Investigate_a_Dataset.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project: Investigation of TMDb database to draw attention towards movies profit.\n",
    "\n",
    "## Table of Contents\n",
    "<ul>\n",
    "<li><a href=\"#intro\">Introduction</a></li>\n",
    "<li><a href=\"#wrangling\">Data Wrangling</a></li>\n",
    "<li><a href=\"#eda\">Exploratory Data Analysis</a></li>\n",
    "<li><a href=\"#conclusions\">Conclusions</a></li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='intro'></a>\n",
    "## Introduction\n",
    "\n",
    "In this assignment a movie database with 10866 entries is being studied to draw conclusions on how the  profit generated by the movie relates with few other factors. The metadata of the movies has been taken from TMDb and contains various entries like name of the movie, budget, release date, run-time, revenue generated, popularity, grenre, cast, director, production house, keywords, tagline, website, vote-count and  vote average (movie rating).\n",
    "Let's take a look at the type of data which we have."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use this cell to set up import statements for all of the packages that you\n",
    "#   plan to use.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>homepage</th>\n",
       "      <th>director</th>\n",
       "      <th>tagline</th>\n",
       "      <th>...</th>\n",
       "      <th>overview</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</td>\n",
       "      <td>tt0369610</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>\n",
       "      <td>http://www.jurassicworld.com/</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>The park is open.</td>\n",
       "      <td>...</td>\n",
       "      <td>Twenty-two years after the events of Jurassic ...</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Universal Studios|Amblin Entertainment|Legenda...</td>\n",
       "      <td>6/9/15</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>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",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>281957</td>\n",
       "      <td>tt1663202</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>http://www.foxmovies.com/movies/the-revenant</td>\n",
       "      <td>Alejandro GonzÃ¡lez IÃ±Ã¡rritu</td>\n",
       "      <td>(n. One who has returned, as if from the dead.)</td>\n",
       "      <td>...</td>\n",
       "      <td>In the 1820s, a frontiersman, Hugh Glass, sets...</td>\n",
       "      <td>156</td>\n",
       "      <td>Western|Drama|Adventure|Thriller</td>\n",
       "      <td>Regency Enterprises|Appian Way|CatchPlay|Anony...</td>\n",
       "      <td>12/25/15</td>\n",
       "      <td>3929</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.241999e+08</td>\n",
       "      <td>4.903142e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>87101</td>\n",
       "      <td>tt1340138</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>http://www.terminatormovie.com/</td>\n",
       "      <td>Alan Taylor</td>\n",
       "      <td>Reset the future</td>\n",
       "      <td>...</td>\n",
       "      <td>The year is 2029. John Connor, leader of the r...</td>\n",
       "      <td>125</td>\n",
       "      <td>Science Fiction|Action|Thriller|Adventure</td>\n",
       "      <td>Paramount Pictures|Skydance Productions</td>\n",
       "      <td>6/23/15</td>\n",
       "      <td>2598</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.425999e+08</td>\n",
       "      <td>4.053551e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>286217</td>\n",
       "      <td>tt3659388</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>http://www.foxmovies.com/movies/the-martian</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>Bring Him Home</td>\n",
       "      <td>...</td>\n",
       "      <td>During a manned mission to Mars, Astronaut Mar...</td>\n",
       "      <td>141</td>\n",
       "      <td>Drama|Adventure|Science Fiction</td>\n",
       "      <td>Twentieth Century Fox Film Corporation|Scott F...</td>\n",
       "      <td>9/30/15</td>\n",
       "      <td>4572</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2015</td>\n",
       "      <td>9.935996e+07</td>\n",
       "      <td>5.477497e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>211672</td>\n",
       "      <td>tt2293640</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>http://www.minionsmovie.com/</td>\n",
       "      <td>Kyle Balda|Pierre Coffin</td>\n",
       "      <td>Before Gru, they had a history of bad bosses</td>\n",
       "      <td>...</td>\n",
       "      <td>Minions Stuart, Kevin and Bob are recruited by...</td>\n",
       "      <td>91</td>\n",
       "      <td>Family|Animation|Adventure|Comedy</td>\n",
       "      <td>Universal Pictures|Illumination Entertainment</td>\n",
       "      <td>6/17/15</td>\n",
       "      <td>2893</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>6.807997e+07</td>\n",
       "      <td>1.064192e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>150540</td>\n",
       "      <td>tt2096673</td>\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>http://movies.disney.com/inside-out</td>\n",
       "      <td>Pete Docter</td>\n",
       "      <td>Meet the little voices inside your head.</td>\n",
       "      <td>...</td>\n",
       "      <td>Growing up can be a bumpy road, and it's no ex...</td>\n",
       "      <td>94</td>\n",
       "      <td>Comedy|Animation|Family</td>\n",
       "      <td>Walt Disney Pictures|Pixar Animation Studios|W...</td>\n",
       "      <td>6/9/15</td>\n",
       "      <td>3935</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.609999e+08</td>\n",
       "      <td>7.854116e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>206647</td>\n",
       "      <td>tt2379713</td>\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>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>...</td>\n",
       "      <td>A cryptic message from Bondâ€™s past sends him...</td>\n",
       "      <td>148</td>\n",
       "      <td>Action|Adventure|Crime</td>\n",
       "      <td>Columbia Pictures|Danjaq|B24</td>\n",
       "      <td>10/26/15</td>\n",
       "      <td>3254</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.253999e+08</td>\n",
       "      <td>8.102203e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>76757</td>\n",
       "      <td>tt1617661</td>\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>http://www.jupiterascending.com</td>\n",
       "      <td>Lana Wachowski|Lilly Wachowski</td>\n",
       "      <td>Expand your universe.</td>\n",
       "      <td>...</td>\n",
       "      <td>In a universe where human genetic material is ...</td>\n",
       "      <td>124</td>\n",
       "      <td>Science Fiction|Fantasy|Action|Adventure</td>\n",
       "      <td>Village Roadshow Pictures|Dune Entertainment|A...</td>\n",
       "      <td>2/4/15</td>\n",
       "      <td>1937</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.619199e+08</td>\n",
       "      <td>1.692686e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>264660</td>\n",
       "      <td>tt0470752</td>\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>http://exmachina-movie.com/</td>\n",
       "      <td>Alex Garland</td>\n",
       "      <td>There is nothing more human than the will to s...</td>\n",
       "      <td>...</td>\n",
       "      <td>Caleb, a 26 year old coder at the world's larg...</td>\n",
       "      <td>108</td>\n",
       "      <td>Drama|Science Fiction</td>\n",
       "      <td>DNA Films|Universal Pictures International (UP...</td>\n",
       "      <td>1/21/15</td>\n",
       "      <td>2854</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.379999e+07</td>\n",
       "      <td>3.391985e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>257344</td>\n",
       "      <td>tt2120120</td>\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>http://www.pixels-movie.com/</td>\n",
       "      <td>Chris Columbus</td>\n",
       "      <td>Game On.</td>\n",
       "      <td>...</td>\n",
       "      <td>Video game experts are recruited by the milita...</td>\n",
       "      <td>105</td>\n",
       "      <td>Action|Comedy|Science Fiction</td>\n",
       "      <td>Columbia Pictures|Happy Madison Productions</td>\n",
       "      <td>7/16/15</td>\n",
       "      <td>1575</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>8.095996e+07</td>\n",
       "      <td>2.241460e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>99861</td>\n",
       "      <td>tt2395427</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>http://marvel.com/movies/movie/193/avengers_ag...</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>A New Age Has Come.</td>\n",
       "      <td>...</td>\n",
       "      <td>When Tony Stark tries to jumpstart a dormant p...</td>\n",
       "      <td>141</td>\n",
       "      <td>Action|Adventure|Science Fiction</td>\n",
       "      <td>Marvel Studios|Prime Focus|Revolution Sun Studios</td>\n",
       "      <td>4/22/15</td>\n",
       "      <td>4304</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.575999e+08</td>\n",
       "      <td>1.292632e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>273248</td>\n",
       "      <td>tt3460252</td>\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>http://thehatefuleight.com/</td>\n",
       "      <td>Quentin Tarantino</td>\n",
       "      <td>No one comes up here without a damn good reason.</td>\n",
       "      <td>...</td>\n",
       "      <td>Bounty hunters seek shelter from a raging bliz...</td>\n",
       "      <td>167</td>\n",
       "      <td>Crime|Drama|Mystery|Western</td>\n",
       "      <td>Double Feature Films|The Weinstein Company|Fil...</td>\n",
       "      <td>12/25/15</td>\n",
       "      <td>2389</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2015</td>\n",
       "      <td>4.047998e+07</td>\n",
       "      <td>1.432992e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>260346</td>\n",
       "      <td>tt2446042</td>\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>http://www.taken3movie.com/</td>\n",
       "      <td>Olivier Megaton</td>\n",
       "      <td>It Ends Here</td>\n",
       "      <td>...</td>\n",
       "      <td>Ex-government operative Bryan Mills finds his ...</td>\n",
       "      <td>109</td>\n",
       "      <td>Crime|Action|Thriller</td>\n",
       "      <td>Twentieth Century Fox Film Corporation|M6 Film...</td>\n",
       "      <td>1/1/15</td>\n",
       "      <td>1578</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>4.415998e+07</td>\n",
       "      <td>2.997096e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>102899</td>\n",
       "      <td>tt0478970</td>\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>http://marvel.com/movies/movie/180/ant-man</td>\n",
       "      <td>Peyton Reed</td>\n",
       "      <td>Heroes Don't Get Any Bigger</td>\n",
       "      <td>...</td>\n",
       "      <td>Armed with the astonishing ability to shrink i...</td>\n",
       "      <td>115</td>\n",
       "      <td>Science Fiction|Action|Adventure</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>7/14/15</td>\n",
       "      <td>3779</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.195999e+08</td>\n",
       "      <td>4.771138e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>150689</td>\n",
       "      <td>tt1661199</td>\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>NaN</td>\n",
       "      <td>Kenneth Branagh</td>\n",
       "      <td>Midnight is just the beginning.</td>\n",
       "      <td>...</td>\n",
       "      <td>When her father unexpectedly passes away, youn...</td>\n",
       "      <td>112</td>\n",
       "      <td>Romance|Fantasy|Family|Drama</td>\n",
       "      <td>Walt Disney Pictures|Genre Films|Beagle Pug Fi...</td>\n",
       "      <td>3/12/15</td>\n",
       "      <td>1495</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>8.739996e+07</td>\n",
       "      <td>4.989630e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>131634</td>\n",
       "      <td>tt1951266</td>\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>http://www.thehungergames.movie/</td>\n",
       "      <td>Francis Lawrence</td>\n",
       "      <td>The fire will burn forever.</td>\n",
       "      <td>...</td>\n",
       "      <td>With the nation of Panem in a full scale war, ...</td>\n",
       "      <td>136</td>\n",
       "      <td>War|Adventure|Science Fiction</td>\n",
       "      <td>Studio Babelsberg|StudioCanal|Lionsgate|Walt D...</td>\n",
       "      <td>11/18/15</td>\n",
       "      <td>2380</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.471999e+08</td>\n",
       "      <td>5.984813e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>158852</td>\n",
       "      <td>tt1964418</td>\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>http://movies.disney.com/tomorrowland</td>\n",
       "      <td>Brad Bird</td>\n",
       "      <td>Imagine a world where nothing is impossible.</td>\n",
       "      <td>...</td>\n",
       "      <td>Bound by a shared destiny, a bright, optimisti...</td>\n",
       "      <td>130</td>\n",
       "      <td>Action|Family|Science Fiction|Adventure|Mystery</td>\n",
       "      <td>Walt Disney Pictures|Babieka|A113</td>\n",
       "      <td>5/19/15</td>\n",
       "      <td>1899</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.747999e+08</td>\n",
       "      <td>1.923127e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>307081</td>\n",
       "      <td>tt1798684</td>\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>NaN</td>\n",
       "      <td>Antoine Fuqua</td>\n",
       "      <td>Believe in Hope.</td>\n",
       "      <td>...</td>\n",
       "      <td>Billy \"The Great\" Hope, the reigning junior mi...</td>\n",
       "      <td>123</td>\n",
       "      <td>Action|Drama</td>\n",
       "      <td>Escape Artists|Riche-Ludwig Productions</td>\n",
       "      <td>6/15/15</td>\n",
       "      <td>1386</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.759999e+07</td>\n",
       "      <td>8.437300e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>254128</td>\n",
       "      <td>tt2126355</td>\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>http://www.sanandreasmovie.com/</td>\n",
       "      <td>Brad Peyton</td>\n",
       "      <td>A rescue pilot survived an earthquake, this is...</td>\n",
       "      <td>...</td>\n",
       "      <td>In the aftermath of a massive earthquake in Ca...</td>\n",
       "      <td>114</td>\n",
       "      <td>Action|Drama|Thriller</td>\n",
       "      <td>New Line Cinema|Village Roadshow Pictures|Warn...</td>\n",
       "      <td>5/27/15</td>\n",
       "      <td>2060</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.012000e+08</td>\n",
       "      <td>4.328514e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>216015</td>\n",
       "      <td>tt2322441</td>\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>https://www.facebook.com/fiftyshadesofgreymovie</td>\n",
       "      <td>Sam Taylor-Johnson</td>\n",
       "      <td>Are you curious?</td>\n",
       "      <td>...</td>\n",
       "      <td>When college senior Anastasia Steele steps in ...</td>\n",
       "      <td>125</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>Focus Features|Trigger Street Productions|Mich...</td>\n",
       "      <td>2/11/15</td>\n",
       "      <td>1865</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>3.679998e+07</td>\n",
       "      <td>5.240791e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>318846</td>\n",
       "      <td>tt1596363</td>\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>http://www.thebigshortmovie.com/</td>\n",
       "      <td>Adam McKay</td>\n",
       "      <td>This is a true story.</td>\n",
       "      <td>...</td>\n",
       "      <td>The men who made millions from a global econom...</td>\n",
       "      <td>130</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>Paramount Pictures|Plan B Entertainment|Regenc...</td>\n",
       "      <td>12/11/15</td>\n",
       "      <td>1545</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.575999e+07</td>\n",
       "      <td>1.226787e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>177677</td>\n",
       "      <td>tt2381249</td>\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>http://www.missionimpossible.com</td>\n",
       "      <td>Christopher McQuarrie</td>\n",
       "      <td>Desperate Times. Desperate Measures.</td>\n",
       "      <td>...</td>\n",
       "      <td>Ethan and team take on their most impossible m...</td>\n",
       "      <td>131</td>\n",
       "      <td>Action</td>\n",
       "      <td>Paramount Pictures|Skydance Productions|China ...</td>\n",
       "      <td>7/23/15</td>\n",
       "      <td>2349</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.379999e+08</td>\n",
       "      <td>6.277435e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>214756</td>\n",
       "      <td>tt2637276</td>\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>NaN</td>\n",
       "      <td>Seth MacFarlane</td>\n",
       "      <td>Ted is Coming, Again.</td>\n",
       "      <td>...</td>\n",
       "      <td>Newlywed couple Ted and Tami-Lynn want to have...</td>\n",
       "      <td>115</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Universal Pictures|Media Rights Capital|Fuzzy ...</td>\n",
       "      <td>6/25/15</td>\n",
       "      <td>1666</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>6.255997e+07</td>\n",
       "      <td>1.985944e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>207703</td>\n",
       "      <td>tt2802144</td>\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>http://www.kingsmanmovie.com/</td>\n",
       "      <td>Matthew Vaughn</td>\n",
       "      <td>Manners maketh man.</td>\n",
       "      <td>...</td>\n",
       "      <td>The story of a super-secret spy organization t...</td>\n",
       "      <td>130</td>\n",
       "      <td>Crime|Comedy|Action|Adventure</td>\n",
       "      <td>Twentieth Century Fox Film Corporation|Marv Fi...</td>\n",
       "      <td>1/24/15</td>\n",
       "      <td>3833</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2015</td>\n",
       "      <td>7.451997e+07</td>\n",
       "      <td>3.714978e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>314365</td>\n",
       "      <td>tt1895587</td>\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>http://www.spotlightthefilm.com</td>\n",
       "      <td>Tom McCarthy</td>\n",
       "      <td>Break the story. Break the silence.</td>\n",
       "      <td>...</td>\n",
       "      <td>The true story of how The Boston Globe uncover...</td>\n",
       "      <td>128</td>\n",
       "      <td>Drama|Thriller|History</td>\n",
       "      <td>Participant Media|Open Road Films|Anonymous Co...</td>\n",
       "      <td>11/6/15</td>\n",
       "      <td>1559</td>\n",
       "      <td>7.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.839999e+07</td>\n",
       "      <td>8.127872e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>294254</td>\n",
       "      <td>tt4046784</td>\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>http://mazerunnermovies.com</td>\n",
       "      <td>Wes Ball</td>\n",
       "      <td>The Maze Was Just the Beginning.</td>\n",
       "      <td>...</td>\n",
       "      <td>Thomas and his fellow Gladers face their great...</td>\n",
       "      <td>132</td>\n",
       "      <td>Action|Science Fiction|Thriller</td>\n",
       "      <td>Gotham Group|Temple Hill Entertainment|TSG Ent...</td>\n",
       "      <td>9/9/15</td>\n",
       "      <td>1849</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2015</td>\n",
       "      <td>5.611998e+07</td>\n",
       "      <td>2.863562e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>333352</td>\n",
       "      <td>tt2057392</td>\n",
       "      <td>2.295730</td>\n",
       "      <td>13000000</td>\n",
       "      <td>32848185</td>\n",
       "      <td>Eye in the Sky</td>\n",
       "      <td>Helen Mirren|Aaron Paul|Alan Rickman|Iain Glen...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gavin Hood</td>\n",
       "      <td>Welcome to the new front line</td>\n",
       "      <td>...</td>\n",
       "      <td>A military officer in command of a drone opera...</td>\n",
       "      <td>102</td>\n",
       "      <td>Drama|Thriller|War</td>\n",
       "      <td>Entertainment One|Moonlighting Films|Raindog F...</td>\n",
       "      <td>9/11/15</td>\n",
       "      <td>265</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.195999e+07</td>\n",
       "      <td>3.022032e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>276907</td>\n",
       "      <td>tt3569230</td>\n",
       "      <td>2.281350</td>\n",
       "      <td>25000000</td>\n",
       "      <td>42972994</td>\n",
       "      <td>Legend</td>\n",
       "      <td>Tom Hardy|Emily Browning|Christopher Eccleston...</td>\n",
       "      <td>https://www.uphe.com/movies/legend-2015</td>\n",
       "      <td>Brian Helgeland</td>\n",
       "      <td>Love, fight, live, rule like a legend.</td>\n",
       "      <td>...</td>\n",
       "      <td>Suave, charming and volatile, Reggie Kray and ...</td>\n",
       "      <td>131</td>\n",
       "      <td>Crime|Thriller</td>\n",
       "      <td>Working Title Films|Cross Creek Pictures|Anton...</td>\n",
       "      <td>9/9/15</td>\n",
       "      <td>619</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.299999e+07</td>\n",
       "      <td>3.953514e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>284289</td>\n",
       "      <td>tt2911668</td>\n",
       "      <td>2.272044</td>\n",
       "      <td>0</td>\n",
       "      <td>45895</td>\n",
       "      <td>Beyond the Reach</td>\n",
       "      <td>Michael Douglas|Jeremy Irvine|Hanna Mangan Law...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jean-Baptiste LÃ©onetti</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>A high-rolling corporate shark and his impover...</td>\n",
       "      <td>95</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>Furthur Films</td>\n",
       "      <td>4/17/15</td>\n",
       "      <td>81</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.222338e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>266647</td>\n",
       "      <td>tt3332064</td>\n",
       "      <td>2.234573</td>\n",
       "      <td>150000000</td>\n",
       "      <td>128388320</td>\n",
       "      <td>Pan</td>\n",
       "      <td>Levi Miller|Garrett Hedlund|Hugh Jackman|Roone...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Wright</td>\n",
       "      <td>Every legend has a beginning.</td>\n",
       "      <td>...</td>\n",
       "      <td>Living a bleak existence at a London orphanage...</td>\n",
       "      <td>111</td>\n",
       "      <td>Adventure|Family|Fantasy</td>\n",
       "      <td>Warner Bros.|Moving Picture Company (MPC)|Berl...</td>\n",
       "      <td>9/24/15</td>\n",
       "      <td>586</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.379999e+08</td>\n",
       "      <td>1.181172e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>347096</td>\n",
       "      <td>tt3478232</td>\n",
       "      <td>2.165433</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Mythica: The Darkspore</td>\n",
       "      <td>Melanie Stone|Kevin Sorbo|Adam Johnson|Jake St...</td>\n",
       "      <td>http://www.mythicamovie.com/#!blank/wufvh</td>\n",
       "      <td>Anne K. Black</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>When Teelaâ€™s sister is murdered and a powerf...</td>\n",
       "      <td>108</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>Arrowstorm Entertainment</td>\n",
       "      <td>6/24/15</td>\n",
       "      <td>27</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>308369</td>\n",
       "      <td>tt2582496</td>\n",
       "      <td>2.141506</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Me and Earl and the Dying Girl</td>\n",
       "      <td>Thomas Mann|RJ Cyler|Olivia Cooke|Connie Britt...</td>\n",
       "      <td>http://www.foxsearchlight.com/meandearlandthed...</td>\n",
       "      <td>Alfonso Gomez-Rejon</td>\n",
       "      <td>A Little Friendship Never Killed Anyone.</td>\n",
       "      <td>...</td>\n",
       "      <td>Greg is coasting through senior year of high s...</td>\n",
       "      <td>105</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>Indian Paintbrush</td>\n",
       "      <td>6/12/15</td>\n",
       "      <td>569</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>227973</td>\n",
       "      <td>tt2452042</td>\n",
       "      <td>2.140199</td>\n",
       "      <td>99000000</td>\n",
       "      <td>246233113</td>\n",
       "      <td>The Peanuts Movie</td>\n",
       "      <td>Noah Schnapp|Bill Melendez|Venus Schultheis|Ha...</td>\n",
       "      <td>http://www.peanutsmovie.com/</td>\n",
       "      <td>Steve Martino</td>\n",
       "      <td>The story of an underdog. And his dog.</td>\n",
       "      <td>...</td>\n",
       "      <td>Snoopy embarks upon his greatest mission as he...</td>\n",
       "      <td>88</td>\n",
       "      <td>Adventure|Animation|Comedy|Family</td>\n",
       "      <td>Blue Sky Studios|Twentieth Century Fox Animati...</td>\n",
       "      <td>11/5/15</td>\n",
       "      <td>414</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2015</td>\n",
       "      <td>9.107996e+07</td>\n",
       "      <td>2.265344e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>321741</td>\n",
       "      <td>tt3322364</td>\n",
       "      <td>2.121884</td>\n",
       "      <td>35000000</td>\n",
       "      <td>48623572</td>\n",
       "      <td>Concussion</td>\n",
       "      <td>Will Smith|Bitsie Tulloch|Gugu Mbatha-Raw|Alec...</td>\n",
       "      <td>http://www.sonypictures.com/movies/concussion/</td>\n",
       "      <td>Peter Landesman</td>\n",
       "      <td>Even Legends Need a Hero</td>\n",
       "      <td>...</td>\n",
       "      <td>A dramatic thriller based on the incredible tr...</td>\n",
       "      <td>123</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Village Roadshow Pictures|Scott Free Productio...</td>\n",
       "      <td>11/12/15</td>\n",
       "      <td>500</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2015</td>\n",
       "      <td>3.219999e+07</td>\n",
       "      <td>4.473367e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>296100</td>\n",
       "      <td>tt3530002</td>\n",
       "      <td>2.096273</td>\n",
       "      <td>25000000</td>\n",
       "      <td>52395996</td>\n",
       "      <td>The Night Before</td>\n",
       "      <td>Joseph Gordon-Levitt|Seth Rogen|Anthony Mackie...</td>\n",
       "      <td>https://www.facebook.com/NightBeforeMovie</td>\n",
       "      <td>Jonathan Levine</td>\n",
       "      <td>Their past, present and future. All in one night.</td>\n",
       "      <td>...</td>\n",
       "      <td>In New York City for their annual tradition of...</td>\n",
       "      <td>100</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Sony Pictures|Point Grey Pictures|Good Universe</td>\n",
       "      <td>11/20/15</td>\n",
       "      <td>363</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.299999e+07</td>\n",
       "      <td>4.820430e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>263472</td>\n",
       "      <td>tt3605418</td>\n",
       "      <td>2.080935</td>\n",
       "      <td>2500000</td>\n",
       "      <td>5214043</td>\n",
       "      <td>Knock Knock</td>\n",
       "      <td>Keanu Reeves|Lorenza Izzo|Ana de Armas|Aaron B...</td>\n",
       "      <td>http://knockknockmovie.tumblr.com/</td>\n",
       "      <td>Eli Roth</td>\n",
       "      <td>One night can cost you everything.</td>\n",
       "      <td>...</td>\n",
       "      <td>When a devoted husband and father is left home...</td>\n",
       "      <td>99</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>Universum Film (UFA)|Dragonfly Entertainment|B...</td>\n",
       "      <td>6/26/15</td>\n",
       "      <td>473</td>\n",
       "      <td>4.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.299999e+06</td>\n",
       "      <td>4.796917e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>228205</td>\n",
       "      <td>tt2726560</td>\n",
       "      <td>2.070708</td>\n",
       "      <td>34000000</td>\n",
       "      <td>63013281</td>\n",
       "      <td>The Longest Ride</td>\n",
       "      <td>Scott Eastwood|Britt Robertson|Lolita Davidovi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>George Tillman, Jr.</td>\n",
       "      <td>Two couples. Two love stories. One epic tale.</td>\n",
       "      <td>...</td>\n",
       "      <td>The lives of a young couple intertwine with a ...</td>\n",
       "      <td>128</td>\n",
       "      <td>Romance|Drama</td>\n",
       "      <td>Fox 2000 Pictures|Temple Hill Entertainment</td>\n",
       "      <td>4/9/15</td>\n",
       "      <td>711</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>3.127999e+07</td>\n",
       "      <td>5.797219e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>159824</td>\n",
       "      <td>tt2510894</td>\n",
       "      <td>2.060162</td>\n",
       "      <td>80000000</td>\n",
       "      <td>466183544</td>\n",
       "      <td>Hotel Transylvania 2</td>\n",
       "      <td>Adam Sandler|Andy Samberg|Selena Gomez|Kevin J...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Genndy Tartakovsky</td>\n",
       "      <td>They're back to raise a little terror</td>\n",
       "      <td>...</td>\n",
       "      <td>When the old-old-old-fashioned vampire Vlad ar...</td>\n",
       "      <td>89</td>\n",
       "      <td>Animation|Comedy|Family</td>\n",
       "      <td>Columbia Pictures|Sony Pictures Animation</td>\n",
       "      <td>9/21/15</td>\n",
       "      <td>919</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>7.359997e+07</td>\n",
       "      <td>4.288887e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>333348</td>\n",
       "      <td>tt2279339</td>\n",
       "      <td>2.055572</td>\n",
       "      <td>17000000</td>\n",
       "      <td>24000000</td>\n",
       "      <td>Love the Coopers</td>\n",
       "      <td>Steve Martin|Diane Keaton|John Goodman|Alan Ar...</td>\n",
       "      <td>http://www.cbsfilms.com/love-the-coopers/</td>\n",
       "      <td>Jessie Nelson</td>\n",
       "      <td>Christmas means comfort, joy and chaos.</td>\n",
       "      <td>...</td>\n",
       "      <td>When four generations of the Cooper clan come ...</td>\n",
       "      <td>107</td>\n",
       "      <td>Family|Comedy</td>\n",
       "      <td>Imagine Entertainment|Groundswell Productions|...</td>\n",
       "      <td>11/12/15</td>\n",
       "      <td>111</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.563999e+07</td>\n",
       "      <td>2.207999e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>285783</td>\n",
       "      <td>tt3488710</td>\n",
       "      <td>2.049886</td>\n",
       "      <td>35000000</td>\n",
       "      <td>61181942</td>\n",
       "      <td>The Walk</td>\n",
       "      <td>Joseph Gordon-Levitt|Ben Kingsley|Charlotte Le...</td>\n",
       "      <td>http://www.sonypictures.com/movies/thewalk/</td>\n",
       "      <td>Robert Zemeckis</td>\n",
       "      <td>Dream High.</td>\n",
       "      <td>...</td>\n",
       "      <td>The story of French high-wire artist Philippe ...</td>\n",
       "      <td>123</td>\n",
       "      <td>Adventure|Drama|Thriller</td>\n",
       "      <td>TriStar Pictures|Sony Pictures Entertainment|I...</td>\n",
       "      <td>9/30/15</td>\n",
       "      <td>706</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>3.219999e+07</td>\n",
       "      <td>5.628736e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>290764</td>\n",
       "      <td>tt2401097</td>\n",
       "      <td>2.026651</td>\n",
       "      <td>11000000</td>\n",
       "      <td>1863315</td>\n",
       "      <td>Tracers</td>\n",
       "      <td>Marie Avgeropoulos|Taylor Lautner|Adam Rayner|...</td>\n",
       "      <td>http://www.unlimited-movie.com/</td>\n",
       "      <td>Daniel Benmayor</td>\n",
       "      <td>It's not a crime if they can't catch you.</td>\n",
       "      <td>...</td>\n",
       "      <td>Wanted by the mafia, a New York City bike mess...</td>\n",
       "      <td>94</td>\n",
       "      <td>Action|Crime|Drama</td>\n",
       "      <td>Temple Hill Entertainment|Senator Film|Freerun...</td>\n",
       "      <td>1/15/15</td>\n",
       "      <td>326</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.012000e+07</td>\n",
       "      <td>1.714249e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>296099</td>\n",
       "      <td>tt1524930</td>\n",
       "      <td>2.000338</td>\n",
       "      <td>31000000</td>\n",
       "      <td>104384188</td>\n",
       "      <td>Vacation</td>\n",
       "      <td>Ed Helms|Christina Applegate|Skyler Gisondo|St...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>John Francis Daley|Jonathan M. Goldstein</td>\n",
       "      <td>What could go wrong?</td>\n",
       "      <td>...</td>\n",
       "      <td>Hoping to bring his family closer together and...</td>\n",
       "      <td>99</td>\n",
       "      <td>Adventure|Comedy</td>\n",
       "      <td>New Line Cinema|BenderSpink|David Dobkin Produ...</td>\n",
       "      <td>7/28/15</td>\n",
       "      <td>846</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.851999e+07</td>\n",
       "      <td>9.603341e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>243688</td>\n",
       "      <td>tt1029360</td>\n",
       "      <td>1.984529</td>\n",
       "      <td>35000000</td>\n",
       "      <td>95437994</td>\n",
       "      <td>Poltergeist</td>\n",
       "      <td>Sam Rockwell|Rosemarie DeWitt|Saxon Sharbino|K...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gil Kenan</td>\n",
       "      <td>They're Here. And They Know What Scares You.</td>\n",
       "      <td>...</td>\n",
       "      <td>Legendary filmmaker Sam Raimi and director Gil...</td>\n",
       "      <td>93</td>\n",
       "      <td>Horror|Thriller</td>\n",
       "      <td>Ghost House Pictures|Vertigo Entertainment|Met...</td>\n",
       "      <td>5/20/15</td>\n",
       "      <td>589</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>3.219999e+07</td>\n",
       "      <td>8.780292e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>287424</td>\n",
       "      <td>tt1881002</td>\n",
       "      <td>1.980039</td>\n",
       "      <td>4000000</td>\n",
       "      <td>187112</td>\n",
       "      <td>Maggie</td>\n",
       "      <td>Arnold Schwarzenegger|Abigail Breslin|Joely Ri...</td>\n",
       "      <td>http://www.maggiethefilm.com/</td>\n",
       "      <td>Henry Hobson</td>\n",
       "      <td>Don't Get Bitten</td>\n",
       "      <td>...</td>\n",
       "      <td>There's a deadly zombie epidemic threatening h...</td>\n",
       "      <td>95</td>\n",
       "      <td>Horror</td>\n",
       "      <td>Lionsgate|Grindstone Entertainment Group|Silve...</td>\n",
       "      <td>5/8/15</td>\n",
       "      <td>384</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>3.679998e+06</td>\n",
       "      <td>1.721430e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>301875</td>\n",
       "      <td>tt3289728</td>\n",
       "      <td>1.959765</td>\n",
       "      <td>0</td>\n",
       "      <td>2000000</td>\n",
       "      <td>Equals</td>\n",
       "      <td>Kristen Stewart|Nicholas Hoult|Guy Pearce|Jack...</td>\n",
       "      <td>http://equals-the-movie.com/</td>\n",
       "      <td>Drake Doremus</td>\n",
       "      <td>Find your equal.</td>\n",
       "      <td>...</td>\n",
       "      <td>A futuristic love story set in a world where e...</td>\n",
       "      <td>101</td>\n",
       "      <td>Drama|Romance|Science Fiction</td>\n",
       "      <td>Scott Free Productions|Infinite Frameworks Stu...</td>\n",
       "      <td>9/4/15</td>\n",
       "      <td>135</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.839999e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>181283</td>\n",
       "      <td>tt1014763</td>\n",
       "      <td>1.956320</td>\n",
       "      <td>50000000</td>\n",
       "      <td>3324330</td>\n",
       "      <td>Child 44</td>\n",
       "      <td>Tom Hardy|Gary Oldman|Noomi Rapace|Joel Kinnam...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Daniel Espinosa</td>\n",
       "      <td>How do you find a killer who doesnâ€™t exist?</td>\n",
       "      <td>...</td>\n",
       "      <td>Set in Stalin-era Soviet Union, a disgraced MG...</td>\n",
       "      <td>137</td>\n",
       "      <td>Crime|Thriller</td>\n",
       "      <td>Summit Entertainment|Scott Free Productions|Wo...</td>\n",
       "      <td>3/15/15</td>\n",
       "      <td>341</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2015</td>\n",
       "      <td>4.599998e+07</td>\n",
       "      <td>3.058382e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>328425</td>\n",
       "      <td>tt4178092</td>\n",
       "      <td>1.926739</td>\n",
       "      <td>5000000</td>\n",
       "      <td>58978653</td>\n",
       "      <td>The Gift</td>\n",
       "      <td>Jason Bateman|Rebecca Hall|Joel Edgerton|David...</td>\n",
       "      <td>https://www.facebook.com/GIFTmovie</td>\n",
       "      <td>Joel Edgerton</td>\n",
       "      <td>Not every gift is welcome.</td>\n",
       "      <td>...</td>\n",
       "      <td>A husband and wife try to reinvigorate their r...</td>\n",
       "      <td>108</td>\n",
       "      <td>Thriller|Mystery</td>\n",
       "      <td>Blumhouse Productions|Blue-Tongue Films|STX En...</td>\n",
       "      <td>7/30/15</td>\n",
       "      <td>631</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2015</td>\n",
       "      <td>4.599998e+06</td>\n",
       "      <td>5.426034e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>274167</td>\n",
       "      <td>tt1528854</td>\n",
       "      <td>1.904898</td>\n",
       "      <td>50000000</td>\n",
       "      <td>240360392</td>\n",
       "      <td>Daddy's Home</td>\n",
       "      <td>Will Ferrell|Mark Wahlberg|Linda Cardellini|Th...</td>\n",
       "      <td>http://daddyshomemovie.tumblr.com/</td>\n",
       "      <td>Sean Anders</td>\n",
       "      <td>Choose your Daddy</td>\n",
       "      <td>...</td>\n",
       "      <td>The story of a mild-mannered radio executive (...</td>\n",
       "      <td>96</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Paramount Pictures|Gary Sanchez Productions|Go...</td>\n",
       "      <td>12/25/15</td>\n",
       "      <td>568</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2015</td>\n",
       "      <td>4.599998e+07</td>\n",
       "      <td>2.211315e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>370687</td>\n",
       "      <td>tt3608646</td>\n",
       "      <td>1.876037</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Mythica: The Necromancer</td>\n",
       "      <td>Melanie Stone|Adam Johnson|Kevin Sorbo|Nicola ...</td>\n",
       "      <td>http://www.mythicamovie.com/#!blank/y9ake</td>\n",
       "      <td>A. Todd Smith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Mallister takes Thane prisoner and forces Mare...</td>\n",
       "      <td>0</td>\n",
       "      <td>Fantasy|Action|Adventure</td>\n",
       "      <td>Arrowstorm Entertainment|Camera 40 Productions...</td>\n",
       "      <td>12/19/15</td>\n",
       "      <td>11</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>307663</td>\n",
       "      <td>tt3480796</td>\n",
       "      <td>1.872696</td>\n",
       "      <td>10000000</td>\n",
       "      <td>0</td>\n",
       "      <td>Vice</td>\n",
       "      <td>Ambyr Childers|Thomas Jane|Bryan Greenberg|Bru...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brian A Miller</td>\n",
       "      <td>Where the future is your past.</td>\n",
       "      <td>...</td>\n",
       "      <td>Julian Michaels has designed the ultimate reso...</td>\n",
       "      <td>96</td>\n",
       "      <td>Thriller|Science Fiction|Action|Adventure</td>\n",
       "      <td>Grindstone Entertainment Group|K5 Internationa...</td>\n",
       "      <td>1/16/15</td>\n",
       "      <td>181</td>\n",
       "      <td>4.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>9.199996e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>309809</td>\n",
       "      <td>tt1754656</td>\n",
       "      <td>1.865007</td>\n",
       "      <td>64000000</td>\n",
       "      <td>97571250</td>\n",
       "      <td>The Little Prince</td>\n",
       "      <td>Jeff Bridges|Rachel McAdams|Paul Rudd|Marion C...</td>\n",
       "      <td>http://www.thelittleprincemovie.com/</td>\n",
       "      <td>Mark Osborne</td>\n",
       "      <td>Growing up isn't the problem... forgetting is.</td>\n",
       "      <td>...</td>\n",
       "      <td>Based on the best-seller book 'The Little Prin...</td>\n",
       "      <td>92</td>\n",
       "      <td>Adventure|Animation|Fantasy</td>\n",
       "      <td>Onyx Films|Orange Studios|CityMation|On Entert...</td>\n",
       "      <td>7/29/15</td>\n",
       "      <td>423</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>5.887997e+07</td>\n",
       "      <td>8.976551e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>258509</td>\n",
       "      <td>tt2974918</td>\n",
       "      <td>1.841779</td>\n",
       "      <td>0</td>\n",
       "      <td>233755553</td>\n",
       "      <td>Alvin and the Chipmunks: The Road Chip</td>\n",
       "      <td>Jason Lee|Justin Long|Bella Thorne|Matthew Gra...</td>\n",
       "      <td>http://www.foxmovies.com/movies/alvin-and-the-...</td>\n",
       "      <td>Walt Becker</td>\n",
       "      <td>Fast &amp; furry-ous</td>\n",
       "      <td>...</td>\n",
       "      <td>Through a series of misunderstandings, Alvin, ...</td>\n",
       "      <td>92</td>\n",
       "      <td>Adventure|Animation|Comedy|Family</td>\n",
       "      <td>Regency Enterprises|Fox 2000 Pictures|Sunswept...</td>\n",
       "      <td>12/17/15</td>\n",
       "      <td>278</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.150550e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>298382</td>\n",
       "      <td>tt2910904</td>\n",
       "      <td>1.823130</td>\n",
       "      <td>11930000</td>\n",
       "      <td>18340000</td>\n",
       "      <td>The Dressmaker</td>\n",
       "      <td>Kate Winslet|Liam Hemsworth|Caroline Goodall|J...</td>\n",
       "      <td>http://www.thedressmakermovie.com.au</td>\n",
       "      <td>Jocelyn Moorhouse</td>\n",
       "      <td>Revenge is back in fashion</td>\n",
       "      <td>...</td>\n",
       "      <td>In 1950s Australia, beautiful, talented dressm...</td>\n",
       "      <td>118</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Amazon Studios|Film Art Media|Apollo Media</td>\n",
       "      <td>10/1/15</td>\n",
       "      <td>197</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.097560e+07</td>\n",
       "      <td>1.687279e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>272693</td>\n",
       "      <td>tt1666801</td>\n",
       "      <td>1.758618</td>\n",
       "      <td>8500000</td>\n",
       "      <td>43528634</td>\n",
       "      <td>The DUFF</td>\n",
       "      <td>Mae Whitman|Robbie Amell|Bella Thorne|Bianca A...</td>\n",
       "      <td>http://www.duffmovie.com/</td>\n",
       "      <td>Ari Sandel</td>\n",
       "      <td>You either know one, you have one, or you are ...</td>\n",
       "      <td>...</td>\n",
       "      <td>Bianca's universe turns upside down when she l...</td>\n",
       "      <td>100</td>\n",
       "      <td>Romance|Comedy</td>\n",
       "      <td>Wonderland Sound and Vision|CBS Films|Vast Ent...</td>\n",
       "      <td>2/20/15</td>\n",
       "      <td>753</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2015</td>\n",
       "      <td>7.819997e+06</td>\n",
       "      <td>4.004633e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>283445</td>\n",
       "      <td>tt2752772</td>\n",
       "      <td>1.742286</td>\n",
       "      <td>10000000</td>\n",
       "      <td>52882018</td>\n",
       "      <td>Sinister 2</td>\n",
       "      <td>Shannyn Sossamon|James Ransone|Tate Ellington|...</td>\n",
       "      <td>http://www.sinistermovie.com/</td>\n",
       "      <td>Ciaran Foy</td>\n",
       "      <td>Be careful, children at play.</td>\n",
       "      <td>...</td>\n",
       "      <td>A young mother and her twin sons move into a r...</td>\n",
       "      <td>97</td>\n",
       "      <td>Horror</td>\n",
       "      <td>Alliance Films|Blumhouse Productions|IM Global...</td>\n",
       "      <td>8/19/15</td>\n",
       "      <td>331</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>9.199996e+06</td>\n",
       "      <td>4.865144e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>256961</td>\n",
       "      <td>tt3450650</td>\n",
       "      <td>1.735180</td>\n",
       "      <td>30000000</td>\n",
       "      <td>107597242</td>\n",
       "      <td>Paul Blart: Mall Cop 2</td>\n",
       "      <td>Kevin James|Raini Rodriguez|Eduardo VerÃ¡stegu...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Andy Fickman</td>\n",
       "      <td>Vegas has a new high roller.</td>\n",
       "      <td>...</td>\n",
       "      <td>Security guard Paul Blart is headed to Las Veg...</td>\n",
       "      <td>94</td>\n",
       "      <td>Action|Adventure|Comedy|Family</td>\n",
       "      <td>Columbia Pictures|Happy Madison Productions|So...</td>\n",
       "      <td>4/16/15</td>\n",
       "      <td>422</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.759999e+07</td>\n",
       "      <td>9.898942e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 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",
       "5   281957  tt1663202    9.110700  135000000   532950503   \n",
       "6    87101  tt1340138    8.654359  155000000   440603537   \n",
       "7   286217  tt3659388    7.667400  108000000   595380321   \n",
       "8   211672  tt2293640    7.404165   74000000  1156730962   \n",
       "9   150540  tt2096673    6.326804  175000000   853708609   \n",
       "10  206647  tt2379713    6.200282  245000000   880674609   \n",
       "11   76757  tt1617661    6.189369  176000003   183987723   \n",
       "12  264660  tt0470752    6.118847   15000000    36869414   \n",
       "13  257344  tt2120120    5.984995   88000000   243637091   \n",
       "14   99861  tt2395427    5.944927  280000000  1405035767   \n",
       "15  273248  tt3460252    5.898400   44000000   155760117   \n",
       "16  260346  tt2446042    5.749758   48000000   325771424   \n",
       "17  102899  tt0478970    5.573184  130000000   518602163   \n",
       "18  150689  tt1661199    5.556818   95000000   542351353   \n",
       "19  131634  tt1951266    5.476958  160000000   650523427   \n",
       "20  158852  tt1964418    5.462138  190000000   209035668   \n",
       "21  307081  tt1798684    5.337064   30000000    91709827   \n",
       "22  254128  tt2126355    4.907832  110000000   470490832   \n",
       "23  216015  tt2322441    4.710402   40000000   569651467   \n",
       "24  318846  tt1596363    4.648046   28000000   133346506   \n",
       "25  177677  tt2381249    4.566713  150000000   682330139   \n",
       "26  214756  tt2637276    4.564549   68000000   215863606   \n",
       "27  207703  tt2802144    4.503789   81000000   403802136   \n",
       "28  314365  tt1895587    4.062293   20000000    88346473   \n",
       "29  294254  tt4046784    3.968891   61000000   311256926   \n",
       "..     ...        ...         ...        ...         ...   \n",
       "70  333352  tt2057392    2.295730   13000000    32848185   \n",
       "71  276907  tt3569230    2.281350   25000000    42972994   \n",
       "72  284289  tt2911668    2.272044          0       45895   \n",
       "73  266647  tt3332064    2.234573  150000000   128388320   \n",
       "74  347096  tt3478232    2.165433          0           0   \n",
       "75  308369  tt2582496    2.141506          0           0   \n",
       "76  227973  tt2452042    2.140199   99000000   246233113   \n",
       "77  321741  tt3322364    2.121884   35000000    48623572   \n",
       "78  296100  tt3530002    2.096273   25000000    52395996   \n",
       "79  263472  tt3605418    2.080935    2500000     5214043   \n",
       "80  228205  tt2726560    2.070708   34000000    63013281   \n",
       "81  159824  tt2510894    2.060162   80000000   466183544   \n",
       "82  333348  tt2279339    2.055572   17000000    24000000   \n",
       "83  285783  tt3488710    2.049886   35000000    61181942   \n",
       "84  290764  tt2401097    2.026651   11000000     1863315   \n",
       "85  296099  tt1524930    2.000338   31000000   104384188   \n",
       "86  243688  tt1029360    1.984529   35000000    95437994   \n",
       "87  287424  tt1881002    1.980039    4000000      187112   \n",
       "88  301875  tt3289728    1.959765          0     2000000   \n",
       "89  181283  tt1014763    1.956320   50000000     3324330   \n",
       "90  328425  tt4178092    1.926739    5000000    58978653   \n",
       "91  274167  tt1528854    1.904898   50000000   240360392   \n",
       "92  370687  tt3608646    1.876037          0           0   \n",
       "93  307663  tt3480796    1.872696   10000000           0   \n",
       "94  309809  tt1754656    1.865007   64000000    97571250   \n",
       "95  258509  tt2974918    1.841779          0   233755553   \n",
       "96  298382  tt2910904    1.823130   11930000    18340000   \n",
       "97  272693  tt1666801    1.758618    8500000    43528634   \n",
       "98  283445  tt2752772    1.742286   10000000    52882018   \n",
       "99  256961  tt3450650    1.735180   30000000   107597242   \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",
       "5                             The Revenant   \n",
       "6                       Terminator Genisys   \n",
       "7                              The Martian   \n",
       "8                                  Minions   \n",
       "9                               Inside Out   \n",
       "10                                 Spectre   \n",
       "11                       Jupiter Ascending   \n",
       "12                              Ex Machina   \n",
       "13                                  Pixels   \n",
       "14                 Avengers: Age of Ultron   \n",
       "15                       The Hateful Eight   \n",
       "16                                 Taken 3   \n",
       "17                                 Ant-Man   \n",
       "18                              Cinderella   \n",
       "19   The Hunger Games: Mockingjay - Part 2   \n",
       "20                            Tomorrowland   \n",
       "21                                Southpaw   \n",
       "22                             San Andreas   \n",
       "23                    Fifty Shades of Grey   \n",
       "24                           The Big Short   \n",
       "25      Mission: Impossible - Rogue Nation   \n",
       "26                                   Ted 2   \n",
       "27            Kingsman: The Secret Service   \n",
       "28                               Spotlight   \n",
       "29          Maze Runner: The Scorch Trials   \n",
       "..                                     ...   \n",
       "70                          Eye in the Sky   \n",
       "71                                  Legend   \n",
       "72                        Beyond the Reach   \n",
       "73                                     Pan   \n",
       "74                  Mythica: The Darkspore   \n",
       "75          Me and Earl and the Dying Girl   \n",
       "76                       The Peanuts Movie   \n",
       "77                              Concussion   \n",
       "78                        The Night Before   \n",
       "79                             Knock Knock   \n",
       "80                        The Longest Ride   \n",
       "81                    Hotel Transylvania 2   \n",
       "82                        Love the Coopers   \n",
       "83                                The Walk   \n",
       "84                                 Tracers   \n",
       "85                                Vacation   \n",
       "86                             Poltergeist   \n",
       "87                                  Maggie   \n",
       "88                                  Equals   \n",
       "89                                Child 44   \n",
       "90                                The Gift   \n",
       "91                            Daddy's Home   \n",
       "92                Mythica: The Necromancer   \n",
       "93                                    Vice   \n",
       "94                       The Little Prince   \n",
       "95  Alvin and the Chipmunks: The Road Chip   \n",
       "96                          The Dressmaker   \n",
       "97                                The DUFF   \n",
       "98                              Sinister 2   \n",
       "99                  Paul Blart: Mall Cop 2   \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",
       "5   Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...   \n",
       "6   Arnold Schwarzenegger|Jason Clarke|Emilia Clar...   \n",
       "7   Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...   \n",
       "8   Sandra Bullock|Jon Hamm|Michael Keaton|Allison...   \n",
       "9   Amy Poehler|Phyllis Smith|Richard Kind|Bill Ha...   \n",
       "10  Daniel Craig|Christoph Waltz|LÃ©a Seydoux|Ralp...   \n",
       "11  Mila Kunis|Channing Tatum|Sean Bean|Eddie Redm...   \n",
       "12  Domhnall Gleeson|Alicia Vikander|Oscar Isaac|S...   \n",
       "13  Adam Sandler|Michelle Monaghan|Peter Dinklage|...   \n",
       "14  Robert Downey Jr.|Chris Hemsworth|Mark Ruffalo...   \n",
       "15  Samuel L. Jackson|Kurt Russell|Jennifer Jason ...   \n",
       "16  Liam Neeson|Forest Whitaker|Maggie Grace|Famke...   \n",
       "17  Paul Rudd|Michael Douglas|Evangeline Lilly|Cor...   \n",
       "18  Lily James|Cate Blanchett|Richard Madden|Helen...   \n",
       "19  Jennifer Lawrence|Josh Hutcherson|Liam Hemswor...   \n",
       "20  Britt Robertson|George Clooney|Raffey Cassidy|...   \n",
       "21  Jake Gyllenhaal|Rachel McAdams|Forest Whitaker...   \n",
       "22  Dwayne Johnson|Alexandra Daddario|Carla Gugino...   \n",
       "23  Dakota Johnson|Jamie Dornan|Jennifer Ehle|Eloi...   \n",
       "24  Christian Bale|Steve Carell|Ryan Gosling|Brad ...   \n",
       "25  Tom Cruise|Jeremy Renner|Simon Pegg|Rebecca Fe...   \n",
       "26  Mark Wahlberg|Seth MacFarlane|Amanda Seyfried|...   \n",
       "27  Taron Egerton|Colin Firth|Samuel L. Jackson|Mi...   \n",
       "28  Mark Ruffalo|Michael Keaton|Rachel McAdams|Lie...   \n",
       "29  Dylan O'Brien|Kaya Scodelario|Thomas Brodie-Sa...   \n",
       "..                                                ...   \n",
       "70  Helen Mirren|Aaron Paul|Alan Rickman|Iain Glen...   \n",
       "71  Tom Hardy|Emily Browning|Christopher Eccleston...   \n",
       "72  Michael Douglas|Jeremy Irvine|Hanna Mangan Law...   \n",
       "73  Levi Miller|Garrett Hedlund|Hugh Jackman|Roone...   \n",
       "74  Melanie Stone|Kevin Sorbo|Adam Johnson|Jake St...   \n",
       "75  Thomas Mann|RJ Cyler|Olivia Cooke|Connie Britt...   \n",
       "76  Noah Schnapp|Bill Melendez|Venus Schultheis|Ha...   \n",
       "77  Will Smith|Bitsie Tulloch|Gugu Mbatha-Raw|Alec...   \n",
       "78  Joseph Gordon-Levitt|Seth Rogen|Anthony Mackie...   \n",
       "79  Keanu Reeves|Lorenza Izzo|Ana de Armas|Aaron B...   \n",
       "80  Scott Eastwood|Britt Robertson|Lolita Davidovi...   \n",
       "81  Adam Sandler|Andy Samberg|Selena Gomez|Kevin J...   \n",
       "82  Steve Martin|Diane Keaton|John Goodman|Alan Ar...   \n",
       "83  Joseph Gordon-Levitt|Ben Kingsley|Charlotte Le...   \n",
       "84  Marie Avgeropoulos|Taylor Lautner|Adam Rayner|...   \n",
       "85  Ed Helms|Christina Applegate|Skyler Gisondo|St...   \n",
       "86  Sam Rockwell|Rosemarie DeWitt|Saxon Sharbino|K...   \n",
       "87  Arnold Schwarzenegger|Abigail Breslin|Joely Ri...   \n",
       "88  Kristen Stewart|Nicholas Hoult|Guy Pearce|Jack...   \n",
       "89  Tom Hardy|Gary Oldman|Noomi Rapace|Joel Kinnam...   \n",
       "90  Jason Bateman|Rebecca Hall|Joel Edgerton|David...   \n",
       "91  Will Ferrell|Mark Wahlberg|Linda Cardellini|Th...   \n",
       "92  Melanie Stone|Adam Johnson|Kevin Sorbo|Nicola ...   \n",
       "93  Ambyr Childers|Thomas Jane|Bryan Greenberg|Bru...   \n",
       "94  Jeff Bridges|Rachel McAdams|Paul Rudd|Marion C...   \n",
       "95  Jason Lee|Justin Long|Bella Thorne|Matthew Gra...   \n",
       "96  Kate Winslet|Liam Hemsworth|Caroline Goodall|J...   \n",
       "97  Mae Whitman|Robbie Amell|Bella Thorne|Bianca A...   \n",
       "98  Shannyn Sossamon|James Ransone|Tate Ellington|...   \n",
       "99  Kevin James|Raini Rodriguez|Eduardo VerÃ¡stegu...   \n",
       "\n",
       "                                             homepage  \\\n",
       "0                       http://www.jurassicworld.com/   \n",
       "1                         http://www.madmaxmovie.com/   \n",
       "2      http://www.thedivergentseries.movie/#insurgent   \n",
       "3   http://www.starwars.com/films/star-wars-episod...   \n",
       "4                            http://www.furious7.com/   \n",
       "5        http://www.foxmovies.com/movies/the-revenant   \n",
       "6                     http://www.terminatormovie.com/   \n",
       "7         http://www.foxmovies.com/movies/the-martian   \n",
       "8                        http://www.minionsmovie.com/   \n",
       "9                 http://movies.disney.com/inside-out   \n",
       "10        http://www.sonypictures.com/movies/spectre/   \n",
       "11                    http://www.jupiterascending.com   \n",
       "12                        http://exmachina-movie.com/   \n",
       "13                       http://www.pixels-movie.com/   \n",
       "14  http://marvel.com/movies/movie/193/avengers_ag...   \n",
       "15                        http://thehatefuleight.com/   \n",
       "16                        http://www.taken3movie.com/   \n",
       "17         http://marvel.com/movies/movie/180/ant-man   \n",
       "18                                                NaN   \n",
       "19                   http://www.thehungergames.movie/   \n",
       "20              http://movies.disney.com/tomorrowland   \n",
       "21                                                NaN   \n",
       "22                    http://www.sanandreasmovie.com/   \n",
       "23    https://www.facebook.com/fiftyshadesofgreymovie   \n",
       "24                   http://www.thebigshortmovie.com/   \n",
       "25                   http://www.missionimpossible.com   \n",
       "26                                                NaN   \n",
       "27                      http://www.kingsmanmovie.com/   \n",
       "28                    http://www.spotlightthefilm.com   \n",
       "29                        http://mazerunnermovies.com   \n",
       "..                                                ...   \n",
       "70                                                NaN   \n",
       "71            https://www.uphe.com/movies/legend-2015   \n",
       "72                                                NaN   \n",
       "73                                                NaN   \n",
       "74          http://www.mythicamovie.com/#!blank/wufvh   \n",
       "75  http://www.foxsearchlight.com/meandearlandthed...   \n",
       "76                       http://www.peanutsmovie.com/   \n",
       "77     http://www.sonypictures.com/movies/concussion/   \n",
       "78          https://www.facebook.com/NightBeforeMovie   \n",
       "79                 http://knockknockmovie.tumblr.com/   \n",
       "80                                                NaN   \n",
       "81                                                NaN   \n",
       "82          http://www.cbsfilms.com/love-the-coopers/   \n",
       "83        http://www.sonypictures.com/movies/thewalk/   \n",
       "84                    http://www.unlimited-movie.com/   \n",
       "85                                                NaN   \n",
       "86                                                NaN   \n",
       "87                      http://www.maggiethefilm.com/   \n",
       "88                       http://equals-the-movie.com/   \n",
       "89                                                NaN   \n",
       "90                 https://www.facebook.com/GIFTmovie   \n",
       "91                 http://daddyshomemovie.tumblr.com/   \n",
       "92          http://www.mythicamovie.com/#!blank/y9ake   \n",
       "93                                                NaN   \n",
       "94               http://www.thelittleprincemovie.com/   \n",
       "95  http://www.foxmovies.com/movies/alvin-and-the-...   \n",
       "96               http://www.thedressmakermovie.com.au   \n",
       "97                          http://www.duffmovie.com/   \n",
       "98                      http://www.sinistermovie.com/   \n",
       "99                                                NaN   \n",
       "\n",
       "                                    director  \\\n",
       "0                            Colin Trevorrow   \n",
       "1                              George Miller   \n",
       "2                           Robert Schwentke   \n",
       "3                                J.J. Abrams   \n",
       "4                                  James Wan   \n",
       "5             Alejandro GonzÃ¡lez IÃ±Ã¡rritu   \n",
       "6                                Alan Taylor   \n",
       "7                               Ridley Scott   \n",
       "8                   Kyle Balda|Pierre Coffin   \n",
       "9                                Pete Docter   \n",
       "10                                Sam Mendes   \n",
       "11            Lana Wachowski|Lilly Wachowski   \n",
       "12                              Alex Garland   \n",
       "13                            Chris Columbus   \n",
       "14                               Joss Whedon   \n",
       "15                         Quentin Tarantino   \n",
       "16                           Olivier Megaton   \n",
       "17                               Peyton Reed   \n",
       "18                           Kenneth Branagh   \n",
       "19                          Francis Lawrence   \n",
       "20                                 Brad Bird   \n",
       "21                             Antoine Fuqua   \n",
       "22                               Brad Peyton   \n",
       "23                        Sam Taylor-Johnson   \n",
       "24                                Adam McKay   \n",
       "25                     Christopher McQuarrie   \n",
       "26                           Seth MacFarlane   \n",
       "27                            Matthew Vaughn   \n",
       "28                              Tom McCarthy   \n",
       "29                                  Wes Ball   \n",
       "..                                       ...   \n",
       "70                                Gavin Hood   \n",
       "71                           Brian Helgeland   \n",
       "72                   Jean-Baptiste LÃ©onetti   \n",
       "73                                Joe Wright   \n",
       "74                             Anne K. Black   \n",
       "75                       Alfonso Gomez-Rejon   \n",
       "76                             Steve Martino   \n",
       "77                           Peter Landesman   \n",
       "78                           Jonathan Levine   \n",
       "79                                  Eli Roth   \n",
       "80                       George Tillman, Jr.   \n",
       "81                        Genndy Tartakovsky   \n",
       "82                             Jessie Nelson   \n",
       "83                           Robert Zemeckis   \n",
       "84                           Daniel Benmayor   \n",
       "85  John Francis Daley|Jonathan M. Goldstein   \n",
       "86                                 Gil Kenan   \n",
       "87                              Henry Hobson   \n",
       "88                             Drake Doremus   \n",
       "89                           Daniel Espinosa   \n",
       "90                             Joel Edgerton   \n",
       "91                               Sean Anders   \n",
       "92                             A. Todd Smith   \n",
       "93                            Brian A Miller   \n",
       "94                              Mark Osborne   \n",
       "95                               Walt Becker   \n",
       "96                         Jocelyn Moorhouse   \n",
       "97                                Ari Sandel   \n",
       "98                                Ciaran Foy   \n",
       "99                              Andy Fickman   \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",
       "5     (n. One who has returned, as if from the dead.)      ...        \n",
       "6                                    Reset the future      ...        \n",
       "7                                      Bring Him Home      ...        \n",
       "8        Before Gru, they had a history of bad bosses      ...        \n",
       "9            Meet the little voices inside your head.      ...        \n",
       "10                              A Plan No One Escapes      ...        \n",
       "11                              Expand your universe.      ...        \n",
       "12  There is nothing more human than the will to s...      ...        \n",
       "13                                           Game On.      ...        \n",
       "14                                A New Age Has Come.      ...        \n",
       "15   No one comes up here without a damn good reason.      ...        \n",
       "16                                       It Ends Here      ...        \n",
       "17                        Heroes Don't Get Any Bigger      ...        \n",
       "18                    Midnight is just the beginning.      ...        \n",
       "19                        The fire will burn forever.      ...        \n",
       "20       Imagine a world where nothing is impossible.      ...        \n",
       "21                                   Believe in Hope.      ...        \n",
       "22  A rescue pilot survived an earthquake, this is...      ...        \n",
       "23                                   Are you curious?      ...        \n",
       "24                              This is a true story.      ...        \n",
       "25               Desperate Times. Desperate Measures.      ...        \n",
       "26                              Ted is Coming, Again.      ...        \n",
       "27                                Manners maketh man.      ...        \n",
       "28                Break the story. Break the silence.      ...        \n",
       "29                   The Maze Was Just the Beginning.      ...        \n",
       "..                                                ...      ...        \n",
       "70                      Welcome to the new front line      ...        \n",
       "71             Love, fight, live, rule like a legend.      ...        \n",
       "72                                                NaN      ...        \n",
       "73                      Every legend has a beginning.      ...        \n",
       "74                                                NaN      ...        \n",
       "75           A Little Friendship Never Killed Anyone.      ...        \n",
       "76             The story of an underdog. And his dog.      ...        \n",
       "77                           Even Legends Need a Hero      ...        \n",
       "78  Their past, present and future. All in one night.      ...        \n",
       "79                 One night can cost you everything.      ...        \n",
       "80      Two couples. Two love stories. One epic tale.      ...        \n",
       "81              They're back to raise a little terror      ...        \n",
       "82            Christmas means comfort, joy and chaos.      ...        \n",
       "83                                        Dream High.      ...        \n",
       "84          It's not a crime if they can't catch you.      ...        \n",
       "85                               What could go wrong?      ...        \n",
       "86       They're Here. And They Know What Scares You.      ...        \n",
       "87                                   Don't Get Bitten      ...        \n",
       "88                                   Find your equal.      ...        \n",
       "89      How do you find a killer who doesnâ€™t exist?      ...        \n",
       "90                         Not every gift is welcome.      ...        \n",
       "91                                  Choose your Daddy      ...        \n",
       "92                                                NaN      ...        \n",
       "93                     Where the future is your past.      ...        \n",
       "94     Growing up isn't the problem... forgetting is.      ...        \n",
       "95                                   Fast & furry-ous      ...        \n",
       "96                         Revenge is back in fashion      ...        \n",
       "97  You either know one, you have one, or you are ...      ...        \n",
       "98                      Be careful, children at play.      ...        \n",
       "99                       Vegas has a new high roller.      ...        \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",
       "5   In the 1820s, a frontiersman, Hugh Glass, sets...     156   \n",
       "6   The year is 2029. John Connor, leader of the r...     125   \n",
       "7   During a manned mission to Mars, Astronaut Mar...     141   \n",
       "8   Minions Stuart, Kevin and Bob are recruited by...      91   \n",
       "9   Growing up can be a bumpy road, and it's no ex...      94   \n",
       "10  A cryptic message from Bondâ€™s past sends him...     148   \n",
       "11  In a universe where human genetic material is ...     124   \n",
       "12  Caleb, a 26 year old coder at the world's larg...     108   \n",
       "13  Video game experts are recruited by the milita...     105   \n",
       "14  When Tony Stark tries to jumpstart a dormant p...     141   \n",
       "15  Bounty hunters seek shelter from a raging bliz...     167   \n",
       "16  Ex-government operative Bryan Mills finds his ...     109   \n",
       "17  Armed with the astonishing ability to shrink i...     115   \n",
       "18  When her father unexpectedly passes away, youn...     112   \n",
       "19  With the nation of Panem in a full scale war, ...     136   \n",
       "20  Bound by a shared destiny, a bright, optimisti...     130   \n",
       "21  Billy \"The Great\" Hope, the reigning junior mi...     123   \n",
       "22  In the aftermath of a massive earthquake in Ca...     114   \n",
       "23  When college senior Anastasia Steele steps in ...     125   \n",
       "24  The men who made millions from a global econom...     130   \n",
       "25  Ethan and team take on their most impossible m...     131   \n",
       "26  Newlywed couple Ted and Tami-Lynn want to have...     115   \n",
       "27  The story of a super-secret spy organization t...     130   \n",
       "28  The true story of how The Boston Globe uncover...     128   \n",
       "29  Thomas and his fellow Gladers face their great...     132   \n",
       "..                                                ...     ...   \n",
       "70  A military officer in command of a drone opera...     102   \n",
       "71  Suave, charming and volatile, Reggie Kray and ...     131   \n",
       "72  A high-rolling corporate shark and his impover...      95   \n",
       "73  Living a bleak existence at a London orphanage...     111   \n",
       "74  When Teelaâ€™s sister is murdered and a powerf...     108   \n",
       "75  Greg is coasting through senior year of high s...     105   \n",
       "76  Snoopy embarks upon his greatest mission as he...      88   \n",
       "77  A dramatic thriller based on the incredible tr...     123   \n",
       "78  In New York City for their annual tradition of...     100   \n",
       "79  When a devoted husband and father is left home...      99   \n",
       "80  The lives of a young couple intertwine with a ...     128   \n",
       "81  When the old-old-old-fashioned vampire Vlad ar...      89   \n",
       "82  When four generations of the Cooper clan come ...     107   \n",
       "83  The story of French high-wire artist Philippe ...     123   \n",
       "84  Wanted by the mafia, a New York City bike mess...      94   \n",
       "85  Hoping to bring his family closer together and...      99   \n",
       "86  Legendary filmmaker Sam Raimi and director Gil...      93   \n",
       "87  There's a deadly zombie epidemic threatening h...      95   \n",
       "88  A futuristic love story set in a world where e...     101   \n",
       "89  Set in Stalin-era Soviet Union, a disgraced MG...     137   \n",
       "90  A husband and wife try to reinvigorate their r...     108   \n",
       "91  The story of a mild-mannered radio executive (...      96   \n",
       "92  Mallister takes Thane prisoner and forces Mare...       0   \n",
       "93  Julian Michaels has designed the ultimate reso...      96   \n",
       "94  Based on the best-seller book 'The Little Prin...      92   \n",
       "95  Through a series of misunderstandings, Alvin, ...      92   \n",
       "96  In 1950s Australia, beautiful, talented dressm...     118   \n",
       "97  Bianca's universe turns upside down when she l...     100   \n",
       "98  A young mother and her twin sons move into a r...      97   \n",
       "99  Security guard Paul Blart is headed to Las Veg...      94   \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",
       "5                  Western|Drama|Adventure|Thriller   \n",
       "6         Science Fiction|Action|Thriller|Adventure   \n",
       "7                   Drama|Adventure|Science Fiction   \n",
       "8                 Family|Animation|Adventure|Comedy   \n",
       "9                           Comedy|Animation|Family   \n",
       "10                           Action|Adventure|Crime   \n",
       "11         Science Fiction|Fantasy|Action|Adventure   \n",
       "12                            Drama|Science Fiction   \n",
       "13                    Action|Comedy|Science Fiction   \n",
       "14                 Action|Adventure|Science Fiction   \n",
       "15                      Crime|Drama|Mystery|Western   \n",
       "16                            Crime|Action|Thriller   \n",
       "17                 Science Fiction|Action|Adventure   \n",
       "18                     Romance|Fantasy|Family|Drama   \n",
       "19                    War|Adventure|Science Fiction   \n",
       "20  Action|Family|Science Fiction|Adventure|Mystery   \n",
       "21                                     Action|Drama   \n",
       "22                            Action|Drama|Thriller   \n",
       "23                                    Drama|Romance   \n",
       "24                                     Comedy|Drama   \n",
       "25                                           Action   \n",
       "26                                           Comedy   \n",
       "27                    Crime|Comedy|Action|Adventure   \n",
       "28                           Drama|Thriller|History   \n",
       "29                  Action|Science Fiction|Thriller   \n",
       "..                                              ...   \n",
       "70                               Drama|Thriller|War   \n",
       "71                                   Crime|Thriller   \n",
       "72                                         Thriller   \n",
       "73                         Adventure|Family|Fantasy   \n",
       "74                         Action|Adventure|Fantasy   \n",
       "75                                     Comedy|Drama   \n",
       "76                Adventure|Animation|Comedy|Family   \n",
       "77                                            Drama   \n",
       "78                                           Comedy   \n",
       "79                            Drama|Horror|Thriller   \n",
       "80                                    Romance|Drama   \n",
       "81                          Animation|Comedy|Family   \n",
       "82                                    Family|Comedy   \n",
       "83                         Adventure|Drama|Thriller   \n",
       "84                               Action|Crime|Drama   \n",
       "85                                 Adventure|Comedy   \n",
       "86                                  Horror|Thriller   \n",
       "87                                           Horror   \n",
       "88                    Drama|Romance|Science Fiction   \n",
       "89                                   Crime|Thriller   \n",
       "90                                 Thriller|Mystery   \n",
       "91                                           Comedy   \n",
       "92                         Fantasy|Action|Adventure   \n",
       "93        Thriller|Science Fiction|Action|Adventure   \n",
       "94                      Adventure|Animation|Fantasy   \n",
       "95                Adventure|Animation|Comedy|Family   \n",
       "96                                            Drama   \n",
       "97                                   Romance|Comedy   \n",
       "98                                           Horror   \n",
       "99                   Action|Adventure|Comedy|Family   \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",
       "5   Regency Enterprises|Appian Way|CatchPlay|Anony...     12/25/15       3929   \n",
       "6             Paramount Pictures|Skydance Productions      6/23/15       2598   \n",
       "7   Twentieth Century Fox Film Corporation|Scott F...      9/30/15       4572   \n",
       "8       Universal Pictures|Illumination Entertainment      6/17/15       2893   \n",
       "9   Walt Disney Pictures|Pixar Animation Studios|W...       6/9/15       3935   \n",
       "10                       Columbia Pictures|Danjaq|B24     10/26/15       3254   \n",
       "11  Village Roadshow Pictures|Dune Entertainment|A...       2/4/15       1937   \n",
       "12  DNA Films|Universal Pictures International (UP...      1/21/15       2854   \n",
       "13        Columbia Pictures|Happy Madison Productions      7/16/15       1575   \n",
       "14  Marvel Studios|Prime Focus|Revolution Sun Studios      4/22/15       4304   \n",
       "15  Double Feature Films|The Weinstein Company|Fil...     12/25/15       2389   \n",
       "16  Twentieth Century Fox Film Corporation|M6 Film...       1/1/15       1578   \n",
       "17                                     Marvel Studios      7/14/15       3779   \n",
       "18  Walt Disney Pictures|Genre Films|Beagle Pug Fi...      3/12/15       1495   \n",
       "19  Studio Babelsberg|StudioCanal|Lionsgate|Walt D...     11/18/15       2380   \n",
       "20                  Walt Disney Pictures|Babieka|A113      5/19/15       1899   \n",
       "21            Escape Artists|Riche-Ludwig Productions      6/15/15       1386   \n",
       "22  New Line Cinema|Village Roadshow Pictures|Warn...      5/27/15       2060   \n",
       "23  Focus Features|Trigger Street Productions|Mich...      2/11/15       1865   \n",
       "24  Paramount Pictures|Plan B Entertainment|Regenc...     12/11/15       1545   \n",
       "25  Paramount Pictures|Skydance Productions|China ...      7/23/15       2349   \n",
       "26  Universal Pictures|Media Rights Capital|Fuzzy ...      6/25/15       1666   \n",
       "27  Twentieth Century Fox Film Corporation|Marv Fi...      1/24/15       3833   \n",
       "28  Participant Media|Open Road Films|Anonymous Co...      11/6/15       1559   \n",
       "29  Gotham Group|Temple Hill Entertainment|TSG Ent...       9/9/15       1849   \n",
       "..                                                ...          ...        ...   \n",
       "70  Entertainment One|Moonlighting Films|Raindog F...      9/11/15        265   \n",
       "71  Working Title Films|Cross Creek Pictures|Anton...       9/9/15        619   \n",
       "72                                      Furthur Films      4/17/15         81   \n",
       "73  Warner Bros.|Moving Picture Company (MPC)|Berl...      9/24/15        586   \n",
       "74                           Arrowstorm Entertainment      6/24/15         27   \n",
       "75                                  Indian Paintbrush      6/12/15        569   \n",
       "76  Blue Sky Studios|Twentieth Century Fox Animati...      11/5/15        414   \n",
       "77  Village Roadshow Pictures|Scott Free Productio...     11/12/15        500   \n",
       "78    Sony Pictures|Point Grey Pictures|Good Universe     11/20/15        363   \n",
       "79  Universum Film (UFA)|Dragonfly Entertainment|B...      6/26/15        473   \n",
       "80        Fox 2000 Pictures|Temple Hill Entertainment       4/9/15        711   \n",
       "81          Columbia Pictures|Sony Pictures Animation      9/21/15        919   \n",
       "82  Imagine Entertainment|Groundswell Productions|...     11/12/15        111   \n",
       "83  TriStar Pictures|Sony Pictures Entertainment|I...      9/30/15        706   \n",
       "84  Temple Hill Entertainment|Senator Film|Freerun...      1/15/15        326   \n",
       "85  New Line Cinema|BenderSpink|David Dobkin Produ...      7/28/15        846   \n",
       "86  Ghost House Pictures|Vertigo Entertainment|Met...      5/20/15        589   \n",
       "87  Lionsgate|Grindstone Entertainment Group|Silve...       5/8/15        384   \n",
       "88  Scott Free Productions|Infinite Frameworks Stu...       9/4/15        135   \n",
       "89  Summit Entertainment|Scott Free Productions|Wo...      3/15/15        341   \n",
       "90  Blumhouse Productions|Blue-Tongue Films|STX En...      7/30/15        631   \n",
       "91  Paramount Pictures|Gary Sanchez Productions|Go...     12/25/15        568   \n",
       "92  Arrowstorm Entertainment|Camera 40 Productions...     12/19/15         11   \n",
       "93  Grindstone Entertainment Group|K5 Internationa...      1/16/15        181   \n",
       "94  Onyx Films|Orange Studios|CityMation|On Entert...      7/29/15        423   \n",
       "95  Regency Enterprises|Fox 2000 Pictures|Sunswept...     12/17/15        278   \n",
       "96         Amazon Studios|Film Art Media|Apollo Media      10/1/15        197   \n",
       "97  Wonderland Sound and Vision|CBS Films|Vast Ent...      2/20/15        753   \n",
       "98  Alliance Films|Blumhouse Productions|IM Global...      8/19/15        331   \n",
       "99  Columbia Pictures|Happy Madison Productions|So...      4/16/15        422   \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",
       "5            7.2          2015  1.241999e+08  4.903142e+08  \n",
       "6            5.8          2015  1.425999e+08  4.053551e+08  \n",
       "7            7.6          2015  9.935996e+07  5.477497e+08  \n",
       "8            6.5          2015  6.807997e+07  1.064192e+09  \n",
       "9            8.0          2015  1.609999e+08  7.854116e+08  \n",
       "10           6.2          2015  2.253999e+08  8.102203e+08  \n",
       "11           5.2          2015  1.619199e+08  1.692686e+08  \n",
       "12           7.6          2015  1.379999e+07  3.391985e+07  \n",
       "13           5.8          2015  8.095996e+07  2.241460e+08  \n",
       "14           7.4          2015  2.575999e+08  1.292632e+09  \n",
       "15           7.4          2015  4.047998e+07  1.432992e+08  \n",
       "16           6.1          2015  4.415998e+07  2.997096e+08  \n",
       "17           7.0          2015  1.195999e+08  4.771138e+08  \n",
       "18           6.8          2015  8.739996e+07  4.989630e+08  \n",
       "19           6.5          2015  1.471999e+08  5.984813e+08  \n",
       "20           6.2          2015  1.747999e+08  1.923127e+08  \n",
       "21           7.3          2015  2.759999e+07  8.437300e+07  \n",
       "22           6.1          2015  1.012000e+08  4.328514e+08  \n",
       "23           5.3          2015  3.679998e+07  5.240791e+08  \n",
       "24           7.3          2015  2.575999e+07  1.226787e+08  \n",
       "25           7.1          2015  1.379999e+08  6.277435e+08  \n",
       "26           6.3          2015  6.255997e+07  1.985944e+08  \n",
       "27           7.6          2015  7.451997e+07  3.714978e+08  \n",
       "28           7.8          2015  1.839999e+07  8.127872e+07  \n",
       "29           6.4          2015  5.611998e+07  2.863562e+08  \n",
       "..           ...           ...           ...           ...  \n",
       "70           7.2          2015  1.195999e+07  3.022032e+07  \n",
       "71           6.7          2015  2.299999e+07  3.953514e+07  \n",
       "72           5.5          2015  0.000000e+00  4.222338e+04  \n",
       "73           5.9          2015  1.379999e+08  1.181172e+08  \n",
       "74           5.1          2015  0.000000e+00  0.000000e+00  \n",
       "75           7.7          2015  0.000000e+00  0.000000e+00  \n",
       "76           6.4          2015  9.107996e+07  2.265344e+08  \n",
       "77           6.9          2015  3.219999e+07  4.473367e+07  \n",
       "78           6.1          2015  2.299999e+07  4.820430e+07  \n",
       "79           4.8          2015  2.299999e+06  4.796917e+06  \n",
       "80           7.3          2015  3.127999e+07  5.797219e+07  \n",
       "81           6.8          2015  7.359997e+07  4.288887e+08  \n",
       "82           5.3          2015  1.563999e+07  2.207999e+07  \n",
       "83           6.8          2015  3.219999e+07  5.628736e+07  \n",
       "84           5.9          2015  1.012000e+07  1.714249e+06  \n",
       "85           6.1          2015  2.851999e+07  9.603341e+07  \n",
       "86           5.0          2015  3.219999e+07  8.780292e+07  \n",
       "87           5.1          2015  3.679998e+06  1.721430e+05  \n",
       "88           5.6          2015  0.000000e+00  1.839999e+06  \n",
       "89           5.9          2015  4.599998e+07  3.058382e+06  \n",
       "90           6.6          2015  4.599998e+06  5.426034e+07  \n",
       "91           5.7          2015  4.599998e+07  2.211315e+08  \n",
       "92           5.4          2015  0.000000e+00  0.000000e+00  \n",
       "93           4.1          2015  9.199996e+06  0.000000e+00  \n",
       "94           7.5          2015  5.887997e+07  8.976551e+07  \n",
       "95           5.7          2015  0.000000e+00  2.150550e+08  \n",
       "96           6.9          2015  1.097560e+07  1.687279e+07  \n",
       "97           6.8          2015  7.819997e+06  4.004633e+07  \n",
       "98           5.5          2015  9.199996e+06  4.865144e+07  \n",
       "99           5.3          2015  2.759999e+07  9.898942e+07  \n",
       "\n",
       "[100 rows x 21 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('tmdb-movies.csv')\n",
    "df.head(100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Questions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the data give above, few questions which pop in my mind are :-\n",
    "<font color=blue>    1. Does making shorter movies by length generate more profit?</font><br>\n",
    "\n",
    "<font color=blue>    2. How much does popularity of a movie affect movie's profit and revenue.</font><br>\n",
    "\n",
    "<font color=blue>    3. Which year saw most profits generated.</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Wrangling\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we answer the above questions, let's first analyze the data we have and try to understand how the data is, What all data do we need?\n",
    " - Shape of the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10866, 21)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This shows that the database has 10866 entries with 21 columns.\n",
    "- Information about the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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": [
    "The above shown data gives us the information about number of entries for each field. It can be observed that few columns are missing chunk of data. Many movies don't have a homepage or tagline details. Such missing information won't be of any use to us. We will later remove such entries.\n",
    " - The distribution of data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "        text-align: right;\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>1.086600e+04</td>\n",
       "      <td>1.086600e+04</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>10866.000000</td>\n",
       "      <td>1.086600e+04</td>\n",
       "      <td>1.086600e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>66064.177434</td>\n",
       "      <td>0.646441</td>\n",
       "      <td>1.462570e+07</td>\n",
       "      <td>3.982332e+07</td>\n",
       "      <td>102.070863</td>\n",
       "      <td>217.389748</td>\n",
       "      <td>5.974922</td>\n",
       "      <td>2001.322658</td>\n",
       "      <td>1.755104e+07</td>\n",
       "      <td>5.136436e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>92130.136561</td>\n",
       "      <td>1.000185</td>\n",
       "      <td>3.091321e+07</td>\n",
       "      <td>1.170035e+08</td>\n",
       "      <td>31.381405</td>\n",
       "      <td>575.619058</td>\n",
       "      <td>0.935142</td>\n",
       "      <td>12.812941</td>\n",
       "      <td>3.430616e+07</td>\n",
       "      <td>1.446325e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1960.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>10596.250000</td>\n",
       "      <td>0.207583</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>5.400000</td>\n",
       "      <td>1995.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>20669.000000</td>\n",
       "      <td>0.383856</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2006.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>75610.000000</td>\n",
       "      <td>0.713817</td>\n",
       "      <td>1.500000e+07</td>\n",
       "      <td>2.400000e+07</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>145.750000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>2.085325e+07</td>\n",
       "      <td>3.369710e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>417859.000000</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>4.250000e+08</td>\n",
       "      <td>2.781506e+09</td>\n",
       "      <td>900.000000</td>\n",
       "      <td>9767.000000</td>\n",
       "      <td>9.200000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>4.250000e+08</td>\n",
       "      <td>2.827124e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id    popularity        budget       revenue       runtime  \\\n",
       "count   10866.000000  10866.000000  1.086600e+04  1.086600e+04  10866.000000   \n",
       "mean    66064.177434      0.646441  1.462570e+07  3.982332e+07    102.070863   \n",
       "std     92130.136561      1.000185  3.091321e+07  1.170035e+08     31.381405   \n",
       "min         5.000000      0.000065  0.000000e+00  0.000000e+00      0.000000   \n",
       "25%     10596.250000      0.207583  0.000000e+00  0.000000e+00     90.000000   \n",
       "50%     20669.000000      0.383856  0.000000e+00  0.000000e+00     99.000000   \n",
       "75%     75610.000000      0.713817  1.500000e+07  2.400000e+07    111.000000   \n",
       "max    417859.000000     32.985763  4.250000e+08  2.781506e+09    900.000000   \n",
       "\n",
       "         vote_count  vote_average  release_year    budget_adj   revenue_adj  \n",
       "count  10866.000000  10866.000000  10866.000000  1.086600e+04  1.086600e+04  \n",
       "mean     217.389748      5.974922   2001.322658  1.755104e+07  5.136436e+07  \n",
       "std      575.619058      0.935142     12.812941  3.430616e+07  1.446325e+08  \n",
       "min       10.000000      1.500000   1960.000000  0.000000e+00  0.000000e+00  \n",
       "25%       17.000000      5.400000   1995.000000  0.000000e+00  0.000000e+00  \n",
       "50%       38.000000      6.000000   2006.000000  0.000000e+00  0.000000e+00  \n",
       "75%      145.750000      6.600000   2011.000000  2.085325e+07  3.369710e+07  \n",
       "max     9767.000000      9.200000   2015.000000  4.250000e+08  2.827124e+09  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the above we can see the standard deviation, mean, maximum, minimum, and distribution of data based on percentage.\n",
    "\n",
    "### Data cleaning - DROP\n",
    "\n",
    "It's time to remove unwanted data to make it appropriate for our use. By using df.drop(), we wil remove all unwanted columns which do not add value to our present challenge of finding financial doing of the movies.\n",
    "One of the reasons to drop few columns like homepage, tagline, genres, directors, production houses is that they are missing verbal meta data about the movies. Which can't be recreated using data wrangling methods which work well with quantative values. Hence, there's no need to keep such columns as such.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['imdb_id','tagline','homepage','keywords','overview','cast','director','genres','production_companies', 'release_date'], axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above will drop columns imdb_id','tagline','homepage','keywords','overview'. Which won't be helpful for us to answer our desired questions.\n",
    "\n",
    "The dataset after dropping the above looks like this now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10866 entries, 0 to 10865\n",
      "Data columns (total 11 columns):\n",
      "id                10866 non-null int64\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",
      "runtime           10866 non-null int64\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(1)\n",
      "memory usage: 933.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Checking for duplicate data entry and removing them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This shows, there's one duplicate data entry. In next step, we will remove the duplicate entry."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop_duplicates(keep = 'first', inplace = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To check if the duplicate data has been removed, let's check the shape of our file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10865, 12)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, the number of columns now in the database are 10865, prior this operation we had 10866 entries."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now, we will look into movie entries which have 0 in revenue and profit. Such records will hurt our study, so we will operate on such entries and replace 0's with NaN. Later, we will drop such entries with NaN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = ['budget', 'revenue']\n",
    "df[columns] = df[columns].replace(0, np.NaN)\n",
    "df.dropna(subset = columns, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3854, 12)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After performing the removal operation, we can see the dataset we now have is only of 3854 movie entries."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating the data how it's needed - Creating columns\n",
    "In this project we will be working with popularity, budget, revenue, runtime, budget_adj, revenue_adj and profit. And from the above df.info() command we can see that they are not missing any values or there isn't any data discrepancy. Hence, there's no need to recreate data for such columns\n",
    "<br>\n",
    "<br>\n",
    "A profit column is missing. So, let's create a profit and profit_adj column.\n",
    "We know that, Profit is the difference between revenue generated by the movie and the budget spent on it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df['profit'] = pd.Series(df['revenue']-df['budget'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>1.513529e+09</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>124</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.379999e+08</td>\n",
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       "      <td>1.363529e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76341</td>\n",
       "      <td>28.419936</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>3.784364e+08</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>120</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",
       "      <td>2.284364e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>262500</td>\n",
       "      <td>13.112507</td>\n",
       "      <td>110000000.0</td>\n",
       "      <td>2.952382e+08</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>119</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",
       "      <td>1.852382e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</td>\n",
       "      <td>11.173104</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2.068178e+09</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>136</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",
       "      <td>1.868178e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168259</td>\n",
       "      <td>9.335014</td>\n",
       "      <td>190000000.0</td>\n",
       "      <td>1.506249e+09</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>137</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",
       "      <td>1.316249e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  popularity       budget       revenue  \\\n",
       "0  135397   32.985763  150000000.0  1.513529e+09   \n",
       "1   76341   28.419936  150000000.0  3.784364e+08   \n",
       "2  262500   13.112507  110000000.0  2.952382e+08   \n",
       "3  140607   11.173104  200000000.0  2.068178e+09   \n",
       "4  168259    9.335014  190000000.0  1.506249e+09   \n",
       "\n",
       "                 original_title  runtime  vote_count  vote_average  \\\n",
       "0                Jurassic World      124        5562           6.5   \n",
       "1            Mad Max: Fury Road      120        6185           7.1   \n",
       "2                     Insurgent      119        2480           6.3   \n",
       "3  Star Wars: The Force Awakens      136        5292           7.5   \n",
       "4                     Furious 7      137        2947           7.3   \n",
       "\n",
       "   release_year    budget_adj   revenue_adj        profit  \n",
       "0          2015  1.379999e+08  1.392446e+09  1.363529e+09  \n",
       "1          2015  1.379999e+08  3.481613e+08  2.284364e+08  \n",
       "2          2015  1.012000e+08  2.716190e+08  1.852382e+08  \n",
       "3          2015  1.839999e+08  1.902723e+09  1.868178e+09  \n",
       "4          2015  1.747999e+08  1.385749e+09  1.316249e+09  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, the profit column has been successfully added into our dataset.\n",
    "\n",
    "Now, let's create profit_adj column. We know that, profit_adj = revenue_adj - budget_adj\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['profit_adj'] = pd.Series(df['revenue_adj']-df['budget_adj'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since, the required dataset is ready, let's try to answer the questions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='eda'></a>\n",
    "## Exploratory Data Analysis\n",
    "\n",
    "### Question 1 : Does making shorter movies by length generate more profit?\n",
    "\n",
    "To answer this question, we will need the profit geenrated by the movies. In the earlier part, we created profit column.\n",
    "\n",
    "Now, let's create a graph plot to show us the distribution of profit when compared with runtime of the movie."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcac7abbac8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "profit_runtime = df.groupby('runtime')['profit'].sum()\n",
    "plt.figure(figsize=(12,6), dpi = 130)\n",
    "plt.xlabel('Runtime of the movies', fontsize = 12)\n",
    "plt.ylabel('Popularity rating', fontsize = 12)\n",
    "plt.title(' Runtime X Popularity')\n",
    "plt.plot(profit_runtime)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Explanation\n",
    "It can be observed with the above plotted graph that movies are more profitable when their runtime is around 100-150 units. Anything above that does not generate profit to its full potential.\n",
    "\n",
    "\n",
    "### Question 2 : How much does popularity of a movie affect movie's profit and revenue.\n",
    "\n",
    "To analyse an answer for this question, the below mentioned swarm-plot will be helpful."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcac79dc898>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "profit_popularity = df.groupby('popularity')['profit'].sum()\n",
    "plt.figure(figsize=(12,6), dpi = 130)\n",
    "plt.xlabel('Popularity rating', fontsize = 12)\n",
    "plt.ylabel('Profit made by the movies', fontsize = 12)\n",
    "plt.title(' Popularity X Profits')\n",
    "plt.plot(profit_popularity)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Number of Movies')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcac7adbcc0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['popularity'].hist()\n",
    "plt.title(\"Popularity wrt frequency\")\n",
    "plt.xlabel(\"Popularity Rating\")\n",
    "plt.ylabel(\"Number of Movies\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Explanation\n",
    "It can be observed from this graph that popularity and profit distribution that TMDb popularity does not affect movie's profit margin that much. Movies with lesser popularity readings too have done well. It can also be inferred that maximum movies have had popularity ratings around 0.6 and shows a constant cluster between 0.2 to 3.\n",
    "\n",
    "### Question 3 : Which year saw most profits generated.\n",
    "\n",
    "To find the answer to this question, we will have to compare profits column with year in which movie was released."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcac7adb240>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "profit_year = df.groupby('release_year')['profit'].sum()\n",
    "plt.figure(figsize=(12,6), dpi = 130)\n",
    "plt.xlabel('Release Year of Movies', fontsize = 12)\n",
    "plt.ylabel('Profits made by Movies', fontsize = 12)\n",
    "plt.title('Profits X Release year')\n",
    "plt.plot(profit_year)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Explanation\n",
    "\n",
    "It can be observed that movies are constantly making profits since the beginning and the profit graph keeps on increasing. Since the dollar rates vary around the time period, we will use revenue_adj and budget_adj to calculate profit_adj, which will be analyzing the profit with repsect to dollar rates of 2010 (source : https://www.kaggle.com/tmdb/tmdb-movie-metadata/discussion/45990. Which states \"budget_adj and revenue_adj show the budget and revenue of the associated movie in terms of 2010 dollars, accounting for inflation over time.\"). \n",
    "\n",
    "We already created profit_adj.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcac7a45e10>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "profitadj_year = df.groupby('release_year')['profit_adj'].sum()\n",
    "plt.figure(figsize=(12,6), dpi = 130)\n",
    "plt.xlabel('Release Year of Movies', fontsize = 12)\n",
    "plt.ylabel('Profits wrt dollar rate in 2010 made by Movies', fontsize = 12)\n",
    "plt.title('Profits X Release year')\n",
    "plt.plot(profitadj_year)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, the profit wrt common dollar rate has changed the graph. Despite having many new ups and downs, as the years have increased the profit margins have kept increasing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conclusions'></a>\n",
    "## Conclusions\n",
    "\n",
    "With the help of matplotlib we have easily answered the question which we posed at the introduction of this assignment.\n",
    "\n",
    "#### 1. Does making shorter movies by length generate more profit?\n",
    "    Making shorter movies do help but the best performing movies tend to be in between 100-150 units.\n",
    "\n",
    "#### 2. How much does popularity of a movie affect movie's profit and revenue.\n",
    "    Popularity of movies on TMDb does affect movie's profit but not to a great extent. Movies with popularity rating between 0.2 to 3 have done much better than anything above that rating.\n",
    "\n",
    "#### 3. Which year saw most profits generated.\n",
    "    The profit keeps on increasing as years pass by. The latest year being 2015 saw the best profit.\n",
    "    \n",
    "### Limitations\n",
    "\n",
    "Since, the data worked upon is ranged from 1960 - 2015. Multiple decades having their own style of movie promotions, presentation. In each era viewers have different taste. We have moved from directors first trying different methods to attract viewers to finding a perfect movie making formula which leads to a good profit generation. This being said, The above conclusions don't mean that someone making a movie now or after 2015 will attain good profit if there movie has a runtime between 100-150 units.\n",
    "\n",
    "It depends on multiple factors like story, starcast and financial scenario of the viewers. During demonitisation in India in 2016, several great movies which fitted perfectly in all the three criterias didn't do well as people did not have money in hand to spend on entertainment. Which resulted in several good movies performing poor.\n",
    "\n",
    "### Future Work\n",
    "\n",
    "To expand this project, we can work more with verbal data and find out which director's movies did will with respect to revenue. Also, can find out a perfect formula of starcasts, directors and genres which will increase the probability of making more profit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from subprocess import call\n",
    "call(['python', '-m', 'nbconvert', 'Investigate_a_Dataset.ipynb'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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
}