \n",
       "25              5.8          2015   285603537        Adventure  \n",
       "26              7.6          2015   487380321            Drama  \n",
       "27              7.6          2015   487380321        Adventure  \n",
       "28              7.6          2015   487380321  Science Fiction  \n",
       "29              6.5          2015  1082730962           Family  \n",
       "...             ...           ...         ...              ...  \n",
       "26723           6.2          1966           0            Drama  \n",
       "26724           6.2          1966           0          Romance  \n",
       "26725           6.0          1966           0         Thriller  \n",
       "26726           6.0          1966           0            Drama  \n",
       "26727           6.0          1966           0            Crime  \n",
       "26728           6.1          1966     -700000           Comedy  \n",
       "26729           6.1          1966     -700000           Family  \n",
       "26730           6.1          1966     -700000          Mystery  \n",
       "26731           6.1          1966     -700000          Romance  \n",
       "26732           5.7          1966           0           Comedy  \n",
       "26733           5.7          1966           0            Drama  \n",
       "26734           5.7          1966           0           Family  \n",
       "26735           5.9          1966           0           Action  \n",
       "26736           5.9          1966           0          Western  \n",
       "26737           5.5          1966           0           Comedy  \n",
       "26738           5.5          1966           0              War  \n",
       "26739           6.6          1966           0          Mystery  \n",
       "26740           6.6          1966           0  Science Fiction  \n",
       "26741           6.6          1966           0         Thriller  \n",
       "26742           6.6          1966           0            Drama  \n",
       "26743           7.0          1966           0           Comedy  \n",
       "26744           7.4          1966           0      Documentary  \n",
       "26745           5.7          1966           0           Action  \n",
       "26746           5.7          1966           0        Adventure  \n",
       "26747           5.7          1966           0            Drama  \n",
       "26748           6.5          1966           0          Mystery  \n",
       "26749           6.5          1966           0           Comedy  \n",
       "26750           5.4          1966           0           Action  \n",
       "26751           5.4          1966           0           Comedy  \n",
       "26752           1.5          1966      -19000           Horror  \n",
       "\n",
       "[26753 rows x 15 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#merge column with original data\n",
    "tmdb_df = tmdb_df.merge(genres_df, on = 'id')\n",
    "tmdb_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmdb_df = tmdb_df.groupby(['genres_adj'])['revenue'].mean()\n",
    "#tmdb_df.plot(kind = 'barh', x = 'genres_adj',figsize=(14,6))\n",
    "#plt.title('Genres & Revenue', fontsize =(14))\n",
    "#plt.xlabel('Genres', fontsize=(12))\n",
    "#plt.ylabel('Revenue', fontsize=(12))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Revenue')"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JkiRJ0owtJDF6J/DRJHsDGyW5M3AobYidJEmSJC1ZCxlK9ypa4YVDgE2BdwNvA16/AeKSJEmSpJlZ58Soqgr4r+5HkiRJkq4x1jkxSnKP1d1XVcctTjiSJEmSNHsLGUr3rjm3twWuBawAbr5oEUmSJEnSjC1kKN2O07eTbAy8GLhksYOSJEmSpFlaSFW6VVTVlcArgOctXjiSJEmSNHvrnRh17g38cTECkSRJkqS+LKT4wnlATW26LnBt4CmLHZQkSZIkzdJCii/sP+f2pcB3q+riRYxHkiRJkmZuIcUXvrAhA5EkSZKkvixkKN0NgOcAewCbT99XVX+1yHFJkiRJ0swsZCjdB4HNgMOB322YcCRJkiRp9haSGN0F2Laq/m99HijJPsDrgY2Bd1bVK+fZ55HAQbQiD6dW1aPX57EkSZIkaSEWkhidBmwHfH+hD9ItBnsIrbz3CuDEJEdW1VlT++wM/AuwV1X9JskNF/o4kiRJkrQ+FpIYHQd8Osl7gJ9P31FV717L3+4JnFNV5wIkOQx4CHDW1D5PBg6pqt90xzx/AbFJkiRJ0npbSGJ0N1pvz73nbC9gbYnRTYHzpm6vAO44Z59dAJJ8hTbc7qCq+vQC4pMkSZKk9bKQct17/wmPk/kOOU8sOwN3pw3Z+1KS3avqwlUOlBwAHACwww47/AkhSZIkSVKz0UJ2TvJnSR6b5Lnd7Zsk2W4d/nQFsP3U7e2An86zz/9W1eVV9QPgbFqitIqqentVLa+q5dtuu+1CwpckSZKkea1zYpTkr2nJymOAl3Sbdwbesg5/fiKwc5Idk1wL2Bc4cs4+/wPs3T3WNrShdeeua3ySJEmStL4W0mP0X8Cjqmof4Ipu29dphRXWqKquAA4EjgG+DRxeVWcmOTjJg7vdjgF+leQs4HjguVX1qwXEJ0mSJEnrZSHFF5ZV1bHd75P5QZet6zGq6mjg6DnbXjL1ewHP6n4kSZIkaWYW0mN0VpL7ztl2L+D0RYxHkiRJkmZuIT1GzwY+meQo4DpJ3gY8iLYekSRJkiQtWevcY1RVJwC3A86krVv0A2DPqjpxA8UmSZIkSTOxzj1GSfaoqlOAV2/AeCRJkiRp5hYyx+izSc5K8uIkO26wiCRJkiRpxhaSGP058FxgV+DUJF9L8tQkN9wwoUmSJEnSbCxkjtGVVXVUVe0P3Ah4PfBw4LwNFZwkSZIkzcJCeowASHJt4IHAo4DlwJcWOyhJkiRJmqV1ToyS3D/J+4HzaaW7vwDsVFX32lDBSZIkSdIsLGQdo9cCHwJuX1Xf30DxSJIkSdLMrXNiVFW7bchAJEmSJKkvCxlKt1mSVyQ5N8lF3bb7JDlww4UnSZIkSRveQoov/BewO/AYoLptZwL/tNhBSZIkSdIsLWSO0UOBW1TVpUn+CFBVP0ly0w0TmiRJkiTNxkJ6jC5jTiKVZFvgV4sakSRJkiTN2EISoyOAQ5PsCJDkxsCbgMM2RGCSJEmSNCsLSYxeCPwQOB3YGvge8FPgZYsfliRJkiTNzjonRlV1WVU9o6o2B24EbAG8F/jABopNkiRJkmZirYlRkusmeXmSTyT5zyRb0pKijwJfBs7f0EFKkiRJ0oa0LlXpDgFuDxwD3A+4DbArcChwQFX9csOFJ0mSJEkb3rokRvcF9qiq85O8EfgxcPeq+uKGDU2SJEmSZmNd5hhtXlXnA1TVCuC3JkWSJEmSrknWpcdokyR7A5lsmHu7qo7bALFJkiRJ0kysS2J0PvDuqdu/mnO7gJsvZlCSJEmSNEtrTYyqatkM4pAkSZKk3ixkgVdJkiRJukYyMZIkSZI0eiZGkiRJkkZvXYovSJIkSVoiDjrooEEea+jsMZIkSZI0eiZGkiRJkkbPxEiSJEnS6JkYSZIkSRo9EyNJkiRJo2diJEmSJGn0TIwkSZIkjZ6JkSRJkqTRMzGSJEmSNHomRpIkSZJGz8RIkiRJ0uiZGEmSJEkaPRMjSZIkSaNnYiRJkiRp9DbpOwDpmuaQfzxuUY/3z2+9x6IeT5IkSVdnYiRJkiQt0IoXfGnRjrXdK++2aMfS+nMonSRJkqTRm1lilGSfJGcnOSfJC9aw38OTVJLls4pNkiRJ0rjNJDFKsjFwCHA/YDdgvyS7zbPfFsDTgK/PIi5JkiRJgtnNMdoTOKeqzgVIchjwEOCsOfu9HHg18JwZxSVJkq4hbnPobRbtWKc//vRFO5akpWFWQ+luCpw3dXtFt+0qSW4PbF9Vn1zTgZIckOSkJCddcMEFix+pJEmSpNGZVWKUebbVVXcmGwGvA569tgNV1duranlVLd92220XMURJkiRJYzWrxGgFsP3U7e2An07d3gLYHfh8kh8CdwKOtACDJEmSpFmYVWJ0IrBzkh2TXAvYFzhycmdVXVRV21TVsqpaBpwAPLiqTppRfJIkSZJGbCaJUVVdARwIHAN8Gzi8qs5McnCSB88iBkmSJElanVlVpaOqjgaOnrPtJavZ9+6ziEmSJEmSYIYLvEqSJEnSUM2sx0haTN/e9VaLerxbfefbi3o8SZIkLS32GEmSJEkaPRMjSZIkSaNnYiRJkiRp9EyMJEmSJI2exRckSZI2sMUsGmTBIGnDsMdIkiRJ0uiZGEmSJEkaPRMjSZIkSaNnYiRJkiRp9EyMJEmSJI2eiZEkSZKk0TMxkiRJkjR6JkaSJEmSRs8FXiVJo7PsBUct6vF++MoHLOrxJEmzZ4+RJEmSpNEzMZIkSZI0eiZGkiRJkkbPxEiSJEnS6JkYSZIkSRo9EyNJkiRJo2diJEmSJGn0TIwkSZIkjZ4LvEoahBUv+NKiHm+7V95tUY8nqXPQVot4rIsW71iS9CcyMZIkSZI0E8cet9OiHu+e9/j+oh3LoXSSJEmSRs/ESJIkSdLomRhJkiRJGj0TI0mSJEmjZ2IkSZIkafRMjCRJkiSNnomRJEmSpNEzMZIkSZI0eiZGkiRJkkbPxEiSJEnS6JkYSZIkSRo9EyNJkiRJo2diJEmSJGn0TIwkSZIkjZ6JkSRJkqTRMzGSJEmSNHomRpIkSZJGz8RIkiRJ0uiZGEmSJEkaPRMjSZIkSaM3s8QoyT5Jzk5yTpIXzHP/s5KcleS0JMcmudmsYpMkSZI0bjNJjJJsDBwC3A/YDdgvyW5zdvsWsLyqbgt8BHj1LGKTJEmSpFn1GO0JnFNV51bVZcBhwEOmd6iq46vqd93NE4DtZhSbJEmSpJGbVWJ0U+C8qdsrum2r8yTgU/PdkeSAJCclOemCCy5YxBAlSZIkjdWsEqPMs63m3THZH1gOvGa++6vq7VW1vKqWb7vttosYoiRJkqSx2mRGj7MC2H7q9nbAT+fulORewIuAv66q/5tRbJIkSZJGblY9RicCOyfZMcm1gH2BI6d3SHJ74G3Ag6vq/BnFJUmSJEmzSYyq6grgQOAY4NvA4VV1ZpKDkzy42+01wObAEUlOSXLkag4nSZIkSYtqVkPpqKqjgaPnbHvJ1O/3mlUskiRJkjRtZgu8SpIkSdJQmRhJkiRJGj0TI0mSJEmjN7M5RpIkad0se8FRi3asH77yAYt2LEm6JrPHSJIkSdLomRhJkiRJGj0TI0mSJEmjZ2IkSZIkafRMjCRJkiSNnomRJEmSpNEzMZIkSZI0eiZGkiRJkkbPxEiSJEnS6JkYSZIkSRo9EyNJkiRJo2diJEmSJGn0TIwkSZIkjZ6JkSRJkqTRMzGSJEmSNHomRpIkSZJGz8RIkiRJ0uiZGEmSJEkaPRMjSZIkSaNnYiRJkiRp9EyMJEmSJI2eiZEkSZKk0TMxkiRJkjR6JkaSJEmSRs/ESJIkSdLomRhJkiRJGj0TI0mSJEmjZ2IkSZIkafRMjCRJkiSNnomRJEmSpNEzMZIkSZI0eiZGkiRJkkbPxEiSJEnS6JkYSZIkSRo9EyNJkiRJo2diJEmSJGn0TIwkSZIkjZ6JkSRJkqTRMzGSJEmSNHqb9B2ApNn5j0c9cFGP9+wPf3JRjydJktQXe4wkSZIkjd7MeoyS7AO8HtgYeGdVvXLO/ZsB/w38JfAr4FFV9cNZxSdJWlx/fvwpi3q8n++9x6IeT5KkaTPpMUqyMXAIcD9gN2C/JLvN2e1JwG+q6hbA64BXzSI2SZIkSZrVULo9gXOq6tyqugw4DHjInH0eAhza/f4R4J5JMqP4JEmSJI3YrIbS3RQ4b+r2CuCOq9unqq5IchHwZ8AvZxKhJEmSBmUxiwZZMEhrk6ra8A+SPAK4b1X9fXf7scCeVfXUqX3O7PZZ0d3+frfPr+Yc6wDggO7mLYGzFzHUbRhuImZs68fY1o+xrR9jWz/Gtn6Mbf0Y2/obcnzGtn7GEtvNqmrbte00qx6jFcD2U7e3A366mn1WJNkE2Ar49dwDVdXbgbdviCCTnFRVyzfEsf9UxrZ+jG39GNv6Mbb1Y2zrx9jWj7GtvyHHZ2zrx9hWNas5RicCOyfZMcm1gH2BI+fscyTw+O73hwPH1Sy6syRJkiSN3kx6jLo5QwcCx9DKdb+7qs5McjBwUlUdCbwLeF+Sc2g9RfvOIjZJkiRJmtk6RlV1NHD0nG0vmfr9D8AjZhXPamyQIXqLxNjWj7GtH2NbP8a2foxt/Rjb+jG29Tfk+Ixt/RjblJkUX5AkSZKkIZvVHCNJkiRJGiwTI0mSJEmjN7M5RpIkSVpaktwUuBlT14xV9cX+Ihq2JBsBD6+qw/uOZa4kAbarqvP6jmWo7DEaqDT7J3lJd3uHJHv2HddEko2T3KSLa4ckO/QdE0CSA5Ncv+841iTJ9fqOYT5JHtid0LUAST6a5AFDfO6SbNx3DEtRkhv0HcN8uvPu5/qOYylaCue3IX43JHkV8BXgxcBzu5/n9BoUkGSXJMcmOaO7fdskL+47LoCq+iNwYN9xzKdbBud/+o5jyAZ9ktjQkmyb5IVJ3p7k3ZOfvuPqvBm4M7Bfd/sS4JD+wlkpyVOBXwCfBY7qfj7Za1Ar/TlwYpLDk+zTtY4MQpK7JDkL+HZ3+3ZJ3txzWNP2Bb6X5NVJbtV3MNOS7JzkI0nOSnLu5KfvuDpvAR5Ne+5emWTXvgOack6S1yTZre9A5uoubN6R5DNJjpv89B1X5+tJjkhy/yGdQ6rqSuB3SbbqO5b5JPlskq2nbl8/yTF9xjRlyOe3IX83PBS4ZVXdv6oe1P08uO+ggHcA/wJcDlBVpzGsZV4+m+Q5SbZPcoPJT99BdU5Icoe+g5hPkr2688h3u+/5H8z6u37UVemSfBX4EnAycOVke1V9tLegOkm+WVV/keRbVXX7btupVXW7AcR2DnDHqvpV37HMp7uQuQ/wRGA5cDjwrqr6fs9xfZ22ePGRU6/pGVW1e59xTUuyJS0ZfyJQwHuAD1XVJT3H9WXgpcDrgAfR4ktVvbTPuKZ1F6v7AS8CzqN9cb+/qi7vMaYtaBcLT6Q1hL0bOKyqLu4rpokkpwJv5ern35N7C6rTnUPuBfwdsCfwYeC9VfXdXgMDkhwO3InWMHXpZHtVPa23oDrT31dr2taXAZ/fBvvdkORTwCOq6rd9xzItyYlVdYc510inVNUefccGkOQH82yuqrr5zIOZo0vCdwF+RDuHhBbbbXsNDEjyHeCZXP17YWbXm2OfY3Tdqnp+30GsxuXdMJiC1rsF/LHfkK5yHnBR30GsTlVVkp8DPweuAK4PfCTJZ6vqeT3Hdt6cBugrV7dvH6rq4iQfBa4DPAN4GPDcJG+oqjf2GNp1qurYJKmqHwEHJfkSLVnqXZI/A/YHHgt8C/gAcFfg8cDd+4qru+B7B/COJH8FfAh4XZKPAC+vqnP6ig24oqre0uPjr1Y33OSztFbfvYH3A0/pkrkXVNXXegxv0ks/RH9MskNV/Rggyc3ovsOGYMDntyF/N/wOOCXJscD/TTYOIBH/ZZKdWHmN9HDgZ/2GtFJV7dh3DGtwv74DWIOLqupTfQYw9sTok0nu3y0+OzRvAD4O3DDJK2itSYMYPwucC3w+yVGseqL8z/5CapI8jXYx+kvgncBzq+rybmz594A+E6PzktwFqCTXAp5GN3RiCJI8mNaSuhPwPmDPqjo/yXVpcfZ54fCHyWuY5EDgJ8ANe4znKkk+BuxKe84eVFWTL+f3ead5AAAgAElEQVQPJzmpv8iummP0ANrrugz4D1rSdjfagtu79BYcfCLJU2jnuenzyK/7C6mZk+j+AngqcCSwB3AE0NtFT1Ud2p0/Jq/d2X32Ss7xIuDLSb7Q3f4r4IAe47nKwM9vQ/5uOLL7GZp/pi3+uWuSnwA/oH1mB6F7Xz0L2KGqDkiyM21IYu/TDrrGRZLcELh2z+HMdXyS1wAfY9XvhW/OKoCxD6W7BLgecBndOFVaY+GW/UW1UjdX4Z60bs5jq2oQJ8ok87bSV9XLZh3LXEkOpg2b+9E8992qz+cwyTbA62lDdAJ8Bnj6UIYkJjmU9txdrdpQkntW1bE9hDV5/DvQLhS2Bl4ObAW8uqpO6CumiST3qKqhzI1ZRTc2+3ja6/rVOfe9oc9W34EPNfku7eL5PVW1Ys59z6+qV/UTGSS5O3Ao8EPaeWR74PFDqRLWnefuRIvta1X1y55DAgZ/fhv6d8NQE/FJwYqN+h4OOVeSD9OGgz2uqnZPch3a56H3oX5dI8F/ADcBzqdVHPx2Vd2618CAJMfPs7mq6h4zi2HMidFQdS3jpw1hfPGadPMXaghjj9c2qXEIrdBD1vUsHFNV9+o7lqUiyd+s6f6q+tisYlmdJJsP4fO5lHSfhddU1bP6jmU+SU4GHl1VZ3e3d6HNk/nLHmPataq+k+Qv5rt/lq298/H8tv6Glogn2b+q3p9k3s/nEEauACQ5qaqWD3Se+KnAPYDPVdXtu+HC+1VVr727GUiZ87EPpZtkzn/V3fz8QLo5/5jk1Omx2kOSZHdaa+oNutu/pLWKnNljWCfTxhoH2AH4Tff71sCP6XHoy0SSHWlDcpax6noQvVf4qaork/wuyVZVNbj5Y0mW04bpzF1Lo8/Jog9aw31FGwrQt5ck+Vfg98CngdsBz6iq9/cb1moTy4uA06vq/FnHM9F9Fnq/eFmDTSdJEUBVfTfJpn0GRBsydACtFXquol2E9WYJnN8OpfUQXdjdvj7wH1X1d/1GBrTX9D5zE3Ggr0R8UtJ8i54ef11d1vUSTeZA7cTU0LCeXV5Vv0qyUZKNqur4tLLsvequfQ+kFczqzagToySvBO5AG3MP8PQkd62qF/QY1sSNgTOTfINVKw/1fhFNG9f7rKo6Hq5qUXoHcJe+AppMdEzyVlpln6O72/ejDU8Ygv8B3gV8guEU0pj2B+D0JIOrdkX7jD4XOJ2BPHdV9cS+Y1gH96mq5yV5GLACeARtaF3viRHwJNqSBJOhE3cHTgB2SXJwVb2vr8Bok82PpM0nmv4sDCHZPSnJu2iNUwCPoTUM9WbS0lxVe/cZx1oM+fx220lSBFBVv0kyiEp+DCwRr6q3db++uaou6CuOdfBSWmPU9kk+AOwFPKHXiFa6MMnmtKrMH0hyPq1Q1RB8NslzaJVApz+nMxv1M+qhdElOA/aothjXpLv9Wz23QtPF8tfzba+qL8y3fZbm6w4eUBfxyXOHlEy6tPuKaSqOr1fVHfuOY3WSPH6+7VV16KxjmSvJl6vqrn3HMW0pDOlIcmZV3TrJO4CPVtWnB/RZ/QTw91X1i+72jWhrQv098MU+hxInec88m2sILfhJNqNNPL8rrVf8i7SLxN5bo5M8Avh0VV2SttjmX9CqH36r59CGfn47Fbh7Vf2mu30D4AtVdZt+I4O0tR2LVRPxTfpuGEryPVrBhQ8DH5s8d0PSFXGZzLc7oe/5dkmeQVus99u0aoMb0V7PrYAPDGFO2xDmno66x6izNTDJRAezaN4QEqA1ODfJ/2PliXJ/2glqCH7ZfSG/n3Yy3x/o/cPeeX1XuOIz9FRtZU2GcIGwBi9N8k5gbsnYPlvwl8KQjk+krQvxe1q56W1pLedDsGySFHXOB3apql8n6XVyd98XfavTNd69q6r2B3pPvOfx/6rqiCR3Be4LvJa2VlXvDULVqvldh1Yl7Oy1/sFs/Qfw1bQy+tB6dl/RYzzT/omWiD+NqUS814iAqto5yZ60ddpelLY2z2F9DxOeZ57dpErpDt30iD6/77ejFfnYFTgN+CotUfrEUOZh1wDKnI+9x2g/4JW0oRyhzTX6l6o6rNfAuKpi3uTFuRawKXBpDaBiXjf++WWs2mJ50BBabLqWtpfSXsuixXbwED70Sf6dVv73+6wcDjbTaitrklZO9N+B3Zgq4TnLlprVSfJ+2sn8TFZ97npvwR+67vN6cTfP4rrAllX18wHE9WbafMAjuk1/Sxvu91zgk30Oy0qyHa18816088iXaXNAVqzxD2cgyTG0svCX9R3LXJOJ5t257vSq+mAGssBrkgfRErVrVdWOSfagfTcMYXg6SW4N7M3KKrRn9RzSkpFW1e8/gcdU1cY9xzJfVbWJQXzfp1UZXE6b/nDn7ufCqtqt18AYRpnzUSdGAEluTJtnFODrQ7hgmE+Sh9LWXXhh37EsBRlgNa6u5f62Q7yggTZcjZZUvo5WWOCJtHNE74uoJjl9CMNK5jPkohpwVbGUucnuf/cXUZMktGRoL9r598u04X69fyl181A+yKq94o+pqnv3F1WT5G20IWpHsuoY/N57kJJ8krbG2L1ok/N/D3xjIEM3T6YVgfh8rawSNpjzStcbeCNWPYf0VnwpyeFV9cgkpzPPIr19TzlIsiVtgd59aWtTfRw4vKp6nW+3FCTZipYM7dX9uzWtIaP3nvIMoMz5KBOjDLy06OokOaGq7tTj4/9XVT2jmxsw34my9wvBtEXy3glsXlU7dNWl/qGqntJzaJMP/FOrx4pbazKZnzV9sZDkS1V1twHE9g7gdUNsRe3mB7yLOYUhhjActhu6eXdaYnQ0bcXzL1fVw/uMa+iSnDL3i3i+bX3IsNeRuy6wD+0i63tdw+NtquozPYd21RzPrFo++bS+L/C7OJ5Ka5T6BXAlraGg+owtyY2r6mdJbjbf/TXPWoGz1M1F+R9aMvS1PmOZlgEv45Dk7cCtgUuAr9OK3ZwwhNE+ExlAmfOxzjEadGlRuNqHayNat2ffWeyk9fS1vUaxZq+jjW0/EqCqTk3yV2v+k5m5EfCdJCey6jyZ3hPKzh/S1hH4XlrJzJ8AN+w5pom7Ao/vvgz/jwFcOEz5Q1W9oe8gVuPhtBLd36qqJ3YFDt7ZZ0CTQhpzhgvDyte09+HCtLmK+9PKEgPsxwDmKna9CptX1XP7jmU1tgFOAkiyQ7ftO/2Fs4ozkjwa2LgbnvM02hyLIXg6bbhQ7++xiaqazI15SlU9f/q+tNLOz7/6X83UzauqkmwxsBEiQ17GYQdgM+B7tO/3FcCFa/yL2eu9zPkoe4wmkly7qv6wtm19mFMV6Qra4mrvGEJvQ5KnV9Xr17atD6tpFRxKFa7BVhoESHIHWrWarYGXA1sCr66qr/caGDDUVkuA7mJrZwZYVCPJN6pqz24Y0d60lsIzagArnA9Zd1H/Jtowk6JdQD+tz6FNE0mOrap79h3HfKaGXYU2dHNH4OwhvN+63qwXAffpNh1Dq5g3hGp+xwP3rqqhlEy+SpJvVtVfzNnWe09bVl1PMcAFtIVnz+gzrqHrhjDfmja/6C7A7rQCZF8byLD5+9A+p7vRvlP3Ap5Y3fIwszDWHqOJr9LGaq9tWx/eWVVfmd6QZC9a5aa+PZ5W2WTaE+bZ1ofzuuF01U0wfBrtYr93Q0mA1mBZVZ0I/JY2v2hSfrf3xGiSACW5IVNzZQbiNrSiGvdgqjAEA+h5pq15szVtnbGTaa/tN/oNaaW06mU7V9V7ugnUW1TVECpcbj+3J7c7//aeGDHgNZbmztfphqv/Q0/hzPWAqnoR7aILuOr8dsTq/2RmzgU+n+QoVm1c6W3eWJJ/Ap4C7JS2tMnEFgyjp22+9RTfTo/rKXZxDHoZh24O5xlJLqQtqH0R8EBgT9pwzl5V1We6hrxJmfOn14zLnI+yxyjJnwM3pZV0fjTtyYfWQv7Wqtq1r9gmVtNKc7VtM45pP9rzdVfawmATWwBXVlXvC6l2F1evp03+Da3F4el9DlFYIkOHBvmem4rjwbShrzehNQ7cDPj2QFqiB11UYyLJMlpFutPWsutMdHNlltOGEO2S5CbAEVW1V8+hDf2zMNg1luYzoOdtyK/p4OaNdRP0r0+rVDq96P0lNYwqr4NcTzHJP1TV2wb6mj6NljjuBVxOK9X9te7f06tb07NP8/WIz7qXfKw9Rvel9XBsR7vYmiRGFwO9Vn1LcmfaG3fbOS0OWwK9lqGktRL9jDaOfHp+1iW0mvi961oWHtN3HNOqW5i0qga53k2S+wH3B26aZHquzJYMZzXsl9NakD5XrRzw3rR5H0NwKm344RB6c1cx/YVSVT+cu61nDwNuD3wToKp+mqTXz8jAz7/AcNdYApjznG1EG31xQU/hAEvj/DaEwhlzVdVFwEVJXg/8uqouAejm9NxxAEOsB7meYpcUbUxbIuF1fcczxzLgI8Azp+aQDUKSawPXBbZJW2JiusPiJrOMZZSJUbWFLA9N8rdV9dG+45njWsDmtNdm+iLhYtpE6t50w5l+RBt3P0gZaOnkrqjBaVW1e59xrMZPaROmH0wbbjVxCfDMXiK6usur6ldJNkqyUVUd300AHoLBFdUY0pfMGlzWTZ6eTLK93tr+YAYGe/6dyIDXWGLV5+wK4Cig7+/YwZ/f0hZefh5t7sd0Wf0hDMd9C6tOL7h0nm19+Dvaeoofg6vWUxxEo0G1NeMeTCsGNRhVNe/wvoH4B+AZtO+nk1m1w+KQWQYyyqF0E0n+jTa5/MLu9vWBZ1fVi/uNrE02H8LE8vkkuRPti/lWtAuJjRnO4rNDLp38AdoCwkOYp3A1STatqsv7jmM+ST4HPJQ2rGMbWu/MHaqq1/HkMMyiGkmezsovmZ+w6pfMO6rqTX3FNpHkObSiFfemva5/B3ywqt7Ya2Csev7tGjU2r6qLew4LYNBrLA3Z9Pmt+67ffkDDSj8DfBh4DvCPtHm8F9ScanB9yPyl63svvjB0SV4BbEV7XafnAvZelGfIkjy17++AsSdGV1uRe0BjjnehnSSXsWrPR+8tSElOoi2qdgRtjsDjgFt0E1t7la4qXd9xzCfJcbTFhL/BqifKQZTr7iaXH0Sbv7MJK+dA3bzPuOCq3oTf04bnPIb2hfOBPueOLQVD+JJZkyT3plUJC3BMVX2255AASPJB2gXqlbTWy62A/6yq1/QaGKu9UO11jaWuGMRqDeEcl+TztF6jTYBTaEP8vjCEVvSsXEPuqoQjyReqat5GlxnH9jHg87ReImgFGfauqof2FM/g32twVaXBuWoI13BD1hVE+XRVXZLkxbSeyX+dZUI5yqF0UzZOsll15TrTaqdv1nNME0cAb6WtOXJlz7FcTVWdk2TjqroSeE+SIVSpAXh9N+lxMKWTk9yCNtxq7jjyv6a15g/Fu2hDS05mQO+5brz2/3bFPf4IHNpzSKsYcg9qVb0xrUrjMlZtYPnv3oLiqtf0mO41HUQyNMduVXVxksfQFsZ9Pu1z0XtixDDXWLozcB4tpq+zsodySLbqXtO/B95TVS+dU22tT5Oe+p8leQBt+N92PcYz7R+BNwAvpg3dPJa2DmRflsJ7jarau+8Ylqj/V1VHpFUsvS9t3cy3ADNr8B57YvR+4NipKj9PZDgXXVdU1VvWvlsvfpdWCvuUJK+mFWQYwvwAGGbp5P8CXjh32EaSS2nlMd/VS1RXd1FVfarvIObqxmv/LslW3YTgoXkTV+9B3bnXiDpJ3gfsRGshnyS7BfSaGC2B13TTJJvShm++qaoun8yFGoC/o73nXsfKNZb6rkj357QhkZPKpUcBH6qqM3uNalWbJLkx8EimSnYPxL92VeCeTWtk2ZKBzH+qtnbivn3HMWUpvNdIshnwt1y9UergvmJaIibfUw8A3lJV/5vkoFkGMOrEqKpe3bUYTUo7f5o2jGgIPpHkKcDHWbXno/cymbTEY2PgQNrJe3vaCWAIHkZbEXtIpZOXzTeWvapOSiuhPBTHJ3kNbTLrIHrbpvwBOL2bXzE9DPFp/YW00oB7UJfTej+GclE/bciv6dtoi2qfCnwxbYHhQcwx6uYoDmK40ET3vv808OnugnA/2ro8Bw9oKOfBtEVdv1xVJya5OfC9nmMCoKo+2f16EW0h5t4leV53jfRGVl1mAujvc7pE3msA/0t7PU9m6vtUa/WTJG+jXZe/qnuNN5plAKNOjDo/p/UsPJJW6rHvCjoTj+/+fe7UtgJ6n+8xVRTi91x9eFjfhlg6eU0Lkl5nZlGs3aSrevnUtr572yaO6n6GaMg9qGfQWlgHVZq1M9jXtKreQBs+NPGjrkR8b1Z3gTrRd0LZXcA8gHahuoz2/PW+6OyUY6vqqsVcq+pcBtKgN9BqqpOF0U/qMYZ5LYH3GsB2VbVP30EsQY8E9gFeW1UXdr28z13L3yyqUSZGXWGDfVk5NvvDtEIUg2ipAaiqHfuOYXWSPJC2rszcSfq9z6lggKWTgROTPLmq3jG9McmTWLV8bK+G9P6fq6oO7UraUlW9rosyj8fSWrSG2IO6DXBWkm8wnM/DJIZDu4Ryl27T2X1XRcxaVq0H+ly1fvoC9WUMYJX6iSSHArsDnwJeVlVn9BzSfL6e5BTgPcCnBtaL+j+0IdWfYKqaas8+BVctbzIYS+S9BvDVJLepqtP7DmQpqarfJTkfuCutR/cKZtyzO8qqdEn+CHwJeFJVndNtO3cI1bcmklwXeBawQ1UdkGRn2grxn1zLn25wSc4B/oa2UvKg3kADLZ18I9qQyMtYmQgtp03Uf1hV/byv2KZ1cf4bcJOqul+S3YA7V1Vvc6CShHYBeCAtAd+IdqJ8Y99jtZPsUAMtvT4xxM/DRJK70+Z0/pD22m4PPL6qvthjTINdtX7afBVV+9R9p06GQ05/Jwym0aw7l9yLNh9rT1qD6Hur6ru9BsYwq6lOV+hN8saqemrfMcHw32tJzqAlt5vQ5pqeS2uUmsRnmfM16M69y2nXu7skuQlwRFXtNbMYBnZdOxNJHkbrMboLbazqYcA7h9RLk+TDtIvox1XV7l3FvK/1WZJ1oitDec+qGkrL1iq6C/w7dDe/0U0e7V03FGeywOuZVXVcn/HMleRTtNbUF1XV7ZJsAnyrqm7TY0zPpK1af0BV/aDbdnNalZpPV48ri8+5cPhoVQ2ll2hJSHIy8OiqOru7vQttEvVf9hvZ8GUgy0osVd25+P20Ia+nAi+oqq/1GM+jaRfRQ6qmelXy7ftt3SX5DbDa67Qa6PqUQ9H16t4e+ObU+2+m62aNcihdVX0c+Hja2igPpQ1/uVGStwAfr6rP9Bpgs1NVPSrJfgBV9fuuxWsIngccneQLrHoS73OYCQBJHkkrqft5WgvNG5M8t6o+0mtgQFUdD8y3tsFQbFNVhyf5F4CquiJJ32W7Hwfcu6p+OdlQVed25Yo/Q78ri09/HgfT2zxtyKXEgU0nSRFAVX23qwTXmyRvWNP9fc/j0fpL8me0xXAfC/yCNqfnSNpF7BFAnw2jQ6ymOr5W88XxA5OfP8llVVWTKqDddfpMjTIxmqiqS4EPAB9IcgPgEcALaBdcfbus6yWavDl2YjiVTV4B/JZWVOBaPccy14uAO0x6ibp5KZ8Dek+MloBLu4uHyXvuTrSqOn3adDopmqiqC/q+iGbVC4ehXkQMtpQ4cFKSdwHv624/hv7n3E0//tDm8VzCyvfZdZNMquQNYgjREvA12nvtoVW1Ymr7SUne2lNME0OsprprV7U3wE5ZueaTQ8LW7IZrmKM4iAbkgTu8q0q3dZIn04a+vmMtf7OoRp0YTatWBvtt3c8QHEQb5rd9kg8AewFP6DOgKTeoqvv0HcRqbDRn6NyvmHGpxyXsWbQW1J2SfAXYFnh4vyGxpguFvi8ibtddnAa4zlAvVGu4pcT/Cfhn4Gm05+yLwJv7DGh6onmSZwxp4nlVbdF3DEvcLVc3J7aqXjXrYOYYYjXVW/UdwBK1MbA5A114dqiSPAP4Cm3dx71pyyPcEnhJVc10EfBRzjFaKrrW+zvRPmAnzNdy3ockrwSOG8iQw1WkrcNzW1auCv8o4LSqen5/US0d3byiW9Lec0OoEnYlU2vcTN8FXLuq+u41GrQkX6RNOH8nbWmCnwFPqKrb9RjT4ItWgPMqrimSHLmm+4dQoTHJ52nfW0OqpjpISd4EfLCqhtLAswrPG+snyWtp8/53BU6jLVz9Fdrc+pmu32liNFDdyfxDwJHdkL/B6IZ0XI92Ar+cAbSQJ7kFcKOq+kqSv6GVegzwG+ADVfX9vmJbKpJsTFsbYhmrrqVh1/8SlbYw6S9oQ16fCWwFvHlSjbOnmJZE0QovcK4ZklwAnEf7Pv06c1ryB1KhcbDVI4cmydNpw4NvTKss+KGqOqXfqFYaWsXIpaZbwmE5LUm6c/dzYVXtNrMYTIyGqTtRPop2ofoN2gngk1X1h14DG6gknwReWFWnzdm+HHhpVT2on8iWjiRHA38ATmdqLY2hlCjWuhtyr8ycaleDuoiYO48H+N3kLgY0PFLrrmvwuTdt3cLb0hYV/lBVndlrYHMMtZrqUHWNPvt2P9emJb6H9V1+PckNZt3DcU2SZCtaMrRX9+/WtKVhnjizGEyMhq07qd8DeDKwT8+9MrtW1XeSzNuK2nNp0TOqavfV3Hd6nyWnl4pZl8TUhjPkXpk5sdkro5lJshktQXoNcHBVvbHnkIB5q6neDRhENVWArhDUDtNVJIckye2BdwO3raqN+45HC5fk7cCtgUtoPbsn0KaQ/GbWsVh8YcC6k9GDaD1Hf0FbDLFPzwIOAP5jnvv6Li167TXcd52ZRbG0fSrJfYY4d0wLNuRS4kuiaIWuObqE6AG0pGgZ8AbgY33GNMdgq6kmeRDwWtpw3B2T7EFLKnud/9RVJd2H1mN0T+ALtEqSWpp2ADYDvgf8BFgBXNhHICZGA9Ut8HpHWmW6Q4DPV88LqlbVAd2/e/cZx2qcmOTJVbVKWcckT6L/EsBLxQm09b02YiBzx7TeBltK3BZdzVKSQ2kLa38KeFlVndFzSPMZcjXVg4A9ab1ZVNUpSZb1FUySybDIyTSDw2gLgA9qLrYWpqr26dbqvDVtftGzgd2T/JpWgGFmSyc4lG6gkuwDfLYrsTs4Se7C1Sfp/3eP8dwI+DithPMkEVpOa+V6WFX9vK/Ylook59IWPD59dWVttTRMVfMLrcfUuTIapSR/ZGVly+nz2mA+C6uppnp6VT2vv6iaJF+vqjvOmRvY27DrJN+ilfX/qHN5rpmSbEebY3QX4IHAn1XV1jN7fK9/hqWrqLZaVdV793+S9wE7AacAk8StagCrwifZm9Y6yP9v715DLavLOI5/fzOO42XKlBkvCIpiCgoxKoZamGYpRWZh5qivRCpRsbx0oaBsstDUrKxJLboiViSihTpj3q+9MIWU1KQBk0QbzdLRbNSnF2vtcc+kM6hnz3+fs78f2Mzaa++zzu/AYfZ51v/yAPdX1Q0t80wnSZYCH2g9MilJk2at3VRvqaorGkcCoG/CfD3wBeAIur5jc6rqhEZ5xmrDFk2NJKfQFULvopuxcjtdU+bb6W4SbLC/SyyMxkySn/SHW9P9kgz+sD+IbjrdOgunDSHJn4HdHVWYWZL8lG49yjWs2UvD7bolaQPpN11aVFWXjkGWzejWQA2aui8Fzmq1Q26SR4HX/Ezy82p6SvIt+t5FVfVYyyyuMRozgy0J++2ndx/8giTZjm6t0Ti4D9iWrlmkZo7l/WPj/iFJGpEkbwVOArYHrgKu659/lm5GRvPCqKqeoyuMvtQ6S2828JbWITS1quq01hkGHDEaU2tvP90viP9TVe3RMNYgy43AQrqFj4ORhaqqw9ulkiRp+khyJV0T8jvpdlbbku6m1KfHpWlpkuuAI6vq6f75lnT9gg5tlMct/jVSjhiNr5v6NR+X0S0YXUQ3z3ccnDl0HLp50Ue3iaKp0he8/3enpKpabsMuSTPVzoMee0l+BKyg6xf0TNtYa5g/KIoAquqfSbZumCfrf4v0xlkYjamqOjnJR4ED+lN3Ats0jLRaVd3c9zI4Bvg43fSri9qm0hQ4Y+h4E7qFti82yiJJM92qwUFVvZRk+ZgVRQAvJ9mhqh4BSLIjbVsAHNzwe2sCWBiNt+XAfrxSfFzeMkySXelGro6m67PwK7rpmOPY10ivU1Wt3e/p9iQ3NwkjSTPfoNkxrNnweGy2EqdbW3Tb0GfBAXSN3ptwi26NmmuMxsxrFB9nVNWOTYOxuh/ErcDxVfVwf+6vVbVz22SaCkm2Gno6C9gb+G5V7dYokiSpsSTzgX3pCrY7q2pF40jSyDhiNH4eoCs+DhsqPk5tG2m1I+iKthuTXEvXcdr5vjPH3XRTJEI3hW45cHzTRJKk1uYCT9H9zbh7EqrqlsaZpJFwxGjM9OuKFtH1MBoUHz+qqp2aBhuSZHPgI3SjWu8FfgZcUVXLmgaTJElTJsk5wFHA/cCgyWZV1YfbpZJGx8JoTE2X4qOffnUkcJS7l01vSU4CLl1rW9ajq2pJ22SSpBaSPAi8o6peWO+bpRnAwmgasPjQhpDk3qpauNa5e6pqz1aZJEntJLmGro/Rs62zSBuCa4ymgX4Xlov7hzQqs5Kk+rslSWbTNRuUJE2m54B7k1zPKw3dqapT2kWSRsfCSNLAUuDXSS6i24ThBLp1bpKkyXRV/5AmglPpJAGQZBbwKboGegGW0W388VLTYJKkZpJsCuxQVQ+2ziKNmoWRpNWSbAzsRjdi9GBVrVrPl0iSZqgkhwHnARtX1U5JFgKL3ZVOM9Ws1gEkjYckBwJ/Ab4HLAEeSnJA01CSpJbOBN4JPA1QVfcCY9M+RJpqrjGSNHA+cMhgukSSXYHLgL2bppIktfJiVf0rWaOXu1ONNGM5YiRpYM7wHPKqegiY0zCPJKmt+5IcA6XTbeEAAASQSURBVMxO8vYkFwJ3tA4ljYprjCQBkOTHdHcCf9GfOhbYqKqOa5dKktRKks2ALwGH0G3KsxT4WlX9p2kwaUQsjCQBkGQucBLwbroPwFuAJXY8lyRJk8DCSNJqSRYAVNU/WmeRJLWR5NtV9Zkkv+VV1hS5K51mKjdfkCZculW1XwFOphspSpKXgAuranHTcJKkFgZTqs9rmkLawBwxkiZcklOBDwKfrKrl/bmdgR8A11bVBS3zSZLaSLI58HxVvdw/nw3Mrarn2iaTRsPCSJpwSe4B3l9VK9Y6vwBYVlV7tkkmSWopyV3A+6rq2f75PLrPhf3bJpNGw+26Jc1ZuyiC1euM3K5bkibXJoOiCKA/3qxhHmmkLIwk/fcNviZJmtlWJtlr8CTJ3sDzDfNII+VUOmnC9RstrHy1l+juFjpqJEkTKMk+wC+Bv/entgOOqqq726WSRsfCSJIkSa8qyRxgN7qbZQ9U1arGkaSRcSqdJEmSVkuyT5JtAfpCaC/gLOD8JFs1DSeNkIWRJEmShl1Mv8Y0yQHA2cDPgX8BlzTMJY2UDV4lSZI0bHZVPdUfHwVcUlWXA5cnubdhLmmkHDGSJEnSsNlJBjfPDwZuGHrNm+qasfzlliRJ0rDLgJuTrKDbnvtWgCS70E2nk2Ykd6WTJEnSGpLsS7c997KqWtmf2xWYV1V/bBpOGhELI0mSJEkTzzVGkiRJkiaehZEkSZKkiWdhJEmSJGniWRhJkppLsijJH5KsTPJEf3xikrTOJkmaDBZGkqSmkpwOfAc4F9gW2AY4AXgXsPEUf6/ZU3k9SdLMYWEkSWomyRbAYuDEqvpNVT1TnXuq6tiqeiHJ3CTnJXkkyeNJLkqyaf/1ByZ5NMnp/UjTY0mOG7r+T5P8IMnVSVYCB63nevOT/C7J00meSnJrEj8rJWkC+J+9JKml/YC5wJXreM85wK7AQmAXYHvgy0Ovbwts0Z8/Hvh+ki2HXj8G+DrwFuC29VzvdOBRYAHdyNUXAftaSNIEsDCSJLU0H1hRVS8OTiS5ox+xeT7Je4BPAKdW1VNV9QzwDWDR0DVWAYuralVVXQ08C+w29PqVVXV7Vb0MvLCe662ia2q5Y3+9W8uGf5I0ETZqHUCSNNGeBOYn2WhQHFXV/gBJHqUbtdkMuHtoH4YAw2uFnhwurIDngHlDz/82dLxgPdc7FzgTWNa/fklVnf0mfj5J0jThiJEkqaU76UZxDn+N11cAzwN7VNXb+scWVTXvNd7/aoZHfNZ5vX6N0+lVtTNwGHBakoNf908lSZp2LIwkSc1U1dPAV4ElST6WZF6SWUkWApsDLwM/BC5IsjVAku2THPoGv986r5fkQ0l26bcJ/zfwUv+QJM1wFkaSpKaq6pvAacDngCeAx4GLgc8Dd/T/PgzcleTfwO9Zcw3R67Wu6729f/4s3WjWkqq66U18L0nSNBHXlEqSJEmadI4YSZIkSZp4FkaSJEmSJp6FkSRJkqSJZ2EkSZIkaeJZGEmSJEmaeBZGkiRJkiaehZEkSZKkiWdhJEmSJGniWRhJkiRJmnj/AzZ3FRcnNscBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc6e07364e0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmdb_df.plot(kind = 'bar', title = 'Avg. Genres Revenue',figsize=(14,6));\n",
    "plt.xlabel('Genres', fontsize=(12))\n",
    "plt.ylabel('Revenue', fontsize=(12))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Genre which has the Highest Revenue is: Adventure "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conclusions'></a>\n",
    "## Conclusions\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After Data Wrangling, Cleaning and Analysis, the dataset provide many information like: "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<il>1- positive correlation, When the Revenue tends to increse the Budget increases</il>\n",
    "<li>2- Top movie by budget is: The Warrior's Way</li>\n",
    "<li>3- The movie whicha has the highest profit is: Avatar</li>\n",
    "<li>4- positive correlation, When the Revenue tends to increse the Popularity increases</li>\n",
    "<li>5- positive correlation, When the Revenue tends to increse the Profit increases</li>\n",
    "<li>6- Top Movie by Rating: The Story of Film: An Odyssey</li>\n",
    "<li>7- The Top Genres which have the Highest Revenue is: Adventure, Fantasy and Animation.</li>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Limitations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Limitations of the Tmdb Movies Data are: \n",
    "<ul>\n",
    "<li>Alot of Null Values in some columns, So I dropped the Null Values, which would definitly affect the result.</li>\n",
    "<li>Some fields I didn't need them, so I deleted them.</li>\n",
    "<li>Some fields have the wrong datatype, So I corrected it.</li>\n",
    "<li>Also the Genres column, I split the data seperated by '|' for easy analysis, This increases the time taken in calculating the result.</li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 110,
     "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
}