Movie_Project.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6210147d-7ee3-4f55-b5e5-fdadcce69d74",
   "metadata": {},
   "source": [
    "# TMDB Movie Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "702030d9-d2a5-4d66-bdd8-3bd73943f481",
   "metadata": {},
   "source": [
    "## Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80d89320-5359-4208-8446-3a6db1b43a12",
   "metadata": {},
   "source": [
    "In this project we will be investigating the TMDB Dataset which is providing us with various useful information regarding movies and how good or bad they performed both qualitatively and quantitatively. Our aim is to get some insight into what makes movies get better reviews and get more viewers and hence make more revenues."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78791ee7-3d11-45e6-820d-59050f97241d",
   "metadata": {},
   "source": [
    "## Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "e26c9cd1-cd49-4982-94ec-2a65469b43e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19dd223d-928a-48b9-bdf0-8dceabb1c484",
   "metadata": {},
   "source": [
    "## Loading the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "3ce57888-1dda-4448-8d17-e5b46331a3aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('tmdb_movies_data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88358c61-b9a6-46bc-8f3d-c653e64900fd",
   "metadata": {},
   "source": [
    "## Head entries of df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "95e062a7-03a9-4cf6-9438-ebe392de7ff1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>6/9/2015</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>137999939.3</td>\n",
       "      <td>1.392446e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76341</td>\n",
       "      <td>tt1392190</td>\n",
       "      <td>28.419936</td>\n",
       "      <td>150000000</td>\n",
       "      <td>378436354</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>\n",
       "      <td>http://www.madmaxmovie.com/</td>\n",
       "      <td>George Miller</td>\n",
       "      <td>What a Lovely Day.</td>\n",
       "      <td>...</td>\n",
       "      <td>An apocalyptic story set in the furthest reach...</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Village Roadshow Pictures|Kennedy Miller Produ...</td>\n",
       "      <td>5/13/2015</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>137999939.3</td>\n",
       "      <td>3.481613e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>262500</td>\n",
       "      <td>tt2908446</td>\n",
       "      <td>13.112507</td>\n",
       "      <td>110000000</td>\n",
       "      <td>295238201</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>\n",
       "      <td>http://www.thedivergentseries.movie/#insurgent</td>\n",
       "      <td>Robert Schwentke</td>\n",
       "      <td>One Choice Can Destroy You</td>\n",
       "      <td>...</td>\n",
       "      <td>Beatrice Prior must confront her inner demons ...</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Summit Entertainment|Mandeville Films|Red Wago...</td>\n",
       "      <td>3/18/2015</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>101199955.5</td>\n",
       "      <td>2.716190e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</td>\n",
       "      <td>tt2488496</td>\n",
       "      <td>11.173104</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2068178225</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>\n",
       "      <td>http://www.starwars.com/films/star-wars-episod...</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Every generation has a story.</td>\n",
       "      <td>...</td>\n",
       "      <td>Thirty years after defeating the Galactic Empi...</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>Lucasfilm|Truenorth Productions|Bad Robot</td>\n",
       "      <td>12/15/2015</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>183999919.0</td>\n",
       "      <td>1.902723e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168259</td>\n",
       "      <td>tt2820852</td>\n",
       "      <td>9.335014</td>\n",
       "      <td>190000000</td>\n",
       "      <td>1506249360</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>\n",
       "      <td>http://www.furious7.com/</td>\n",
       "      <td>James Wan</td>\n",
       "      <td>Vengeance Hits Home</td>\n",
       "      <td>...</td>\n",
       "      <td>Deckard Shaw seeks revenge against Dominic Tor...</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>Universal Pictures|Original Film|Media Rights ...</td>\n",
       "      <td>4/1/2015</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>174799923.1</td>\n",
       "      <td>1.385749e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       id    imdb_id  popularity     budget     revenue  \\\n",
       "0  135397  tt0369610   32.985763  150000000  1513528810   \n",
       "1   76341  tt1392190   28.419936  150000000   378436354   \n",
       "2  262500  tt2908446   13.112507  110000000   295238201   \n",
       "3  140607  tt2488496   11.173104  200000000  2068178225   \n",
       "4  168259  tt2820852    9.335014  190000000  1506249360   \n",
       "\n",
       "                 original_title  \\\n",
       "0                Jurassic World   \n",
       "1            Mad Max: Fury Road   \n",
       "2                     Insurgent   \n",
       "3  Star Wars: The Force Awakens   \n",
       "4                     Furious 7   \n",
       "\n",
       "                                                cast  \\\n",
       "0  Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   \n",
       "1  Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...   \n",
       "2  Shailene Woodley|Theo James|Kate Winslet|Ansel...   \n",
       "3  Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   \n",
       "4  Vin Diesel|Paul Walker|Jason Statham|Michelle ...   \n",
       "\n",
       "                                            homepage          director  \\\n",
       "0                      http://www.jurassicworld.com/   Colin Trevorrow   \n",
       "1                        http://www.madmaxmovie.com/     George Miller   \n",
       "2     http://www.thedivergentseries.movie/#insurgent  Robert Schwentke   \n",
       "3  http://www.starwars.com/films/star-wars-episod...       J.J. Abrams   \n",
       "4                           http://www.furious7.com/         James Wan   \n",
       "\n",
       "                         tagline  ...  \\\n",
       "0              The park is open.  ...   \n",
       "1             What a Lovely Day.  ...   \n",
       "2     One Choice Can Destroy You  ...   \n",
       "3  Every generation has a story.  ...   \n",
       "4            Vengeance Hits Home  ...   \n",
       "\n",
       "                                            overview runtime  \\\n",
       "0  Twenty-two years after the events of Jurassic ...     124   \n",
       "1  An apocalyptic story set in the furthest reach...     120   \n",
       "2  Beatrice Prior must confront her inner demons ...     119   \n",
       "3  Thirty years after defeating the Galactic Empi...     136   \n",
       "4  Deckard Shaw seeks revenge against Dominic Tor...     137   \n",
       "\n",
       "                                      genres  \\\n",
       "0  Action|Adventure|Science Fiction|Thriller   \n",
       "1  Action|Adventure|Science Fiction|Thriller   \n",
       "2         Adventure|Science Fiction|Thriller   \n",
       "3   Action|Adventure|Science Fiction|Fantasy   \n",
       "4                      Action|Crime|Thriller   \n",
       "\n",
       "                                production_companies release_date vote_count  \\\n",
       "0  Universal Studios|Amblin Entertainment|Legenda...     6/9/2015       5562   \n",
       "1  Village Roadshow Pictures|Kennedy Miller Produ...    5/13/2015       6185   \n",
       "2  Summit Entertainment|Mandeville Films|Red Wago...    3/18/2015       2480   \n",
       "3          Lucasfilm|Truenorth Productions|Bad Robot   12/15/2015       5292   \n",
       "4  Universal Pictures|Original Film|Media Rights ...     4/1/2015       2947   \n",
       "\n",
       "   vote_average  release_year   budget_adj   revenue_adj  \n",
       "0           6.5          2015  137999939.3  1.392446e+09  \n",
       "1           7.1          2015  137999939.3  3.481613e+08  \n",
       "2           6.3          2015  101199955.5  2.716190e+08  \n",
       "3           7.5          2015  183999919.0  1.902723e+09  \n",
       "4           7.3          2015  174799923.1  1.385749e+09  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4018031c-db2c-45ad-8fd3-f38b3d78154a",
   "metadata": {},
   "source": [
    "## About the Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0c4aa15-4f38-49cc-ae3c-369ed241f46f",
   "metadata": {},
   "source": [
    "1. imdb_id: It represents imdb_id of the movie in the IMDB Database.\r\n",
    "2. popularity: It represents the popularity score of the movie.\r\n",
    "3. budget: It represents the budget of the movie in dollars.\r\n",
    "4. revenue: It represents the total revenue collected by the movie in dollars.\r\n",
    "5. original_title: It represents the title of the movie.\r\n",
    "6. cast: It tells the actors who acted in that movie.\r\n",
    "7. director: It tells the director of the movie.\r\n",
    "8. overview: It tells the overview of the plot of the movie.\r\n",
    "9. runtime: It tells the overall runtime of the movie in minutes\r\n",
    "10. gehres: It represents the genres the movie represents.\r\n",
    "11. release_date: It tells the date of release of the movie.\r\n",
    "12. release_year: It tells the year in which the movie was released."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37b459b2-c0bc-4817-98ff-2631b9f0f0eb",
   "metadata": {},
   "source": [
    "## Data Wrangling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "857222b8-f30b-4f3f-aebb-28c2c8eb9e93",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>original_title</th>\n",
       "      <th>cast</th>\n",
       "      <th>homepage</th>\n",
       "      <th>director</th>\n",
       "      <th>tagline</th>\n",
       "      <th>...</th>\n",
       "      <th>overview</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</td>\n",
       "      <td>tt0369610</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>\n",
       "      <td>http://www.jurassicworld.com/</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>The park is open.</td>\n",
       "      <td>...</td>\n",
       "      <td>Twenty-two years after the events of Jurassic ...</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>Universal Studios|Amblin Entertainment|Legenda...</td>\n",
       "      <td>6/9/2015</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>5/13/2015</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>3/18/2015</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>12/15/2015</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>4/1/2015</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>12/25/2015</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>6/23/2015</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>9/30/2015</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>6/17/2015</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>6/9/2015</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",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 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",
       "\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",
       "\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",
       "\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",
       "\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",
       "\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",
       "\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",
       "\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",
       "\n",
       "                                production_companies release_date vote_count  \\\n",
       "0  Universal Studios|Amblin Entertainment|Legenda...     6/9/2015       5562   \n",
       "1  Village Roadshow Pictures|Kennedy Miller Produ...    5/13/2015       6185   \n",
       "2  Summit Entertainment|Mandeville Films|Red Wago...    3/18/2015       2480   \n",
       "3          Lucasfilm|Truenorth Productions|Bad Robot   12/15/2015       5292   \n",
       "4  Universal Pictures|Original Film|Media Rights ...     4/1/2015       2947   \n",
       "5  Regency Enterprises|Appian Way|CatchPlay|Anony...   12/25/2015       3929   \n",
       "6            Paramount Pictures|Skydance Productions    6/23/2015       2598   \n",
       "7  Twentieth Century Fox Film Corporation|Scott F...    9/30/2015       4572   \n",
       "8      Universal Pictures|Illumination Entertainment    6/17/2015       2893   \n",
       "9  Walt Disney Pictures|Pixar Animation Studios|W...     6/9/2015       3935   \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",
       "\n",
       "[10 rows x 21 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "fec9af61-1e54-42ee-bc05-2f423693d5a5",
   "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",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   id                    10866 non-null  int64  \n",
      " 1   imdb_id               10856 non-null  object \n",
      " 2   popularity            10866 non-null  float64\n",
      " 3   budget                10866 non-null  int64  \n",
      " 4   revenue               10866 non-null  int64  \n",
      " 5   original_title        10866 non-null  object \n",
      " 6   cast                  10790 non-null  object \n",
      " 7   homepage              2936 non-null   object \n",
      " 8   director              10822 non-null  object \n",
      " 9   tagline               8042 non-null   object \n",
      " 10  keywords              9373 non-null   object \n",
      " 11  overview              10862 non-null  object \n",
      " 12  runtime               10866 non-null  int64  \n",
      " 13  genres                10843 non-null  object \n",
      " 14  production_companies  9836 non-null   object \n",
      " 15  release_date          10866 non-null  object \n",
      " 16  vote_count            10866 non-null  int64  \n",
      " 17  vote_average          10866 non-null  float64\n",
      " 18  release_year          10866 non-null  int64  \n",
      " 19  budget_adj            10866 non-null  float64\n",
      " 20  revenue_adj           10866 non-null  float64\n",
      "dtypes: float64(4), int64(6), object(11)\n",
      "memory usage: 1.7+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "3f275ade-c8b7-48b2-9b8d-d11bd0f2b2ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 10865 entries, 0 to 10865\n",
      "Data columns (total 21 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   id                    10865 non-null  int64  \n",
      " 1   imdb_id               10855 non-null  object \n",
      " 2   popularity            10865 non-null  float64\n",
      " 3   budget                10865 non-null  int64  \n",
      " 4   revenue               10865 non-null  int64  \n",
      " 5   original_title        10865 non-null  object \n",
      " 6   cast                  10789 non-null  object \n",
      " 7   homepage              2936 non-null   object \n",
      " 8   director              10821 non-null  object \n",
      " 9   tagline               8041 non-null   object \n",
      " 10  keywords              9372 non-null   object \n",
      " 11  overview              10861 non-null  object \n",
      " 12  runtime               10865 non-null  int64  \n",
      " 13  genres                10842 non-null  object \n",
      " 14  production_companies  9835 non-null   object \n",
      " 15  release_date          10865 non-null  object \n",
      " 16  vote_count            10865 non-null  int64  \n",
      " 17  vote_average          10865 non-null  float64\n",
      " 18  release_year          10865 non-null  int64  \n",
      " 19  budget_adj            10865 non-null  float64\n",
      " 20  revenue_adj           10865 non-null  float64\n",
      "dtypes: float64(4), int64(6), object(11)\n",
      "memory usage: 1.8+ MB\n"
     ]
    }
   ],
   "source": [
    "df.drop_duplicates(inplace=True)\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "b7b7ed6e-ad87-40a2-9aa6-099c87807dfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# keeping only those columns which are needed for further analysis.\n",
    "md = df[['popularity','budget','revenue','original_title','runtime','genres','vote_count','vote_average','release_year']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "c426c6a0-b969-4b96-b1a5-be3038177d6e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\RITIKA SINGH\\AppData\\Local\\Temp\\ipykernel_30540\\2617947930.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  md['profit'] = md['revenue'] - md['budget']\n"
     ]
    }
   ],
   "source": [
    "# Creating profit column by the formula (profit = revenue - budget)\n",
    "md['profit'] = md['revenue'] - md['budget']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "86b75d3d-1467-47c2-9ee8-887949fd816e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 10865 entries, 0 to 10865\n",
      "Data columns (total 10 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   popularity      10865 non-null  float64\n",
      " 1   budget          10865 non-null  int64  \n",
      " 2   revenue         10865 non-null  int64  \n",
      " 3   original_title  10865 non-null  object \n",
      " 4   runtime         10865 non-null  int64  \n",
      " 5   genres          10842 non-null  object \n",
      " 6   vote_count      10865 non-null  int64  \n",
      " 7   vote_average    10865 non-null  float64\n",
      " 8   release_year    10865 non-null  int64  \n",
      " 9   profit          10865 non-null  int64  \n",
      "dtypes: float64(2), int64(6), object(2)\n",
      "memory usage: 933.7+ KB\n"
     ]
    }
   ],
   "source": [
    "md.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "e4d85a3e-0a5f-44aa-8627-1a83143655fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>217.399632</td>\n",
       "      <td>5.975012</td>\n",
       "      <td>2001.321859</td>\n",
       "      <td>2.520261e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.000231</td>\n",
       "      <td>3.091428e+07</td>\n",
       "      <td>1.170083e+08</td>\n",
       "      <td>31.382701</td>\n",
       "      <td>575.644627</td>\n",
       "      <td>0.935138</td>\n",
       "      <td>12.813260</td>\n",
       "      <td>9.659103e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\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>-4.139124e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.207575</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.383831</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.713857</td>\n",
       "      <td>1.500000e+07</td>\n",
       "      <td>2.400000e+07</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>146.000000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>9.092453e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\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>2.544506e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         popularity        budget       revenue       runtime    vote_count  \\\n",
       "count  10865.000000  1.086500e+04  1.086500e+04  10865.000000  10865.000000   \n",
       "mean       0.646446  1.462429e+07  3.982690e+07    102.071790    217.399632   \n",
       "std        1.000231  3.091428e+07  1.170083e+08     31.382701    575.644627   \n",
       "min        0.000065  0.000000e+00  0.000000e+00      0.000000     10.000000   \n",
       "25%        0.207575  0.000000e+00  0.000000e+00     90.000000     17.000000   \n",
       "50%        0.383831  0.000000e+00  0.000000e+00     99.000000     38.000000   \n",
       "75%        0.713857  1.500000e+07  2.400000e+07    111.000000    146.000000   \n",
       "max       32.985763  4.250000e+08  2.781506e+09    900.000000   9767.000000   \n",
       "\n",
       "       vote_average  release_year        profit  \n",
       "count  10865.000000  10865.000000  1.086500e+04  \n",
       "mean       5.975012   2001.321859  2.520261e+07  \n",
       "std        0.935138     12.813260  9.659103e+07  \n",
       "min        1.500000   1960.000000 -4.139124e+08  \n",
       "25%        5.400000   1995.000000  0.000000e+00  \n",
       "50%        6.000000   2006.000000  0.000000e+00  \n",
       "75%        6.600000   2011.000000  9.092453e+06  \n",
       "max        9.200000   2015.000000  2.544506e+09  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "6fc5addb-7978-49aa-93ce-07583c732af1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "popularity         0\n",
       "budget             0\n",
       "revenue            0\n",
       "original_title     0\n",
       "runtime            0\n",
       "genres            23\n",
       "vote_count         0\n",
       "vote_average       0\n",
       "release_year       0\n",
       "profit             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculating the null values in the dataset of each columns\n",
    "md.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "8f6ea2f4-ab34-4c74-b384-705658461566",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\RITIKA SINGH\\AppData\\Local\\Temp\\ipykernel_30540\\2871320080.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  md.dropna(subset=['genres'],inplace=True)\n"
     ]
    }
   ],
   "source": [
    "# Droping only the null values from the genres column.\n",
    "md.dropna(subset=['genres'],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "7b83ad76-2bba-46ac-9015-8409b2bf39f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "popularity        0\n",
       "budget            0\n",
       "revenue           0\n",
       "original_title    0\n",
       "runtime           0\n",
       "genres            0\n",
       "vote_count        0\n",
       "vote_average      0\n",
       "release_year      0\n",
       "profit            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md.isnull().sum()\n",
    "# Now genres column has no null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "08b5f64e-ee4d-4df3-a263-e13c98c5376a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>original_title</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1363528810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28.419936</td>\n",
       "      <td>150000000</td>\n",
       "      <td>378436354</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>228436354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13.112507</td>\n",
       "      <td>110000000</td>\n",
       "      <td>295238201</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>185238201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.173104</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2068178225</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>1868178225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9.335014</td>\n",
       "      <td>190000000</td>\n",
       "      <td>1506249360</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>1316249360</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   popularity     budget     revenue                original_title  runtime  \\\n",
       "0   32.985763  150000000  1513528810                Jurassic World      124   \n",
       "1   28.419936  150000000   378436354            Mad Max: Fury Road      120   \n",
       "2   13.112507  110000000   295238201                     Insurgent      119   \n",
       "3   11.173104  200000000  2068178225  Star Wars: The Force Awakens      136   \n",
       "4    9.335014  190000000  1506249360                     Furious 7      137   \n",
       "\n",
       "                                      genres  vote_count  vote_average  \\\n",
       "0  Action|Adventure|Science Fiction|Thriller        5562           6.5   \n",
       "1  Action|Adventure|Science Fiction|Thriller        6185           7.1   \n",
       "2         Adventure|Science Fiction|Thriller        2480           6.3   \n",
       "3   Action|Adventure|Science Fiction|Fantasy        5292           7.5   \n",
       "4                      Action|Crime|Thriller        2947           7.3   \n",
       "\n",
       "   release_year      profit  \n",
       "0          2015  1363528810  \n",
       "1          2015   228436354  \n",
       "2          2015   185238201  \n",
       "3          2015  1868178225  \n",
       "4          2015  1316249360  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "1ef3aeac-0977-44ff-853e-92804872e1cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\RITIKA SINGH\\AppData\\Local\\Temp\\ipykernel_30540\\4092432130.py:2: FutureWarning: the convert_dtype parameter is deprecated and will be removed in a future version.  Do ``ser.astype(object).apply()`` instead if you want ``convert_dtype=False``.\n",
      "  s = md['genres'].str.split('|').apply(pd.Series,1).stack()\n"
     ]
    }
   ],
   "source": [
    "# Spliting the genres column seperately and convert it into pandas series and then join it to the main dataframe.\n",
    "s = md['genres'].str.split('|').apply(pd.Series,1).stack()\n",
    "s.index = s.index.droplevel(-1)\n",
    "s.name = 'genres'\n",
    "del md['genres']\n",
    "md = md.join(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "ead8ea1c-03e4-44be-998c-10885d5cfd19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>original_title</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>profit</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</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>1363528810</td>\n",
       "      <td>Action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</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>1363528810</td>\n",
       "      <td>Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</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>1363528810</td>\n",
       "      <td>Science Fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</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>1363528810</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28.419936</td>\n",
       "      <td>150000000</td>\n",
       "      <td>378436354</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>228436354</td>\n",
       "      <td>Action</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   popularity     budget     revenue      original_title  runtime  vote_count  \\\n",
       "0   32.985763  150000000  1513528810      Jurassic World      124        5562   \n",
       "0   32.985763  150000000  1513528810      Jurassic World      124        5562   \n",
       "0   32.985763  150000000  1513528810      Jurassic World      124        5562   \n",
       "0   32.985763  150000000  1513528810      Jurassic World      124        5562   \n",
       "1   28.419936  150000000   378436354  Mad Max: Fury Road      120        6185   \n",
       "\n",
       "   vote_average  release_year      profit           genres  \n",
       "0           6.5          2015  1363528810           Action  \n",
       "0           6.5          2015  1363528810        Adventure  \n",
       "0           6.5          2015  1363528810  Science Fiction  \n",
       "0           6.5          2015  1363528810         Thriller  \n",
       "1           7.1          2015   228436354           Action  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "4c115306-9677-46da-a3f4-a4c2a16db84b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(26955, 10)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# now the rows of md has increased\n",
    "md.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "581cc9a5-4143-48eb-a436-ac652299a18d",
   "metadata": {},
   "source": [
    "## Correlation between Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "d51e81bf-b4ef-41d3-aff6-90b92d393150",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating correlation by droping the string columns and then inserting the heatmap graph for clear understanding\n",
    "corr = md.drop(['original_title','genres'],axis=1,inplace=False).corr()\n",
    "sns.heatmap(corr,annot=True,cmap='BuPu')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8a25397-7a47-4a28-a4ec-7cdf91577462",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "31cc92c1-bf86-44e4-b645-b50c30bf60ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: title={'center': 'popularity'}>,\n",
       "        <Axes: title={'center': 'budget'}>,\n",
       "        <Axes: title={'center': 'revenue'}>],\n",
       "       [<Axes: title={'center': 'runtime'}>,\n",
       "        <Axes: title={'center': 'vote_count'}>,\n",
       "        <Axes: title={'center': 'vote_average'}>],\n",
       "       [<Axes: title={'center': 'release_year'}>,\n",
       "        <Axes: title={'center': 'profit'}>, <Axes: >]], dtype=object)"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Look at the histograms to get idea of how variables are distributed overall)\n",
    "md.hist(color='DarkBlue',figsize=(10,10),grid=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5922b052-d06b-4103-8055-a2c4aee91c1f",
   "metadata": {},
   "source": [
    "#### All the variables are skewed. The only variable that is closed to a normal distribution is vote average."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "971b98f4-790e-46d4-bd92-424f2780ebfb",
   "metadata": {},
   "source": [
    "## Movies Characteristics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "76137082-25c6-416f-910c-880dec368d29",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "425000000\n",
      "[\"The Warrior's Way\"]\n"
     ]
    }
   ],
   "source": [
    "# Which movie has a maximum budget and how much ?\n",
    "max_budget = md['budget'].max()\n",
    "print(max_budget)\n",
    "print(md[md['budget']==max_budget]['original_title'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "680a8d39-ede3-429f-807b-2d12e2be21f9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2544505847\n",
      "['Avatar']\n"
     ]
    }
   ],
   "source": [
    "# Which movie has a maximum profit and how much ?\n",
    "max_profit = md['profit'].max()\n",
    "print(max_profit)\n",
    "print(md[md['profit']==max_profit]['original_title'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "2d48e83e-5c5f-45f2-a288-896021b953f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "32.985763\n",
      "['Jurassic World']\n"
     ]
    }
   ],
   "source": [
    "# Which movie has a maximum popularity and how much ?\n",
    "max_pop = md['popularity'].max()\n",
    "print(max_pop)\n",
    "print(md[md['popularity']==max_pop]['original_title'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "2a9e833e-2546-467f-a78b-594ffd6c742b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9767\n",
      "['Inception']\n"
     ]
    }
   ],
   "source": [
    "# Which movie has a maximum vote and how much ?\n",
    "max_vote = md['vote_count'].max()\n",
    "print(max_vote)\n",
    "print(md[md['vote_count']==max_vote]['original_title'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "57ad65e8-1b7c-4986-9de8-b79f1570746c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "['Mr. Holmes' 'Solace' 'Beyond the Reach' ... 'Grand Prix'\n",
      " 'Beregis Avtomobilya' \"What's Up, Tiger Lily?\"]\n"
     ]
    }
   ],
   "source": [
    "# Which movie has least budget and how much ?\n",
    "min_budget = md['budget'].min()\n",
    "print(min_budget)\n",
    "print(md[md['budget']==min_budget]['original_title'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "27e47291-9f7e-4ba3-a87d-c85967e4ad14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-413912431\n",
      "[\"The Warrior's Way\"]\n"
     ]
    }
   ],
   "source": [
    "# Which movie has least profit and how much ?\n",
    "min_profit = md['profit'].min()\n",
    "print(min_profit)\n",
    "print(md[md['profit']==min_profit]['original_title'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "51acef0a-2613-4d09-98ce-0a90171cb640",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6.5e-05\n",
      "['North and South, Book I']\n"
     ]
    }
   ],
   "source": [
    "# Which movie has least popularity and how much ?\n",
    "min_pop = md['popularity'].min()\n",
    "print(min_pop)\n",
    "print(md[md['popularity']==min_pop]['original_title'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "02c2d233-bae8-43e2-aefa-49dde9db77cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n",
      "['The Unspoken' 'Crown for Christmas' 'The Girl in the Photographs'\n",
      " 'Jesse Stone: Lost in Paradise' 'Bridgend' 'Night Owls' 'The Sand'\n",
      " 'A Hitman in London' 'Coconut Hero' 'The Inhabitants' 'Bastard'\n",
      " 'Merry Kissmas' 'The Ouija Experiment 2: Theatre of Death' 'Big Sky'\n",
      " 'Ominous' 'They Found Hell' 'Harry Price: Ghost Hunter' 'The Audition'\n",
      " 'The House on Pine Street' 'Man vs. Snake' 'Once I Was a Beehive'\n",
      " 'I Hate Christian Laettner' 'Avalanche Sharks'\n",
      " 'The Coed and the Zombie Stoner' 'Viking: The Berserkers'\n",
      " 'Age of Tomorrow' 'Cesar Chavez' 'Deep in the Darkness' 'The Identical'\n",
      " 'Ribbit' '9 Kisses' 'Asthma' 'Sharktopus vs Pteracuda' 'Crawl or Die'\n",
      " \"Trailer Park Boys: Don't Legalize It\"\n",
      " 'The Story of Frozen: Making a Disney Animated Classic' 'Inner Demons'\n",
      " 'Midnight Sun' 'Billy Elliot: The Musical' 'Party Central'\n",
      " 'Breakup Buddies' 'March or Die' 'Julia' 'The White Buffalo'\n",
      " 'Rollercoaster' 'The Goodbye Girl' 'Opening Night'\n",
      " \"Emmet Otter's Jug-Band Christmas\" 'Nothing Personal' 'Beautiful Kate'\n",
      " 'Space Buddies' 'Red Riding: In the Year of Our Lord 1983'\n",
      " \"Without a Paddle: Nature's Calling\" 'The Last Templar' 'Humpday'\n",
      " 'Beautiful' 'The Canyon' \"Garfield's Pet Force\" 'Hit and Run'\n",
      " 'Weather Girl' 'Sweet Karma' 'The Marc Pease Experience'\n",
      " 'The Age of Stupid' 'Direct Contact' 'Don McKay' 'Kurbaan' 'Long Weekend'\n",
      " 'ThanksKilling' 'The Heavy' 'PiÃ¨ce MontÃ©e' 'ì˜í˜•ì\\xa0œ'\n",
      " 'The Chosen One' 'Jesse Stone: No Remorse' 'The Traveler'\n",
      " 'The Four-Faced Liar' 'Riverworld' 'Wonders of the Solar System'\n",
      " 'Zwart Water' 'Primal' 'Peep World' 'Ceremony' 'American Grindhouse'\n",
      " 'Parked' 'Li Xiao Long' 'All About Evil' \"600 kilos d'or pur\" 'BearCity'\n",
      " 'Une Petite zone de turbulences'\n",
      " 'Opeth: In Live Concert At The Royal Albert Hall'\n",
      " 'Yu-Gi-Oh! 3D: Bonds Beyond Time' 'As Melhores Coisas do Mundo'\n",
      " 'Joan Rivers: A Piece of Work' 'Introducing Dorothy Dandridge'\n",
      " 'Dak ging san yan lui' 'In Too Deep' 'Eddie Izzard: Dress to Kill'\n",
      " 'Mumford' 'Bats' 'Terror Firmer' \"Doug's 1st Movie\" 'Ratcatcher' 'Trick'\n",
      " 'George Carlin: You Are All Diseased' 'Zebra Lounge' 'Me Without You'\n",
      " \"Elvira's Haunted Hills\" 'Texas Rangers' 'Prince Charming'\n",
      " 'Lovely & Amazing' 'Uprising' 'Le vÃ©lo de Ghislain Lambert' 'Down'\n",
      " 'In the Time of the Butterflies' 'Children of the Corn: Revelation'\n",
      " 'Manic' 'Chori Chori Chupke Chupke' '9to5: Days in Porn'\n",
      " \"What Doesn't Kill You\" 'Pranzo di ferragosto' 'House'\n",
      " 'NYC: Tornado Terror' 'August' 'Tunnel Rats' 'Seventh Moon'\n",
      " 'Otto; or, Up with Dead People' 'Where in the World Is Osama Bin Laden?'\n",
      " 'Miss Austen Regrets' 'Comme les autres' 'Deal' 'Harold'\n",
      " 'Not Quite Hollywood' 'Princess' 'Baby Blues'\n",
      " \"Coluche, L'histoire d'un Mec\" 'Bill Burr: Why Do I Do This?'\n",
      " 'Era Uma Vez...' 'Foo Fighters: Live at Wembley Stadium'\n",
      " 'More Than a Game' \"The Good Witch's Family\" 'Trishna' 'Swamp Shark'\n",
      " 'Cougars, Inc.' 'Wonders of the Universe' 'Good Neighbours'\n",
      " \"Division III: Football's Finest\" 'Suing The Devil' 'A Haunting in Salem'\n",
      " '96 Minutes' 'The Bling Ring' 'Chillar Party' 'Suburban Knights'\n",
      " 'Donald Glover: Weirdo' 'Dhobi Ghat' 'Snow Queen' 'Space Station 3D'\n",
      " 'Buying the Cow' 'Juwanna Mann' '2009 ë¡œìŠ¤íŠ¸ë©”ëª¨ë¦¬ì¦ˆ'\n",
      " 'Inuyasha: Kagami no Naka no MugenjÅ' 'Kaante'\n",
      " 'An Evening with Kevin Smith' 'The Kid Stays in the Picture' 'Amateur'\n",
      " 'Roadracers' 'Kickboxer 4: The Aggressor' 'Spanking the Monkey' 'S.F.W.'\n",
      " 'The Sum of Us' 'Fortress' 'A Bride for Christmas'\n",
      " 'Dungeons & Dragons: The Book of Vile Darkness' 'Generation Um...'\n",
      " \"The Legend of Mor'du\" 'Dragon Age: Dawn of the Seeker' 'Boot Tracks'\n",
      " 'Mass Effect: Paragon Lost' 'My Brother the Devil' 'Dino Time' 'Comedown'\n",
      " 'DjÃºpiÃ°' 'World Without End' 'Kauwboy' 'Freaky Deaky'\n",
      " 'Il Ã©tait une fois, une fois' 'The Girl from the Naked Eye'\n",
      " 'One Direction: Up All Night - The Live Tour' 'Jack Irish: Bad Debts'\n",
      " 'Redd Inc.' 'A Perfect Ending' 'Arjun: The Warrior Prince'\n",
      " 'Head Over Heels' 'Barricade' 'Free Angela and All Political Prisoners'\n",
      " 'The Millionaire Tour' 'Una pistola en cada mano' 'Fresh Meat'\n",
      " 'The Sleeper' 'Freeloaders' 'Freddie Mercury: The Great Pretender'\n",
      " 'Jim Jefferies: Fully Functional' 'Naughty or Nice' 'Miracle Run'\n",
      " 'The Reckoning' 'Les Enfants de la Pluie' 'The Statement' 'The Big Empty'\n",
      " 'Tiptoes' 'DÃ©dales' 'Northfork' 'Indiana Jones: Making the Trilogy'\n",
      " 'A Wrinkle in Time' 'Drive' 'Trucks' \"Cats Don't Dance\" 'Lawn Dogs'\n",
      " 'Out to Sea' 'Mean Guns' 'Trojan War' 'B.A.P.S.' 'Trekkies' 'Twin Town'\n",
      " 'Black Nativity' 'The Last Keepers' 'All Stars'\n",
      " 'Alpha and Omega 2: A Howl-iday Adventure' '100 Degrees Below Zero'\n",
      " 'Miele' 'The Suspect' 'Bettie Page Reveals All' 'The Saratov Approach'\n",
      " 'Drones' 'DrogÃ³wka' 'ì§‘ìœ¼ë¡œ ê°€ëŠ” ê¸¸' 'Non-Stop'\n",
      " 'Madonna: MDNA World Tour' 'The Contractor' 'Ego' 'Home Sweet Home'\n",
      " \"Les grandes ondes (Ã\\xa0 l'ouest)\" 'Neverlake'\n",
      " 'Crystal Lake Memories: The Complete History of Friday the 13th'\n",
      " 'History of the Eagles' 'uwantme2killhim?' 'Porno' 'Mr. Jones'\n",
      " 'The Vatican Exorcisms' 'The Story of Luke' 'Zero Charisma' 'Sacro GRA'\n",
      " 'The Stone Roses: Made of Stone' 'TINY: A Story About Living Small'\n",
      " 'Trophy Kids' 'Crimewave' 'Loose Screws' 'Mischief' 'White Nights'\n",
      " 'A Zed & Two Noughts' 'AntikÃ¶rper' 'Loverboy' 'Rize' 'í˜•ì‚¬ Duelist'\n",
      " 'Lemming' 'Confessions of a Sociopathic Social Climber'\n",
      " \"Carlito's Way: Rise to Power\" 'Colour Me Kubrick: A True...ish Story'\n",
      " 'Bee Season' 'Maurice Richard' 'Die weisse Massai'\n",
      " 'U2: Vertigo 2005 - Live from Chicago' 'The Comedians of Comedy'\n",
      " 'The Prize Winner of Defiance, Ohio' 'Ellie Parker' 'La Moustache'\n",
      " 'Bernard and Doris' 'PokÃ©mon Ranger and the Temple of the Sea'\n",
      " 'Like Mike 2: Streetball' 'Poltergay' 'Glass House: The Good Mother'\n",
      " 'Delirious' 'Superman: Brainiac Attacks' 'Thr3e'\n",
      " 'Deutschland. Ein SommermÃ¤rchen' 'Khosla Ka Ghosla!' 'Autobahnraser'\n",
      " 'The Calcium Kid' 'Winnie the Pooh: Springtime with Roo' 'Eros'\n",
      " 'Fighter in the Wind' 'Rois et reine' 'The 24th Day' 'LaLehet Al HaMayim'\n",
      " 'A Boyfriend for Christmas' 'Frankenstein' 'Chris Rock: Never Scared'\n",
      " \"Gracie's Choice\" 'Khakee' 'In questo mondo di ladri' 'Carry On Abroad'\n",
      " 'Snoopy, Come Home' 'The Other' 'Carry On Matron' 'Night of the Lepus'\n",
      " 'Permanent Vacation' 'The Nude Bomb' 'Foxes' 'La hora frÃ\\xada'\n",
      " 'Closing the Ring' 'Gracie' 'Import/Export' 'Boarding Gate'\n",
      " 'Une vieille maÃ®tresse' 'Perfect Creature' 'Cougar Club'\n",
      " 'Pars vite et reviens tard' 'Jesse Stone: Sea Change'\n",
      " \"Chacun son cinema ou Ce petit coup au coeur quand la lumiere s'eteint et que le film commence\"\n",
      " 'End of the Line' 'La ragazza del lago' 'La Antena' 'In Tranzit'\n",
      " 'Daniel Tosh: Completely Serious' 'Enfin veuve' 'Transmorphers'\n",
      " 'The Secret Life of Brian'\n",
      " 'Flight of the Living Dead: Outbreak on a Plane' 'The Go-Getter'\n",
      " 'Validation' 'On the Doll' 'Magicians' 'Steel Trap' 'Partner'\n",
      " 'Testosteron' 'For the Bible Tells Me So'\n",
      " 'The Bugs Bunny/Road Runner Movie' 'The Apple Dumpling Gang Rides Again'\n",
      " 'Hanover Street' 'The Onion Field'\n",
      " \"Cheech & Chong's The Corsican Brothers\" 'Sheena'\n",
      " \"Breakin' 2: Electric Boogaloo\" 'Suburbia' 'Bolero' 'Best Defense'\n",
      " 'Ninja III: The Domination' 'Deathstalker'\n",
      " 'Metalstorm: The Destruction of Jared-Syn' 'Hercules' 'Senior Trip'\n",
      " 'Bye Bye Love' 'Top Dog' 'Gladiator' 'White Sands'\n",
      " 'Bill Hicks: Relentless' 'Mom and Dad Save the World' 'Private Lessons'\n",
      " 'Death Hunt' 'Ghost Story' 'Looker' 'Dark Night of the Scarecrow'\n",
      " 'Twelfth Night' 'Unforgettable' 'Bullet' 'Carpool' 'Alaska'\n",
      " 'Citizen Ruth' 'Crossworlds' 'Ed' 'Mrs. Winterbourne'\n",
      " 'A Thin Line Between Love and Hate' 'Python' 'Nuremberg'\n",
      " 'The Broken Hearts Club: A Romantic Comedy' 'Gun Shy'\n",
      " 'Psycho Beach Party' 'Skipped Parts' 'Love, Honour and Obey'\n",
      " 'Jalla! Jalla!' 'The Audrey Hepburn Story' 'Mission Kashmir'\n",
      " 'The World of Stainboy' 'The Sword and the Sorcerer' 'Silent Rage'\n",
      " 'Ren zhe wu di' 'Megaforce' 'Forbidden World' 'Summer Lovers'\n",
      " 'Vokzal dlya Dvoikh' 'Hilary and Jackie' 'Palmetto'\n",
      " 'Alice Through the Looking Glass' 'Edge of Seventeen' 'Hurlyburly'\n",
      " 'Letters From a Killer' 'Rear Window' 'How Stella Got Her Groove Back'\n",
      " 'Goodnight Mister Tom'\n",
      " \"Jerry Seinfeld: I'm Telling You for the Last Time\"\n",
      " 'Children of the Corn V: Fields of Terror' 'The Temptations' 'Last Night'\n",
      " 'Ghulam' \"She's Out of Control\" 'House III: The Horror Show'\n",
      " 'La belle noiseuse' \"Wild Hearts Can't Be Broken\"\n",
      " 'Ghoulies III: Ghoulies Go to College' 'A Rage in Harlem'\n",
      " 'He Said, She Said' 'The Resurrected' 'Dogfight' 'Two Moon Junction'\n",
      " 'Scarecrows'\n",
      " 'The Decline of Western Civilization Part II: The Metal Years' 'Moving'\n",
      " 'The New Adventures of Pippi Longstocking' 'Surf Nazis Must Die'\n",
      " 'The Belly of an Architect' 'Someone to Watch Over Me' 'Hot Pursuit'\n",
      " 'Gandahar' 'Yours, Mine and Ours' 'Hellfighters'\n",
      " 'Animals Are Beautiful People' 'Madhouse' 'Bug' 'Captain Clegg'\n",
      " 'Murder Ahoy' 'The Killers' 'Seance on a Wet Afternoon'\n",
      " 'Sunday Bloody Sunday' 'Nicholas and Alexandra' 'The Hospital'\n",
      " 'Welcome Home, Roxy Carmichael' 'Due occhi diabolici'\n",
      " 'All for the Winner' 'King of Kings' 'Babes in Toyland'\n",
      " 'Pocketful of Miracles' 'The Ladies Man' 'Flaming Star' 'Midnight Lace'\n",
      " 'Carry On Constable' 'Stay Hungry' 'Up!' 'Two-Minute Warning'\n",
      " 'Cannonball' 'Î¤Î± Ï€Î±Î¹Î´Î¹Î¬ Ï„Î¿Ï… Î´Î¹Î±Î²ÏŒÎ»Î¿Ï…' 'Freaked'\n",
      " 'American Ninja 5' 'Father Hood' \"Man's Best Friend\"\n",
      " 'Just One of the Girls' 'The Snapper' 'Doppelganger'\n",
      " \"My Boyfriend's Back\" 'Carry On Doctor' \"Who's That Knocking at My Door\"\n",
      " 'Follow That Camel' 'Murder at the Gallop' 'The Terror'\n",
      " 'The Kiss of the Vampire' 'Black Moon Rising' 'Nan bei Shao Lin'\n",
      " 'The Clan of the Cave Bear' 'Club Paradise' 'Captain EO'\n",
      " 'Dead End Drive-In' 'Absolute Beginners' 'Gothic'\n",
      " 'Frankenstein and the Monster from Hell' 'Electra Glide in Blue'\n",
      " \"Don't Be Afraid of the Dark\" 'Dillinger' \"Ryan's Daughter\"\n",
      " 'Scream and Scream Again' 'The Twelve Chairs'\n",
      " 'Nachts, wenn Dracula erwacht' 'Carry On Up the Jungle' 'Waterloo'\n",
      " 'And Soon the Darkness' 'There Was a Crooked Man...' 'Operation Crossbow'\n",
      " 'Dr. Goldfoot and the Bikini Machine' 'The Skull' 'Ship of Fools'\n",
      " 'Die, Monster, Die!' 'A Boy Named Charlie Brown' 'Carry On Again Doctor'\n",
      " 'Castle Keep' 'Starcrash' \"Goin' South\" 'Patrick' 'Fedora' 'The Manitou'\n",
      " \"Someone's Watching Me!\" 'Gray Lady Down' 'Nevada Smith']\n"
     ]
    }
   ],
   "source": [
    "# Which movie has least vote and how much ?\n",
    "min_vote = md['vote_count'].min()\n",
    "print(min_vote)\n",
    "print(md[md['vote_count']==min_vote]['original_title'].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6eeda745-78c3-49da-bd75-2a166e5182ee",
   "metadata": {},
   "source": [
    "### Following are the Conclusion:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a6d5f9a-722c-48a9-a931-ae8210640208",
   "metadata": {},
   "source": [
    "1. The Warrior's Way had the highest budget with 425 mio USD but has least profit than others.\r\n",
    "2. Avatar made the most profit.\r\n",
    "3. The most popular movie was Jurassic Worl\n",
    "4. North and South Book-I, has covered least popularity than others.\n",
    "5. Inception was the movie with the maximum vote count.un\n",
    "6. The Warrior's Way had least profit.t."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fb8d1dc-ef1b-4eac-bd8d-a6a5471f8986",
   "metadata": {},
   "source": [
    "## Grouping data by specific columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "75bbfdc3-21aa-46e7-86b3-41d652077b76",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Group Data by genre column\n",
    "md_genre = md.groupby(['genres'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "ba83e0ae-6443-40a7-a017-2510a192d099",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genres</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>7.559417e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Fantasy</td>\n",
       "      <td>6.370107e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Animation</td>\n",
       "      <td>5.209628e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Family</td>\n",
       "      <td>4.907384e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>4.516788e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Action</td>\n",
       "      <td>4.506691e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>War</td>\n",
       "      <td>2.671330e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Crime</td>\n",
       "      <td>2.470486e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>2.452072e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>2.422833e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mystery</td>\n",
       "      <td>2.409830e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Romance</td>\n",
       "      <td>2.316070e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Music</td>\n",
       "      <td>1.913314e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Drama</td>\n",
       "      <td>1.735154e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>History</td>\n",
       "      <td>1.341687e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Horror</td>\n",
       "      <td>1.059628e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Western</td>\n",
       "      <td>9.594601e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Documentary</td>\n",
       "      <td>1.463958e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Foreign</td>\n",
       "      <td>6.902491e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>TV Movie</td>\n",
       "      <td>-1.616766e+04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             genres        profit\n",
       "1         Adventure  7.559417e+07\n",
       "8           Fantasy  6.370107e+07\n",
       "2         Animation  5.209628e+07\n",
       "7            Family  4.907384e+07\n",
       "15  Science Fiction  4.516788e+07\n",
       "0            Action  4.506691e+07\n",
       "18              War  2.671330e+07\n",
       "4             Crime  2.470486e+07\n",
       "17         Thriller  2.452072e+07\n",
       "3            Comedy  2.422833e+07\n",
       "13          Mystery  2.409830e+07\n",
       "14          Romance  2.316070e+07\n",
       "12            Music  1.913314e+07\n",
       "6             Drama  1.735154e+07\n",
       "10          History  1.341687e+07\n",
       "11           Horror  1.059628e+07\n",
       "19          Western  9.594601e+06\n",
       "5       Documentary  1.463958e+06\n",
       "9           Foreign  6.902491e+04\n",
       "16         TV Movie -1.616766e+04"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md_genre_profit = pd.DataFrame(md_genre['profit'].mean()).reset_index()\n",
    "md_genre_profit.sort_values(by=['profit'], ascending = False)\n",
    "# Calculate the mean profit of every genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "cb8f3966-2334-4009-b695-caf037164df3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "      <td>0.741563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>War</td>\n",
       "      <td>0.727683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mystery</td>\n",
       "      <td>0.690012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>0.592607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Romance</td>\n",
       "      <td>0.592082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Drama</td>\n",
       "      <td>0.591495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Western</td>\n",
       "      <td>0.590615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>History</td>\n",
       "      <td>0.575936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Music</td>\n",
       "      <td>0.487321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Horror</td>\n",
       "      <td>0.465357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>TV Movie</td>\n",
       "      <td>0.270896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Foreign</td>\n",
       "      <td>0.191496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Documentary</td>\n",
       "      <td>0.181432</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             genres  popularity\n",
       "1         Adventure    1.154259\n",
       "15  Science Fiction    1.001548\n",
       "8           Fantasy    0.992840\n",
       "0            Action    0.926274\n",
       "2         Animation    0.852182\n",
       "7            Family    0.786668\n",
       "4             Crime    0.744930\n",
       "17         Thriller    0.741563\n",
       "18              War    0.727683\n",
       "13          Mystery    0.690012\n",
       "3            Comedy    0.592607\n",
       "14          Romance    0.592082\n",
       "6             Drama    0.591495\n",
       "19          Western    0.590615\n",
       "10          History    0.575936\n",
       "12            Music    0.487321\n",
       "11           Horror    0.465357\n",
       "16         TV Movie    0.270896\n",
       "9           Foreign    0.191496\n",
       "5       Documentary    0.181432"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md_genre_pop = pd.DataFrame(md_genre['popularity'].mean()).reset_index()\n",
    "md_genre_pop.sort_values(by=['popularity'], ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "4d86d2a7-f2cb-48f3-aece-18f887fd6b20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genres</th>\n",
       "      <th>budget</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>3.754369e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Fantasy</td>\n",
       "      <td>3.261259e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Action</td>\n",
       "      <td>2.772782e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>2.497268e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Family</td>\n",
       "      <td>2.335934e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Animation</td>\n",
       "      <td>2.315978e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>War</td>\n",
       "      <td>2.089189e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Western</td>\n",
       "      <td>1.897411e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>History</td>\n",
       "      <td>1.859492e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Crime</td>\n",
       "      <td>1.766380e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>1.720769e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mystery</td>\n",
       "      <td>1.611927e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>1.329792e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Romance</td>\n",
       "      <td>1.253127e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Drama</td>\n",
       "      <td>1.188072e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Music</td>\n",
       "      <td>9.438628e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Horror</td>\n",
       "      <td>6.226529e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Foreign</td>\n",
       "      <td>1.451435e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Documentary</td>\n",
       "      <td>5.771491e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>TV Movie</td>\n",
       "      <td>2.676647e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             genres        budget\n",
       "1         Adventure  3.754369e+07\n",
       "8           Fantasy  3.261259e+07\n",
       "0            Action  2.772782e+07\n",
       "15  Science Fiction  2.497268e+07\n",
       "7            Family  2.335934e+07\n",
       "2         Animation  2.315978e+07\n",
       "18              War  2.089189e+07\n",
       "19          Western  1.897411e+07\n",
       "10          History  1.859492e+07\n",
       "4             Crime  1.766380e+07\n",
       "17         Thriller  1.720769e+07\n",
       "13          Mystery  1.611927e+07\n",
       "3            Comedy  1.329792e+07\n",
       "14          Romance  1.253127e+07\n",
       "6             Drama  1.188072e+07\n",
       "12            Music  9.438628e+06\n",
       "11           Horror  6.226529e+06\n",
       "9           Foreign  1.451435e+06\n",
       "5       Documentary  5.771491e+05\n",
       "16         TV Movie  2.676647e+05"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md_genre_budget = pd.DataFrame(md_genre['budget'].mean()).reset_index()\n",
    "md_genre_budget.sort_values(by=['budget'], ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "ce124f69-21d4-4373-b532-19bbe15f5a75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genres</th>\n",
       "      <th>revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>1.131379e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Fantasy</td>\n",
       "      <td>9.631366e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Animation</td>\n",
       "      <td>7.525606e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Action</td>\n",
       "      <td>7.279473e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Family</td>\n",
       "      <td>7.243318e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>7.014056e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>War</td>\n",
       "      <td>4.760518e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Crime</td>\n",
       "      <td>4.236866e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>4.172842e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mystery</td>\n",
       "      <td>4.021757e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>3.752624e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Romance</td>\n",
       "      <td>3.569197e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>History</td>\n",
       "      <td>3.201179e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Drama</td>\n",
       "      <td>2.923226e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Music</td>\n",
       "      <td>2.857177e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Western</td>\n",
       "      <td>2.856871e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Horror</td>\n",
       "      <td>1.682281e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Documentary</td>\n",
       "      <td>2.041107e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Foreign</td>\n",
       "      <td>1.520460e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>TV Movie</td>\n",
       "      <td>2.514970e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             genres       revenue\n",
       "1         Adventure  1.131379e+08\n",
       "8           Fantasy  9.631366e+07\n",
       "2         Animation  7.525606e+07\n",
       "0            Action  7.279473e+07\n",
       "7            Family  7.243318e+07\n",
       "15  Science Fiction  7.014056e+07\n",
       "18              War  4.760518e+07\n",
       "4             Crime  4.236866e+07\n",
       "17         Thriller  4.172842e+07\n",
       "13          Mystery  4.021757e+07\n",
       "3            Comedy  3.752624e+07\n",
       "14          Romance  3.569197e+07\n",
       "10          History  3.201179e+07\n",
       "6             Drama  2.923226e+07\n",
       "12            Music  2.857177e+07\n",
       "19          Western  2.856871e+07\n",
       "11           Horror  1.682281e+07\n",
       "5       Documentary  2.041107e+06\n",
       "9           Foreign  1.520460e+06\n",
       "16         TV Movie  2.514970e+05"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md_genre_revenue = pd.DataFrame(md_genre['revenue'].mean()).reset_index()\n",
    "md_genre_revenue.sort_values(by = ['revenue'], ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "df7a0078-1b2e-4379-97dc-5ae7090a578a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "genres\n",
      "Action             2339\n",
      "Adventure          1442\n",
      "Animation           697\n",
      "Comedy             3750\n",
      "Crime              1337\n",
      "Documentary         520\n",
      "Drama              4672\n",
      "Family             1211\n",
      "Fantasy             899\n",
      "Foreign             188\n",
      "History             331\n",
      "Horror             1580\n",
      "Music               403\n",
      "Mystery             796\n",
      "Romance            1686\n",
      "Science Fiction    1207\n",
      "TV Movie            167\n",
      "Thriller           2841\n",
      "War                 269\n",
      "Western             163\n",
      "Name: original_title, dtype: int64\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "md_genre_movies = md_genre['original_title'].nunique()\n",
    "print(md_genre_movies)\n",
    "plt.figure(figsize=(12,5))\n",
    "sns.barplot(x=md_genre_movies.index, y=md_genre_movies.values,color='red')\n",
    "plt.title('Movies from each genres')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25ff6f36-ec03-4bd2-b049-b04130b2af99",
   "metadata": {},
   "source": [
    "### Following are the conclusions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "405ab0b4-2018-4c18-9da4-1b332763288a",
   "metadata": {},
   "source": [
    "1. Adventure genre has gained the maximum profit\n",
    "2. Adventure genre has the maximum populalirty\n",
    "3. Adventure genre has the maximum mean budget\n",
    "4. Adventure genre has gained maximum mean revenue\n",
    "5. Drama genre has made maximum movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "c1563ef4-c886-42cf-b813-d55984a09adb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Group data by release year\n",
    "md_year = md.groupby('release_year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "3a615c0d-5e7e-4083-b488-7d4bd941c4f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1999</td>\n",
       "      <td>2.823636e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2000</td>\n",
       "      <td>2.818990e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1997</td>\n",
       "      <td>2.792262e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2004</td>\n",
       "      <td>2.692528e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2001</td>\n",
       "      <td>2.645833e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2003</td>\n",
       "      <td>2.481257e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2002</td>\n",
       "      <td>2.452649e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1998</td>\n",
       "      <td>2.402667e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2010</td>\n",
       "      <td>2.351972e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2005</td>\n",
       "      <td>2.320963e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2006</td>\n",
       "      <td>2.083820e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2011</td>\n",
       "      <td>2.078781e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1996</td>\n",
       "      <td>2.070816e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2007</td>\n",
       "      <td>2.066030e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2009</td>\n",
       "      <td>1.929854e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2013</td>\n",
       "      <td>1.909377e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2012</td>\n",
       "      <td>1.885867e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2008</td>\n",
       "      <td>1.789167e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1995</td>\n",
       "      <td>1.707880e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2015</td>\n",
       "      <td>1.660955e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2014</td>\n",
       "      <td>1.582037e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1994</td>\n",
       "      <td>1.324761e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1991</td>\n",
       "      <td>1.299576e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1992</td>\n",
       "      <td>1.223259e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1993</td>\n",
       "      <td>1.117595e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1990</td>\n",
       "      <td>1.105192e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1989</td>\n",
       "      <td>8.968285e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1985</td>\n",
       "      <td>8.564467e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1983</td>\n",
       "      <td>7.665251e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1984</td>\n",
       "      <td>7.501313e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1988</td>\n",
       "      <td>7.482718e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1987</td>\n",
       "      <td>6.401395e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1986</td>\n",
       "      <td>5.812870e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1982</td>\n",
       "      <td>5.804009e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1980</td>\n",
       "      <td>5.312077e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1979</td>\n",
       "      <td>5.120028e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1970</td>\n",
       "      <td>4.490989e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1981</td>\n",
       "      <td>4.375684e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1978</td>\n",
       "      <td>3.684506e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1977</td>\n",
       "      <td>3.309932e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1967</td>\n",
       "      <td>3.309002e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1976</td>\n",
       "      <td>2.925410e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1963</td>\n",
       "      <td>2.608000e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1968</td>\n",
       "      <td>2.591728e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1965</td>\n",
       "      <td>2.261599e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1962</td>\n",
       "      <td>2.246276e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1971</td>\n",
       "      <td>1.963938e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1969</td>\n",
       "      <td>1.652540e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1961</td>\n",
       "      <td>1.567160e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1974</td>\n",
       "      <td>1.544844e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1975</td>\n",
       "      <td>1.239105e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1964</td>\n",
       "      <td>1.211456e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1966</td>\n",
       "      <td>1.144235e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1973</td>\n",
       "      <td>1.108520e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1972</td>\n",
       "      <td>1.043072e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1960</td>\n",
       "      <td>8.223185e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    release_year        budget\n",
       "39          1999  2.823636e+07\n",
       "40          2000  2.818990e+07\n",
       "37          1997  2.792262e+07\n",
       "44          2004  2.692528e+07\n",
       "41          2001  2.645833e+07\n",
       "43          2003  2.481257e+07\n",
       "42          2002  2.452649e+07\n",
       "38          1998  2.402667e+07\n",
       "50          2010  2.351972e+07\n",
       "45          2005  2.320963e+07\n",
       "46          2006  2.083820e+07\n",
       "51          2011  2.078781e+07\n",
       "36          1996  2.070816e+07\n",
       "47          2007  2.066030e+07\n",
       "49          2009  1.929854e+07\n",
       "53          2013  1.909377e+07\n",
       "52          2012  1.885867e+07\n",
       "48          2008  1.789167e+07\n",
       "35          1995  1.707880e+07\n",
       "55          2015  1.660955e+07\n",
       "54          2014  1.582037e+07\n",
       "34          1994  1.324761e+07\n",
       "31          1991  1.299576e+07\n",
       "32          1992  1.223259e+07\n",
       "33          1993  1.117595e+07\n",
       "30          1990  1.105192e+07\n",
       "29          1989  8.968285e+06\n",
       "25          1985  8.564467e+06\n",
       "23          1983  7.665251e+06\n",
       "24          1984  7.501313e+06\n",
       "28          1988  7.482718e+06\n",
       "27          1987  6.401395e+06\n",
       "26          1986  5.812870e+06\n",
       "22          1982  5.804009e+06\n",
       "20          1980  5.312077e+06\n",
       "19          1979  5.120028e+06\n",
       "10          1970  4.490989e+06\n",
       "21          1981  4.375684e+06\n",
       "18          1978  3.684506e+06\n",
       "17          1977  3.309932e+06\n",
       "7           1967  3.309002e+06\n",
       "16          1976  2.925410e+06\n",
       "3           1963  2.608000e+06\n",
       "8           1968  2.591728e+06\n",
       "5           1965  2.261599e+06\n",
       "2           1962  2.246276e+06\n",
       "11          1971  1.963938e+06\n",
       "9           1969  1.652540e+06\n",
       "1           1961  1.567160e+06\n",
       "14          1974  1.544844e+06\n",
       "15          1975  1.239105e+06\n",
       "4           1964  1.211456e+06\n",
       "6           1966  1.144235e+06\n",
       "13          1973  1.108520e+06\n",
       "12          1972  1.043072e+06\n",
       "0           1960  8.223185e+05"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md_year_budget = pd.DataFrame(md_year['budget'].mean()).reset_index()\n",
    "md_year_budget.sort_values(by=['budget'], ascending= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "d0832061-19e6-4cae-b49c-e95cfa779c28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>release_year</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2015</td>\n",
       "      <td>4.266900e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1995</td>\n",
       "      <td>4.186214e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1992</td>\n",
       "      <td>4.183219e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2001</td>\n",
       "      <td>3.856062e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2012</td>\n",
       "      <td>3.762732e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1977</td>\n",
       "      <td>3.681067e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2004</td>\n",
       "      <td>3.629104e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2002</td>\n",
       "      <td>3.500236e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2011</td>\n",
       "      <td>3.409647e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2009</td>\n",
       "      <td>3.360638e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1990</td>\n",
       "      <td>3.342182e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2014</td>\n",
       "      <td>3.319975e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2003</td>\n",
       "      <td>3.318359e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2007</td>\n",
       "      <td>3.300406e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1997</td>\n",
       "      <td>3.260020e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2013</td>\n",
       "      <td>3.209816e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1989</td>\n",
       "      <td>3.160966e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2010</td>\n",
       "      <td>3.040648e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1982</td>\n",
       "      <td>2.966443e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1991</td>\n",
       "      <td>2.930142e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1993</td>\n",
       "      <td>2.924325e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1994</td>\n",
       "      <td>2.868419e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2005</td>\n",
       "      <td>2.838039e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1999</td>\n",
       "      <td>2.689024e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2008</td>\n",
       "      <td>2.630911e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1979</td>\n",
       "      <td>2.623527e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1996</td>\n",
       "      <td>2.592552e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1998</td>\n",
       "      <td>2.511913e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2006</td>\n",
       "      <td>2.484294e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1983</td>\n",
       "      <td>2.472680e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1987</td>\n",
       "      <td>2.423368e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1973</td>\n",
       "      <td>2.343987e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1975</td>\n",
       "      <td>2.230758e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2000</td>\n",
       "      <td>2.081630e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1985</td>\n",
       "      <td>2.075841e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1984</td>\n",
       "      <td>2.045451e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1988</td>\n",
       "      <td>1.941765e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1967</td>\n",
       "      <td>1.891514e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1986</td>\n",
       "      <td>1.880654e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1980</td>\n",
       "      <td>1.719949e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1981</td>\n",
       "      <td>1.557044e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1978</td>\n",
       "      <td>1.551840e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1974</td>\n",
       "      <td>1.510813e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1961</td>\n",
       "      <td>1.445516e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1976</td>\n",
       "      <td>1.433455e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1965</td>\n",
       "      <td>1.396670e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1970</td>\n",
       "      <td>1.133142e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1972</td>\n",
       "      <td>1.070446e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1964</td>\n",
       "      <td>9.408808e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1969</td>\n",
       "      <td>7.647102e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1971</td>\n",
       "      <td>7.343741e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1962</td>\n",
       "      <td>6.612379e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1968</td>\n",
       "      <td>6.289887e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1960</td>\n",
       "      <td>4.535566e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1963</td>\n",
       "      <td>3.457982e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1966</td>\n",
       "      <td>5.006108e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    release_year        profit\n",
       "55          2015  4.266900e+07\n",
       "35          1995  4.186214e+07\n",
       "32          1992  4.183219e+07\n",
       "41          2001  3.856062e+07\n",
       "52          2012  3.762732e+07\n",
       "17          1977  3.681067e+07\n",
       "44          2004  3.629104e+07\n",
       "42          2002  3.500236e+07\n",
       "51          2011  3.409647e+07\n",
       "49          2009  3.360638e+07\n",
       "30          1990  3.342182e+07\n",
       "54          2014  3.319975e+07\n",
       "43          2003  3.318359e+07\n",
       "47          2007  3.300406e+07\n",
       "37          1997  3.260020e+07\n",
       "53          2013  3.209816e+07\n",
       "29          1989  3.160966e+07\n",
       "50          2010  3.040648e+07\n",
       "22          1982  2.966443e+07\n",
       "31          1991  2.930142e+07\n",
       "33          1993  2.924325e+07\n",
       "34          1994  2.868419e+07\n",
       "45          2005  2.838039e+07\n",
       "39          1999  2.689024e+07\n",
       "48          2008  2.630911e+07\n",
       "19          1979  2.623527e+07\n",
       "36          1996  2.592552e+07\n",
       "38          1998  2.511913e+07\n",
       "46          2006  2.484294e+07\n",
       "23          1983  2.472680e+07\n",
       "27          1987  2.423368e+07\n",
       "13          1973  2.343987e+07\n",
       "15          1975  2.230758e+07\n",
       "40          2000  2.081630e+07\n",
       "25          1985  2.075841e+07\n",
       "24          1984  2.045451e+07\n",
       "28          1988  1.941765e+07\n",
       "7           1967  1.891514e+07\n",
       "26          1986  1.880654e+07\n",
       "20          1980  1.719949e+07\n",
       "21          1981  1.557044e+07\n",
       "18          1978  1.551840e+07\n",
       "14          1974  1.510813e+07\n",
       "1           1961  1.445516e+07\n",
       "16          1976  1.433455e+07\n",
       "5           1965  1.396670e+07\n",
       "10          1970  1.133142e+07\n",
       "12          1972  1.070446e+07\n",
       "4           1964  9.408808e+06\n",
       "9           1969  7.647102e+06\n",
       "11          1971  7.343741e+06\n",
       "2           1962  6.612379e+06\n",
       "8           1968  6.289887e+06\n",
       "0           1960  4.535566e+06\n",
       "3           1963  3.457982e+06\n",
       "6           1966  5.006108e+05"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md_year_profit = pd.DataFrame(md_year['profit'].mean()).reset_index()\n",
    "md_year_profit.sort_values(by=['profit'], ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "0e5f6419-32e4-4e21-b2c0-33359aaea498",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>release_year</th>\n",
       "      <th>revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2001</td>\n",
       "      <td>6.501894e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2004</td>\n",
       "      <td>6.321632e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1997</td>\n",
       "      <td>6.052282e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2002</td>\n",
       "      <td>5.952885e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2015</td>\n",
       "      <td>5.927855e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1995</td>\n",
       "      <td>5.894094e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2003</td>\n",
       "      <td>5.799616e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2012</td>\n",
       "      <td>5.648600e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1999</td>\n",
       "      <td>5.512660e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2011</td>\n",
       "      <td>5.488428e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1992</td>\n",
       "      <td>5.406478e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2010</td>\n",
       "      <td>5.392619e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2007</td>\n",
       "      <td>5.366436e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2009</td>\n",
       "      <td>5.290493e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2005</td>\n",
       "      <td>5.159002e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2013</td>\n",
       "      <td>5.119193e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1998</td>\n",
       "      <td>4.914579e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2014</td>\n",
       "      <td>4.902013e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2000</td>\n",
       "      <td>4.900620e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1996</td>\n",
       "      <td>4.663368e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2006</td>\n",
       "      <td>4.568114e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1990</td>\n",
       "      <td>4.447374e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2008</td>\n",
       "      <td>4.420078e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1991</td>\n",
       "      <td>4.229719e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1994</td>\n",
       "      <td>4.193180e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1989</td>\n",
       "      <td>4.057794e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1993</td>\n",
       "      <td>4.041921e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1977</td>\n",
       "      <td>4.012060e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1982</td>\n",
       "      <td>3.546844e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1983</td>\n",
       "      <td>3.239205e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1979</td>\n",
       "      <td>3.135530e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1987</td>\n",
       "      <td>3.063507e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1985</td>\n",
       "      <td>2.932288e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1984</td>\n",
       "      <td>2.795582e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1988</td>\n",
       "      <td>2.690036e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1986</td>\n",
       "      <td>2.461941e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1973</td>\n",
       "      <td>2.454839e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1975</td>\n",
       "      <td>2.354668e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1980</td>\n",
       "      <td>2.251156e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1967</td>\n",
       "      <td>2.222414e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1981</td>\n",
       "      <td>1.994612e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1978</td>\n",
       "      <td>1.920290e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1976</td>\n",
       "      <td>1.725996e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1974</td>\n",
       "      <td>1.665298e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1965</td>\n",
       "      <td>1.622830e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1961</td>\n",
       "      <td>1.602232e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1970</td>\n",
       "      <td>1.582240e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1972</td>\n",
       "      <td>1.174754e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1964</td>\n",
       "      <td>1.062026e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1971</td>\n",
       "      <td>9.307679e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1969</td>\n",
       "      <td>9.299642e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1968</td>\n",
       "      <td>8.881615e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1962</td>\n",
       "      <td>8.858655e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1963</td>\n",
       "      <td>6.065982e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1960</td>\n",
       "      <td>5.357885e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1966</td>\n",
       "      <td>1.644846e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    release_year       revenue\n",
       "41          2001  6.501894e+07\n",
       "44          2004  6.321632e+07\n",
       "37          1997  6.052282e+07\n",
       "42          2002  5.952885e+07\n",
       "55          2015  5.927855e+07\n",
       "35          1995  5.894094e+07\n",
       "43          2003  5.799616e+07\n",
       "52          2012  5.648600e+07\n",
       "39          1999  5.512660e+07\n",
       "51          2011  5.488428e+07\n",
       "32          1992  5.406478e+07\n",
       "50          2010  5.392619e+07\n",
       "47          2007  5.366436e+07\n",
       "49          2009  5.290493e+07\n",
       "45          2005  5.159002e+07\n",
       "53          2013  5.119193e+07\n",
       "38          1998  4.914579e+07\n",
       "54          2014  4.902013e+07\n",
       "40          2000  4.900620e+07\n",
       "36          1996  4.663368e+07\n",
       "46          2006  4.568114e+07\n",
       "30          1990  4.447374e+07\n",
       "48          2008  4.420078e+07\n",
       "31          1991  4.229719e+07\n",
       "34          1994  4.193180e+07\n",
       "29          1989  4.057794e+07\n",
       "33          1993  4.041921e+07\n",
       "17          1977  4.012060e+07\n",
       "22          1982  3.546844e+07\n",
       "23          1983  3.239205e+07\n",
       "19          1979  3.135530e+07\n",
       "27          1987  3.063507e+07\n",
       "25          1985  2.932288e+07\n",
       "24          1984  2.795582e+07\n",
       "28          1988  2.690036e+07\n",
       "26          1986  2.461941e+07\n",
       "13          1973  2.454839e+07\n",
       "15          1975  2.354668e+07\n",
       "20          1980  2.251156e+07\n",
       "7           1967  2.222414e+07\n",
       "21          1981  1.994612e+07\n",
       "18          1978  1.920290e+07\n",
       "16          1976  1.725996e+07\n",
       "14          1974  1.665298e+07\n",
       "5           1965  1.622830e+07\n",
       "1           1961  1.602232e+07\n",
       "10          1970  1.582240e+07\n",
       "12          1972  1.174754e+07\n",
       "4           1964  1.062026e+07\n",
       "11          1971  9.307679e+06\n",
       "9           1969  9.299642e+06\n",
       "8           1968  8.881615e+06\n",
       "2           1962  8.858655e+06\n",
       "3           1963  6.065982e+06\n",
       "0           1960  5.357885e+06\n",
       "6           1966  1.644846e+06"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md_year_revenue = pd.DataFrame(md_year['revenue'].mean()).reset_index()\n",
    "md_year_revenue.sort_values(by=['revenue'], ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "dbcc3b69-8383-4397-9f21-00f3535e9e2c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "release_year\n",
      "1960     32\n",
      "1961     31\n",
      "1962     32\n",
      "1963     34\n",
      "1964     42\n",
      "1965     35\n",
      "1966     46\n",
      "1967     40\n",
      "1968     39\n",
      "1969     31\n",
      "1970     40\n",
      "1971     55\n",
      "1972     40\n",
      "1973     55\n",
      "1974     46\n",
      "1975     44\n",
      "1976     47\n",
      "1977     57\n",
      "1978     65\n",
      "1979     57\n",
      "1980     78\n",
      "1981     82\n",
      "1982     81\n",
      "1983     80\n",
      "1984    105\n",
      "1985    109\n",
      "1986    121\n",
      "1987    125\n",
      "1988    145\n",
      "1989    136\n",
      "1990    132\n",
      "1991    133\n",
      "1992    133\n",
      "1993    178\n",
      "1994    184\n",
      "1995    174\n",
      "1996    202\n",
      "1997    192\n",
      "1998    210\n",
      "1999    223\n",
      "2000    226\n",
      "2001    241\n",
      "2002    266\n",
      "2003    281\n",
      "2004    307\n",
      "2005    363\n",
      "2006    408\n",
      "2007    438\n",
      "2008    495\n",
      "2009    531\n",
      "2010    487\n",
      "2011    540\n",
      "2012    584\n",
      "2013    655\n",
      "2014    699\n",
      "2015    627\n",
      "Name: original_title, dtype: int64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\RITIKA SINGH\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "C:\\Users\\RITIKA SINGH\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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QdDodbt++DXt7e07ZTEREVEkIIZCeng6FQmHw4tHCVMqAcvv2bXh6ehq7DCIiIiqFhISEImc6rpQBJf8lYAkJCXBwcDByNURERFQcaWlp8PT0LNbLPCtlQMm/rOPg4MCAQkREVMkU5/YM3iRLREREJocBhYiIiEwOAwoRERGZHAYUIiIiMjkMKERERGRyGFCIiIjI5DCgEBERkclhQCEiIiKTw4BCREREJqdEAaVu3bqQSCQFlrfeegtA3kuApk2bBoVCARsbGwQFBSE+Pt7gGGq1GuPHj4erqyvs7OzQu3dvJCYmlt0ZERERUaVXooBy9OhRJCUl6Zfo6GgAwIABAwAAs2fPxty5c7FgwQIcPXoUcrkcXbp0QXp6uv4Y4eHh2Lx5M6KionDgwAFkZGSgZ8+e0Gq1ZXhaREREVJlJhBCitDuHh4dj27ZtuHTpEgBAoVAgPDwc7733HoC80RJ3d3fMmjULY8aMgUqlgpubG1atWoVXXnkFwL9vJt6+fTu6du1arM9NS0uDTCaDSqXiu3iIiIgqiZJ8f5f6HhSNRoPVq1dj5MiRkEgkuHbtGpRKJUJCQvRtpFIpAgMDERsbCwCIi4tDTk6OQRuFQgFfX199m8Ko1WqkpaUZLERERFQ6Fy8+gEZj2lcuSh1QfvnlF6SmpmL48OEAAKVSCQBwd3c3aOfu7q7fplQqYWVlBScnp8e2KUxkZCRkMpl+8fT0LG3ZRERE1dqaNWfRoMGP+Pjjg8Yu5YlKHVCWLl2K7t27Q6FQGKx/9BXKQogiX6tcVJspU6ZApVLpl4SEhNKWTUREVK0tWHACALBly2UjV/JkpQooN27cwK5duzB69Gj9OrlcDgAFRkKSk5P1oypyuRwajQYpKSmPbVMYqVQKBwcHg4WIiIhK5sKFBzh8OAkAcO7cA6SkZBu5oscrVUBZtmwZatasiRdffFG/ztvbG3K5XP9kD5B3n0pMTAwCAgIAAK1atYKlpaVBm6SkJJw5c0bfhoiIiMrHypWGU38cPnzbSJUUzaKkO+h0OixbtgxhYWGwsPh3d4lEgvDwcERERMDHxwc+Pj6IiIiAra0tBg8eDACQyWQYNWoUJk6cCBcXFzg7O2PSpEnw8/ND586dy+6siIiIyIBOJ7Bq1VkAgLu7Le7ceYjY2Nvo3v0ZI1dWuBIHlF27duHmzZsYOXJkgW2TJ09GVlYWxo4di5SUFPj7+2Pnzp2wt7fXt5k3bx4sLCwwcOBAZGVlITg4GMuXL4e5ufnTnQkRERE91p49N5GQkA6ZTIoPPmiDd97ZjdhY0x1Beap5UIyF86AQERGVTFjYdqxceRavv94U48e3gJ/fCtjZWSI1dTwsLCrmzTcVMg8KERERVQ4ZGRps3Jg3qWpYWBM0buwKBwcrZGbm4PTpu0aurnAMKERERFXcxo0XkZmZAx8fJ7Rtq4CZmQRt2+ZNE2Kql3kYUIiIiKq4FSvynt4ZNqyxft6xgAAGFCIiIjKSGzdU2LMnb4LToUMb69cHBNQGAMTG3jJKXUVhQCEiIqrCVq8+BwAICvJE3boy/frnn5fDzEyC69fTcPt2hrHKeywGFCIioipKCKG/vBMW1sRgm4ODFH5+rgCAQ4dM7zIPAwoREVEVdfhwEi5dSoGtrQVefrl+ge3/3odiepd5GFCIiIiqqPzRk5dfrg97e6sC2/+9D4UjKERERFQBsrNzsX79eQAFL+/kyx9BiYu7g+zs3AqrrTgYUIiIiKqgrVuvIDVVDU9Pe7zwQp1C23h7y+DuboucHB3i4u5UcIVPxoBCRERUBeVf3hk6tDHMzCSFtpFIJCb7uDEDChERURVz504mduy4BuDxl3fy5V/mOXQoqdzrKgkGFCIioipmzZpz0GoF/P1roUED5ye2/XfK+1swpfcHM6AQERFVMStXFj73SWFatXKHpaUZ7tx5iGvXVOVdWrExoBAREVUhp04l49Spu7CyMscrrzQosr21tQVatXIHYFqPGzOgEBERVSGrV58FAPTu/SycnW2KtY8pTtjGgEJERFSF7N6d92LAwmaOfRxTnLCNAYWIiKiKyMjQ4NSpZABA+/a1i71f/o2yp0/fQ1qaulxqKykGFCIioiriyJEkaLUCderYw8PDvtj7KRQ1ULeuA3Q6gb/+UpZjhcXHgEJERFRF5F+iyb9kUxKmNmEbAwoREVEVcfBgXrho105R4n3/vVHWNO5DYUAhIiKqArRaHQ4dygsX7dqVZgQlf0bZ29DpjD9hGwMKERFRFRAffx9paRrUqGEJPz+3Eu/v5+cGOztLpKVpcPbsvXKosGQYUIiIiKqA/HtH/P1rwcKi5F/vFhZm8Pev9c+xjH+ZhwGFiIioCjh4sPSXd/KZ0n0oDChERERVwL83yDKgEBERkQlISsrAtWsqmJlJ0KZNrVIfp02bvIBy6VIK7t17WFbllQoDChERUSWXP3ri5+cKBwdpqY/j5GSNxo1dAACHDiWVSW2lxYBCRERUyf07QVvJ5z95lKm8OJABhYiIqJIri/tP8pnKfSgMKERERJXYw4c5OH487wWBZRFQ8l8cmJCQbtQJ2yyM9slERET01I4eVSI3VweFoga8vBye+ngNGjjjypXR8PaWQSKRlEGFpcOAQkREVIn99/6TsggUEokEzzzj+NTHeVq8xENERFSJleX9J6aEAYWIiKiS0umEfgSlNG8wNmUMKERERJXU+fP3kZKSDRsbCzRvXtPY5ZQpBhQiIqJKKn/05Pnn5bC0NDdyNWWLAYWIiKiSqqr3nwAMKERERJVWWbzB2FSVOKDcunULQ4cOhYuLC2xtbdG8eXPExcXptwshMG3aNCgUCtjY2CAoKAjx8fEGx1Cr1Rg/fjxcXV1hZ2eH3r17IzEx8enPhoiIqJpITs7EpUspAP6dXK0qKVFASUlJQbt27WBpaYnff/8dZ8+exZw5c+Do6KhvM3v2bMydOxcLFizA0aNHIZfL0aVLF6Snp+vbhIeHY/PmzYiKisKBAweQkZGBnj17QqvVltmJERERVWX59580aeICJydrI1dT9ko0UdusWbPg6emJZcuW6dfVrVtX/2chBObPn4+pU6eiX79+AIAVK1bA3d0da9euxZgxY6BSqbB06VKsWrUKnTt3BgCsXr0anp6e2LVrF7p27VoGp0VERFS1/TtBW9W7vAOUcARly5YtaN26NQYMGICaNWuiRYsWWLJkiX77tWvXoFQqERISol8nlUoRGBiI2NhYAEBcXBxycnIM2igUCvj6+urbEBER0ZP9e4Ns1bu8A5QwoFy9ehWLFi2Cj48P/vjjD7zxxht4++23sXLlSgCAUqkEALi7uxvs5+7urt+mVCphZWUFJyenx7Z5lFqtRlpamsFCRERUXWVn5+LYsTsAquYNskAJL/HodDq0bt0aERERAIAWLVogPj4eixYtwrBhw/TtHn0XgBCiyPcDPKlNZGQkpk+fXpJSiYiIqqy4uDvQaLSoWdMWzz7raOxyykWJRlBq1aqFxo0bG6xr1KgRbt68CQCQy+UAUGAkJDk5WT+qIpfLodFokJKS8tg2j5oyZQpUKpV+SUhIKEnZREREVUpsbN7lnbJ6QaApKlFAadeuHS5cuGCw7uLFi/Dy8gIAeHt7Qy6XIzo6Wr9do9EgJiYGAQEBAIBWrVrB0tLSoE1SUhLOnDmjb/MoqVQKBwcHg4WIiKi6qsrzn+Qr0SWed999FwEBAYiIiMDAgQPx119/4fvvv8f3338PIO/STnh4OCIiIuDj4wMfHx9ERETA1tYWgwcPBgDIZDKMGjUKEydOhIuLC5ydnTFp0iT4+fnpn+ohIiKiwgkh9CMoDCj/eO6557B582ZMmTIFn376Kby9vTF//nwMGTJE32by5MnIysrC2LFjkZKSAn9/f+zcuRP29vb6NvPmzYOFhQUGDhyIrKwsBAcHY/ny5TA3r1rvESAiIiprly6l4O7dLEil5mjZsmq9IPC/JEIIYewiSiotLQ0ymQwqlYqXe4iIqFpZvvwMRozYgXbtauPAgUHGLqdESvL9zXfxEBERVSJVff6TfAwoRERElYQQArt35z05W5XvPwEYUIiIiCqN2NjbuHpVBTs7SwQH1zF2OeWKAYWIiKiSWLEiHgDQv3992NlZGbma8sWAQkREVAlkZeVg/frzAICwsCZGrqb8MaAQERFVAr/+egVpaRp4eTkgMNDT2OWUOwYUIiKiSmDFijMAgNDQxjAzq5rT2/8XAwoREZGJS0rKwM6dNwAAw4ZV/cs7AAMKERGRyVuz5hx0OoGAAAV8fJyMXU6FYEAhIiIyYUII/dM71WX0BGBAISIiMmknTiTjzJl7kErN8corDYxdToVhQCEiIjJh+aMnffrUg6OjtZGrqTgMKERERCZKo9Fi7dpzAKrH3Cf/xYBCRERkon7//Rru3cuCu7stQkLqGrucCsWAQkREZKLyL+8MGdIIFhbV6yu7ep0tERFRJXH/fha2bbsCAAgL8zVyNRWPAYWIiMgERUWdR06ODs2b10TTpm7GLqfCMaAQERGZoPzLO9Xt5th8DChEREQm5ty5+zh6VAkLCzMMHtzQ2OUYBQMKERGRickfPene3Rs1a9oZuRrjYEAhIiIyIVqtDqtWnQUADBvW2MjVGA8DChERkQn588+buH07A05O1ujV61ljl2M0DChEREQmZOXKvMs7r77aAFKphZGrMR4GFCIiIhORmanBpk2XAFTPuU/+iwGFiIjIROzceQNZWbmoW9cBzz8vN3Y5RsWAQkREZCK2bLkMIO/NxRKJxMjVGBcDChERkQnQanXYtu0qgLyAUt0xoBAREZWRxMR0vPrqVhw4kFjifWNjb+PevSw4OkrRvn3tcqiucmFAISIiKiNTp+7H+vUX8Pbbu0u8b/7lnRdffAaWluZlXVqlw4BCRERUBhIT07F27XkAwIkTyTh9+m6x9xVC4Ndf895czMs7eRhQiIiIysA33xxHbq5O/3P+fCbFcf78A1y6lAIrK3N06+ZdHuVVOgwoRERETyktTY3Fi08BAEaN8gMArF59ziCwPMmvv+Zd3nnhBU/Y21uVT5GVDAMKERHRU1q69DTS0jRo2NAZ334bDBcXGyiVmYiOvl6s/bds4eWdRzGgEBERPYWcHC3mz48DAEyY0BpSqQUGD24I4N+3Ej/JnTuZOHz4NgCgd+/q++6dRzGgEBERPYUNGy7i5s101Kxpi9DQvLcPh4U1AQD88stlpKZmP3H/rVuvQAigdWt31K5tX+71VhYMKERERKUkhMCXXx4DAIwb1wLW1nkv92vZ0h1NmrhArdbi558vPvEY+Zd3evfm5Z3/YkAhIiIqpb17E3D8+B3Y2FjgzTeb6ddLJBIMG5Y3ivKkyzyZmRpER98AwPtPHsWAQkREVEpffnkUADBihC9cXW0Ntg0d2hhmZhIcPHgLly+nFLp/dPQNZGfnvRzQz8+13OutTBhQiIiISiE+/h62b78GiQR4991WBbYrFDXQpYsXgMfPifLfp3eq+8sBH8WAQkREVApz5+bde/LSSz6oV8+p0Db5N8uuXHkWOp0w2Jb3ckDef/I4JQoo06ZNg0QiMVjkcrl+uxAC06ZNg0KhgI2NDYKCghAfb5ga1Wo1xo8fD1dXV9jZ2aF3795ITCz5S5WIiIiMRanMxOrV5wAAkyY999h2ffvWg4ODFW7cSMP+/YbfdYcO3cbdu3kvB+zQgS8HfFSJR1CaNGmCpKQk/XL69Gn9ttmzZ2Pu3LlYsGABjh49Crlcji5duiA9PV3fJjw8HJs3b0ZUVBQOHDiAjIwM9OzZE1qttmzOiIiIqJwtWHACGo0WAQEKtG2reGw7GxtLDBjQAEDBm2XzZ4/lywELV+KAYmFhAblcrl/c3NwA5I2ezJ8/H1OnTkW/fv3g6+uLFStW4OHDh1i7di0AQKVSYenSpZgzZw46d+6MFi1aYPXq1Th9+jR27dpVtmdGRERUDjIzNVi48CQAYOLE1kW2z7/M8/PPF5CZqdGv5+yxT1bigHLp0iUoFAp4e3vj1VdfxdWrVwEA165dg1KpREhIiL6tVCpFYGAgYmNjAQBxcXHIyckxaKNQKODr66tvUxi1Wo20tDSDhYiIyBiWLTuDlJRsPPusY7HCRfv2tfHMMzJkZORg8+a8UZPz5+/j4sUUWFqaoWvXuuVcceVUooDi7++PlStX4o8//sCSJUugVCoREBCA+/fvQ6lUAgDc3d0N9nF3d9dvUyqVsLKygpOT02PbFCYyMhIymUy/eHp6lqRsIiKiMqHV6jB3bv609q1gbl7012hhc6LkX97p1KkOHByk5VRt5VaigNK9e3e8/PLL8PPzQ+fOnfHbb78BAFasWKFv8+hjUkKIIh+dKqrNlClToFKp9EtCQkJJyiYiIioTmzdfwrVrKri42GD4cN9i7zdsWN4U+H/+eQOJiem8vFMMT/WYsZ2dHfz8/HDp0iX90zyPjoQkJyfrR1Xkcjk0Gg1SUlIe26YwUqkUDg4OBgsREVFFW748bwTkjTeawdbWstj7eXs7omNHDwiR93jyoUN5Lwfs1YsvB3ycpwooarUa586dQ61ateDt7Q25XI7o6Gj9do1Gg5iYGAQEBAAAWrVqBUtLS4M2SUlJOHPmjL4NERGRKcrOzsXu3TcBAAMHNijx/vmXeebPj4MQQKtW7vDw4MsBH6dEAWXSpEmIiYnBtWvXcOTIEfTv3x9paWkICwuDRCJBeHg4IiIisHnzZpw5cwbDhw+Hra0tBg8eDACQyWQYNWoUJk6ciD///BMnTpzA0KFD9ZeMiIiITFVMTAKysnJRu3aNUk1LP2BAfdjYWED8M18bL+88mUVJGicmJmLQoEG4d+8e3Nzc0KZNGxw+fBheXnlT+U6ePBlZWVkYO3YsUlJS4O/vj507d8Le/t+EOG/ePFhYWGDgwIHIyspCcHAwli9fDnNzPgNORESm6/ffrwEAunXzLtW09A4OUrz0kg/Wrs2b4I0B5ckkQghRdDPTkpaWBplMBpVKxftRiIioQjRosBQXL6Zgw4beePnl+qU6xu7dNxEc/BN8fJxw4cLIavf+nZJ8f5doBIWIiKg6unIlFRcvpsDCwgydO3uV+jidOtXBb7/1w7PPOla7cFJSDChERERF+P33vElJ27VTQCZ7unlLevR4pixKqvL4NmMiIqIi5N9/0r27t5ErqT4YUIiIiJ4gOzsXe/bkTRDavTtHPyoKAwoREdETPO3jxVQ6DChERERPsH37v5d3eGNrxWFAISIiegLef2IcDChERESPceVKKi5devrHi6nkGFCIiIgeI//x4vbta8PB4ekeL6aSYUAhIiJ6DF7eMR4GFCIiokJkZeX85/FiBpSKxoBCRERUiJiYRP3jxb6+fLy4ojGgEBERFeK/l3f4eHHFY0AhIiIqRH5A4btzjIMBhYiI6BH/fbw4OLiOscuplhhQiIiIHsHHi42PAYWIiOgRfLzY+BhQiIiI/iMrKwe7d+c9XtyjBwOKsTCgEBER/UdMTCKys3Ph4WGPJk34eLGxMKAQERH9Bx8vNg0MKERERP/B+09MAwMKERHRP/IfL7a05OPFxsaAQkRE9A8+Xmw6GFCIiIj+sXVrXkDh5R3jY0AhIiICcORIEnbuvA4zMwn69vUxdjnVHgMKERFVe0IITJ4cAwAIC2sCHx8nI1dEDChERFTt/fbbVezblwhrawt8+mk7Y5dDYEAhIqJqTqvV4f339wEA3nmnJTw87I1cEQEMKEREVM2tWBGP+Pj7cHa2xvvvP2/scugfDChERFRtPXyYg48/PggAmDq1DRwdrY1cEeVjQCEiomrr66+P49atDHh5OeCtt5obuxz6DwYUIiKqlu7de4jIyCMAgM8/bw+p1MLIFdF/MaAQEVG1NGPGEaSladC8eU0MHtzI2OXQIxhQiIio2rl2LRXffnsCADBrVkeYmfGtxaaGAYWIiKqdDz88iJwcHTp39kJISF1jl0OFYEAhIqJq5fjxO1i79hyAvNETMk0MKEREVK28917epGyDBzdCy5buRq6GHocBhYiIqo2dO69j164bsLIyx+efc0p7U8aAQkRE1YIQQj968tZbzeHt7WjcguiJniqgREZGQiKRIDw8XL9OCIFp06ZBoVDAxsYGQUFBiI+PN9hPrVZj/PjxcHV1hZ2dHXr37o3ExMSnKYWIiOiJjhxJwsmTybC1tcDUqW2MXQ4VodQB5ejRo/j+++/RtGlTg/WzZ8/G3LlzsWDBAhw9ehRyuRxdunRBenq6vk14eDg2b96MqKgoHDhwABkZGejZsye0Wm3pz4SIiOgJVq06CwDo168+XFxsjFwNFaVUASUjIwNDhgzBkiVL4OTkpF8vhMD8+fMxdepU9OvXD76+vlixYgUePnyItWvXAgBUKhWWLl2KOXPmoHPnzmjRogVWr16N06dPY9euXWVzVkRERP+h0WgRFXUeABAa2tjI1VBxlCqgvPXWW3jxxRfRuXNng/XXrl2DUqlESEiIfp1UKkVgYCBiY2MBAHFxccjJyTFoo1Ao4Ovrq2/zKLVajbS0NIOFiIiouHbsuIYHD7Ihl9shOLiOscuhYijxiweioqJw/PhxHD16tMA2pVIJAHB3N3xsy93dHTdu3NC3sbKyMhh5yW+Tv/+jIiMjMX369JKWSkREBODfyzuDBzeEuTmfD6kMSvS3lJCQgHfeeQerV6+GtfXjX0ktkRhOGSyEKLDuUU9qM2XKFKhUKv2SkJBQkrKJiKgaS03NxtatVwAAoaFNjFwNFVeJAkpcXBySk5PRqlUrWFhYwMLCAjExMfj6669hYWGhHzl5dCQkOTlZv00ul0Oj0SAlJeWxbR4llUrh4OBgsBARERXHhg0XoVZr4evrimbN3IxdDhVTiQJKcHAwTp8+jZMnT+qX1q1bY8iQITh58iSeeeYZyOVyREdH6/fRaDSIiYlBQEAAAKBVq1awtLQ0aJOUlIQzZ87o2xAREZWV/Ms7oaGNixzNJ9NRontQ7O3t4evra7DOzs4OLi4u+vXh4eGIiIiAj48PfHx8EBERAVtbWwwePBgAIJPJMGrUKEycOBEuLi5wdnbGpEmT4OfnV+CmWyIioqdx/boK+/YlQiLJm9qeKo8S3yRblMmTJyMrKwtjx45FSkoK/P39sXPnTtjb2+vbzJs3DxYWFhg4cCCysrIQHByM5cuXw9zcvKzLISKiamzNmryXAr7wQh14eNgX0ZpMiUQIIYxdREmlpaVBJpNBpVLxfhQiIiqUEAKNGy/D+fMPsGxZNwwf7lv0TlSuSvL9zWetiIioSoqLu4Pz5x/AxsYC/fr5GLscKiEGFCIiqpLyb47t06ceHBykRq6GSooBhYiIqpycHC3Wrcu7/4RT21dODChERFTlREffwN27WahZ0xYhIXWNXQ6VAgMKERFVOfmXdwYNaggLC37VVUb8WyMioiolLU2NX365DAAYOpSXdyorBhQiIqpSNm26hOzsXDRs6IxWrQp/hQqZPgYUIiKqUji1fdXAgEJERFVGYmI69uy5CYBT21d2DChERFRlrFlzFkIAHTt6oG5dmbHLoafAgEJERFWCEMLg8g5VbgwoRERUJZw5cw/x8fchlZqjf//6xi6HnhIDChERVQlbt14BAISE1IWjo7WRq6GnxYBCRERVwvbt1wAAL774jJErobLAgEJERJXe/ftZOHToNgCge3dvI1dDZYEBhYiIKr2dO69DpxPw83NFnToOxi6HygADChERVXq//XYVANCjBy/vVBUMKEREVKlptTrs2HEdAO8/qUoYUIiIqFL76y8l7t/PgqOjFG3bKoxdDpURBhQiIqrU8i/vdO1aFxYW/FqrKvg3SUREldr27bz/pCpiQCEiokrr9u0MnDiRDIkE6NatrrHLoTLEgEJERJXW77/nTc723HNy1KxpZ+RqqCwxoBARUaWVf/8Jn96pehhQiIioUtJotIiOvg6A959URQwoRERUKe3fn4iMjBy4u9uiZUt3Y5dDZYwBhYiIKqX8p3e6d/eGmZnEyNVQWWNAISKiSum33/j24qqMAYWIiCqdK1dSceHCA1hYmKFLl7rGLofKAQMKERFVOvmXd9q3rw2ZTGrkaqg8MKAQEVGl8+/ssd5GroTKCwMKERFVKpmZGuzZkwCA959UZQwoRERUqezZkwC1WgsvLwc0auRi7HKonDCgEBFRpfLf2WMlEj5eXFUxoBARUaUhhOD9J9UEAwoREVUa8fH3cPNmOqytLfDCC3WMXQ6VIwYUIiKqNLZvz5uc7YUXPGFra2nkaqg8MaAQEVGlwbcXVx8MKEREVCmkpmbj4MFbAHj/SXVQooCyaNEiNG3aFA4ODnBwcEDbtm3x+++/67cLITBt2jQoFArY2NggKCgI8fHxBsdQq9UYP348XF1dYWdnh969eyMxMbFszoaIiKqsX365DK1WoFEjZ3h7Oxq7HCpnJQooHh4emDlzJo4dO4Zjx46hU6dO6NOnjz6EzJ49G3PnzsWCBQtw9OhRyOVydOnSBenp6fpjhIeHY/PmzYiKisKBAweQkZGBnj17QqvVlu2ZERFRlaFSqfHBB/sBAIMHNzJyNVQRJEII8TQHcHZ2xhdffIGRI0dCoVAgPDwc7733HoC80RJ3d3fMmjULY8aMgUqlgpubG1atWoVXXnkFAHD79m14enpi+/bt6Nq1a7E+My0tDTKZDCqVCg4ODk9TPhERVQJvvbULCxeehI+PE/7+OwzW1hbGLolKoSTf36W+B0Wr1SIqKgqZmZlo27Ytrl27BqVSiZCQEH0bqVSKwMBAxMbGAgDi4uKQk5Nj0EahUMDX11ffpjBqtRppaWkGCxERVQ+HD9/GokUnAQCLF3dhOKkmShxQTp8+jRo1akAqleKNN97A5s2b0bhxYyiVSgCAu7u7QXt3d3f9NqVSCSsrKzg5OT22TWEiIyMhk8n0i6enZ0nLJiKiSignR4vXX98JIYBhwxqjUyfOfVJdlDigNGjQACdPnsThw4fx5ptvIiwsDGfPntVvf3TaYSFEkVMRF9VmypQpUKlU+iUhIaGkZRMRUSU0b14cTp++BxcXG8yZE2TscqgClTigWFlZoV69emjdujUiIyPRrFkzfPXVV5DL5QBQYCQkOTlZP6oil8uh0WiQkpLy2DaFkUql+ieH8hciIqrarl1LxbRpeZf/v/wyEK6utkauiCrSU8+DIoSAWq2Gt7c35HI5oqOj9ds0Gg1iYmIQEBAAAGjVqhUsLS0N2iQlJeHMmTP6NkREREIIvPnmLmRl5SIoyBNhYU2MXRJVsBLdafTBBx+ge/fu8PT0RHp6OqKiorB3717s2LEDEokE4eHhiIiIgI+PD3x8fBAREQFbW1sMHjwYACCTyTBq1ChMnDgRLi4ucHZ2xqRJk+Dn54fOnTuXywkSEVHls379Bfzxx3VYWZlj8eIufGtxNVSigHLnzh2EhoYiKSkJMpkMTZs2xY4dO9ClSxcAwOTJk5GVlYWxY8ciJSUF/v7+2LlzJ+zt7fXHmDdvHiwsLDBw4EBkZWUhODgYy5cvh7m5edmeGRERVUopKdkID98NAJg61R8NGjgbuSIyhqeeB8UYOA8KEVHVNWbMTnz//d9o2NAZJ08Og1TKx4qrigqZB4WIiKisHTx4C99//zcA4LvvujCcVGMMKEREZBI0mrw5TwBg5EhfdOzIOa+qMwYUIiIyOiEEJk3ai7Nn78PNzQZffBFo7JLIyDh2RkRERpWbq8Prr+/EsmVnAABffx0MZ2cbI1dFxsaAQkRERpOdnYtXX92GX3+9DDMzCZYsCcGrrzY0dllkAhhQiIjIKFQqNfr02YyYmERIpeaIiuqJvn19jF0WmQgGFCIiqnDJyZno1m0jTpxIhr29FbZs6YugIL4IkP7FgEJERBXq+nUVQkI24NKlFLi52WDHjv5o2fLx72Oj6okBhYiIKkx8/D2EhGzA7dsZ8PJywM6d/VG/PmeKpYIYUIiIqEIcOZKE7t03IiUlG40bu2Dnzv6oXdu+6B2pWuI8KEREVO4ePMhCnz6bkZKSjTZtamH//lcZTuiJOIJCRETlbsKEvbhz5yEaNnTGrl0DYGdnZeySyMRxBIWIiMrVjh3XsGJFPCQS4McfuzGcULEwoBARUblJT9dgzJi89+u8/XZLtG2rMHJFVFkwoBARUbl5//19uHkzHd7eMsyY0d7Y5VAlwoBCRETlYt++BCxceBIAsGRJCC/tUIkwoBARUZnLysrB6NF5l3ZGj/ZDcLCXkSuiyoYBhYiIyty0abG4dCkFCkUNfPllkLHLoUqIAYWIiMrUsWNKfPnlMQDA4sVdIJNJjVwRVUYMKEREVGY0Gi1GjtwBnU7g1VcbolevZ41dElVSDChERFRmZs48gtOn78HV1QZff93J2OVQJcaAQkREZeLMmbv4/PPDAICvv+4ENzdbI1dElRkDChERPTWVSo2wsB3IydGhV69n8eqrDY1dElVyDChERPRU7tzJRFDQehw/fgeOjlIsWtQZEonE2GVRJceXBRIRUaldu5aKkJANuHw5FTVr2mLHjpf5lmIqEwwoRERUKmfO3EVIyAYkJWWibl0H7Nw5AD4+TsYui6oIBhQiIiqx2NhbePHFTUhNVcPX1xV//NEfCkUNY5dFVQjvQSEiohL5/fer6Nz5Z6SmqhEQoMC+fa8ynFCZY0AhIqJiW7fuHHr3/gVZWbno3t0bO3f2h5OTtbHLoiqIl3iIiOiJhBC4eTMNUVHnMWXKfggBDB7cCMuXd4Olpbmxy6MqigGFiIj0srNzER9/D6dO3cXJk8k4deou/v77LlJT1fo248a1wFdfdYKZGR8lpvLDgEJERIiJScC77+7B33/fhVYrCmy3sDBD48YuGDHCF++805LznFC5Y0AhIqrGhBD4+uvjmDhxrz6YuLjYoFkzNzRr5obmzWuiWTM3NGrkAisrXs6hisOAQkRUTWVl5WDMmGisWnUWADBkSCPMnNkRtWvX4AgJGR0DChFRNXTjhgovvfQrTpxIhrm5BHPmBOHtt3nphkwHAwoRUTWze/dNDBy4FffvZ8HV1QY//9wLQUF1jF0WkQEGFCKiakIIgXnz4vC//8VApxNo1codmzb1QZ06DsYujagABhQiomrg4cMcvPbaTqxdew4AMGxYYyxe3AU2NpZGroyocAwoRERVnFqdi969N+PPP2/C3FyCefNewLhxLXi/CZk0BhQioipMpxMIC/sdf/55EzVqWGLr1pd4vwlVCiV6F09kZCSee+452Nvbo2bNmujbty8uXLhg0EYIgWnTpkGhUMDGxgZBQUGIj483aKNWqzF+/Hi4urrCzs4OvXv3RmJi4tOfDRER6QkhEB6+G+vXX4ClpRk2berDcEKVRokCSkxMDN566y0cPnwY0dHRyM3NRUhICDIzM/VtZs+ejblz52LBggU4evQo5HI5unTpgvT0dH2b8PBwbN68GVFRUThw4AAyMjLQs2dPaLXasjszIqIq5M6dTCQmphfd8D9mzvwL33xzAgCwYkV3dOlStxwqIyon4ikkJycLACImJkYIIYROpxNyuVzMnDlT3yY7O1vIZDKxePFiIYQQqampwtLSUkRFRenb3Lp1S5iZmYkdO3YU63NVKpUAIFQq1dOUT0RUKSQnZwo3twXC3PxL8e67u0VamrrIfZYu/VsAXwjgCzF//rEKqJKoaCX5/i7RCMqjVCoVAMDZ2RkAcO3aNSiVSoSEhOjbSKVSBAYGIjY2FgAQFxeHnJwcgzYKhQK+vr76No9Sq9VIS0szWIiIqoupUw/g7t0saLV5jwk3avQjNmy4ACEKvjMHALZuvYLXX98JAHj//efxzjutKrJcojJR6oAihMCECRPQvn17+Pr6AgCUSiUAwN3d3aCtu7u7fptSqYSVlRWcnJwe2+ZRkZGRkMlk+sXT07O0ZRMRVSrHj9/BDz/8DQCYNasjnn3WEbduZWDAgK3o0WMjrlxJNWgfG3sLAwduhVYrMHx4E0REdDBC1URPr9QBZdy4cfj777+xbt26AtsefXRNCFHk42xPajNlyhSoVCr9kpCQUNqyiYgqDSEE3n57N4QABg1qiMmTn8fp02H4+OO2sLIyx44d1+Hruxyff34IanUu4uPvoWfPzcjOzsWLLz6D778P4aPEVGmVKqCMHz8eW7ZswZ49e+Dh4aFfL5fLAaDASEhycrJ+VEUul0Oj0SAlJeWxbR4llUrh4OBgsBARVXVRUedx8OAt2NpaYPbsQACAjY0lpk9vh9OnwxAcXAfZ2bn46KODaNp0Bbp23YCUlGy0aVMLP/3UC5aWfPswVV4lCihCCIwbNw6bNm3C7t274e3tbbDd29sbcrkc0dHR+nUajQYxMTEICAgAALRq1QqWlpYGbZKSknDmzBl9GyKi6i4zU4P//S8GADBlij88POwNttev74zo6AFYu/ZFyOV2uHgxBbduZaBRI2ds29YPtracIZYqtxJN1PbWW29h7dq1+PXXX2Fvb68fKZHJZLCxsYFEIkF4eDgiIiLg4+MDHx8fREREwNbWFoMHD9a3HTVqFCZOnAgXFxc4Oztj0qRJ8PPzQ+fOncv+DImIKqGZM//CrVsZqFvXARMnti60jUQiwaBBjdCjxzOYPj0W587dx3ffhcDFxaaCqyUqexLxuNvAC2v8mGuZy5Ytw/DhwwHkjbJMnz4d3333HVJSUuDv749vv/1WfyMtAGRnZ+N///sf1q5di6ysLAQHB2PhwoXFvvk1LS0NMpkMKpWKl3uIqMq5di0VjRotg1qtxcaNvdGvX31jl0RUJkry/V2igGIqGFCIqDIRQiAhIR21atkV676Ql1/+FZs2XUKnTnWwa9cA3uhKVUZJvr+fah4UIiJ6vCtXUvHJJwfx7LM/wMvre/j5rcDu3TefuM/u3TexadMlmJtL8NVXLzCcULXFlwUSEZWh1NRs/PTTBaxceRYHD94y2HbhwgMEB/+EIUMa4csvgyCX2xlsz83V4Z13dgMA3nyzOXx93SqsbiJTwxEUIqKnJITAb79dwcCBWyCXL8KYMdE4ePAWzMwk6Nq1LtaseRG3br2Bt95qDokEWLPmHBo2/BHffnsCWq1Of5zFi0/izJl7cHGxwfTpfKqRqjfeg0JE9JQiIg5j6tQD+p+bNHFBWFgTDBnSGApFDYO2x44p8cYb0YiLuwMAaN3aHYsWdYG3tww+PkuRkpKNhQs74803m1fkKRBVCN4kS0RUQXJzdfD0/A5KZSZGjPDF+PEt0Lx5zSfeO6LV6rB48Sl88MF+pKVpIJEAjRq54OzZ+2ja1A3Hj4fC3JwD3FT18CZZIqIKsnv3TSiVmXB2tsbixV3QooV7kTe2mpub4a23WuDChVEYPLgRhADOnr0PAPj6604MJ0RgQCEieiqrVp0FALzySgNYWZVsanm53A5r1ryIXbsGoGNHD3zwgT8CA/kyVCKAT/EQEZVaRoYGmzZdBACEhjYp9XGCg70QHOxVVmURVQkcQSEiKqXNmy/h4cNc1KvniDZtahm7HKIqhQGFiKiUVq8+BwAYOrQxJ1QjKmMMKEREpZCUlIFdu24AAIYMaWTkaoiqHgYUIqJSWLv2HHQ6gbZtFahXz8nY5RBVOQwoRESlkP/0TmhoYyNXQlQ1MaAQEZXQ6dN3cerUXVhammHgwAbGLoeoSmJAISIqodWr80ZPevR4Bi4uNkauhqhqYkAhIioBrVaHNWvynt7h5R2i8sOAQkRUAjExibh1KwOOjlL07PmMscshqrIYUIiISmDVqngAwMCBDSCVcjJuovLCgEJEVEwPH+Zgw4a8qe2HDuXlHaLyxIBCRCbt8uUUTJ26H3//fdfYpeDXXy8jIyMHdes6oF272sYuh6hKY0AhIpN1795DdOnyMyIijqB58xUYOXIHbt1KN1o9+U/vDB3aGGZmnNqeqDwxoBCRScrJ0WLAgK24fj0NMpkUQgDLlp2Bj89SfPjhAaSnayq0njt3MvHHH9cB8PIOUUVgQCEik/Tuu3uwd28CatSwRGzsIBw6NBjt2tVGVlYuZsw4jHr1fsCiRSeRm6urkHqios5DqxV47jk5GjRwrpDPJKrOGFCIyOQsWfI3vv32JCQSYM2aF9G4sSvatFFg//5XsXFjb/j4OCE5+SHGjt0FP7/l2LLlMoQQ5VoTp7YnqlgSUd7/VZeDtLQ0yGQyqFQqODg4GLscIipDBw4kolOnn5CTo8Pnn7fH1KltCrTJydHiu+9OYfr0Q7h3LwsAUKuWHQIDPREY6IGOHT3QqJELJJKyuU/k3Ln7aNx4GSwszHD79htwc7Mtk+MSVTcl+f5mQCEik3HzZhpat16Fu3ezMGBAfaxf3+uJIUOlUmPWrL8wf34csrJyDba5udmgY0ePf0KLJ1xcrJGaqv5nyYZKpUFqarZ+nVqtfezn/P33Xezdm4CePZ/B1q39yux8iaobBhQiqnQePsxB+/brcOJEMpo3r4kDB16FnZ1VsfbNysrBkSNJiIlJRExMAg4dSkJ2dm7RO5bQ+vU9MXBgwzI/LlF1UZLvb06DSERGJ4TAyJE7cOJEMlxdbfDLL32KHU4AwMbGEkFBdRAUVAcAoFbn4uhRJfbtS0RMTCIOHrwFtVoLmUwKR8e85dE/W1tb4ElXhBSKGujfn28uJqooHEEhIqObOfMIpkzZDwsLM/z55wB07OhZpsfP/2eurO5JIaLS4QgKEZk8IQQuXUrB1q1X8MEH+wEA33zTqczDCcBgQlQZMaAQUYUQQuDs2fuIiUlATEwi9u1LhFKZqd8+ZkwzvPFGc+MVSEQmhQGFiMqNEAIbNlxEVNR57NuXqH8kOJ+VlTnatKmFHj288e67rY1UJRGZIgYUIioXaWlqvPnmLqxde06/zsbGAgEBCv3jv/7+tWBtzX+GiKgg/stARGUuLk6JV1/dhsuXU2FuLsHEia3Rp089tG4th5WVubHLI6JKgAGFiMqMEAJffXUckyfHICdHhzp17LFuXU8EBNQ2dmlEVMkwoBBRmbh/PwvDh/+ObduuAgBeeskHP/wQAmdnGyNXRkSVEQMKET21ffsSMHjwb7h1KwNSqTnmzg3Cm2825+O9RFRqDChEVCparQ6nTt3FTz9dwBdfHIVOJ1C/vhPWr++F5s1rGrs8IqrkGFCIqFhycrQ4fjz5n3lMEnDgwC2kpWn028PCmmDBgmDUqFH8KeqJiB7HrKQ77Nu3D7169YJCoYBEIsEvv/xisF0IgWnTpkGhUMDGxgZBQUGIj483aKNWqzF+/Hi4urrCzs4OvXv3RmJi4lOdCBGVvZwcLebNO4aQkJ/h5LQAbdqswXvv7cP27deQlqaBg4MVevTwxvr1PbF8eXeGEyIqMyUeQcnMzESzZs0wYsQIvPzyywW2z549G3PnzsXy5ctRv359fP755+jSpQsuXLgAe3t7AEB4eDi2bt2KqKgouLi4YOLEiejZsyfi4uJgbs5HEIlMxXvv7cO8eXH6n52crP+ZwyRvHpNmzdxgbl7i/88hIirSU70sUCKRYPPmzejbty+AvNEThUKB8PBwvPfeewDyRkvc3d0xa9YsjBkzBiqVCm5ubli1ahVeeeUVAMDt27fh6emJ7du3o2vXrkV+Ll8WSFT+Dh++jYCAtRAC+Oyzdujdux58fV1hZsYbX4modEry/V2m/+tz7do1KJVKhISE6NdJpVIEBgYiNjYWABAXF4ecnByDNgqFAr6+vvo2j1Kr1UhLSzNYiKj8qNW5GDlyB4QAhg1rjA8/bIumTd0YToiowpRpQFEqlQAAd3d3g/Xu7u76bUqlElZWVnBycnpsm0dFRkZCJpPpF0/Psn/bKRH9a8aMwzh37gFq1rTF3LkvGLscIqqGyuXi8aNzHwghipwP4UltpkyZApVKpV8SEhLKrFYiMnTqVDIiI/8CAHz7bTBcXDjRGhFVvDINKHK5HAAKjIQkJyfrR1Xkcjk0Gg1SUlIe2+ZRUqkUDg4OBgsRlb3cXB1GjfoDubk69Ovng/79Gxi7JCKqpso0oHh7e0MulyM6Olq/TqPRICYmBgEBAQCAVq1awdLS0qBNUlISzpw5o29DRMYxZ85RxMXdgZOTNb79trOxyyGiaqzEjxlnZGTg8uXL+p+vXbuGkydPwtnZGXXq1EF4eDgiIiLg4+MDHx8fREREwNbWFoMHDwYAyGQyjBo1ChMnToSLiwucnZ0xadIk+Pn5oXNn/oNIZCwXLjzAJ5/k3ag+b14Q5HI7I1dERNVZiQPKsWPH8MIL/940N2HCBABAWFgYli9fjsmTJyMrKwtjx45FSkoK/P39sXPnTv0cKAAwb948WFhYYODAgcjKykJwcDCWL1/OOVCIjESnExg9+g+o1Vp061YXw4Y1MXZJRFTNPdU8KMbCeVCIytaCBccxfvxu1Khhifj4EahTh/9dEVHZM9o8KERU+Vy/rsL77+8HAMya1ZHhhIhMAl8WSFTJ3Lv3EPv2JSImJhH79iXi7t2HcHSUwtHRGo6OUshk0n9+LuzP1gY/S6XmeP31ncjMzEGHDh54443mxj49IiIADChEJk+pzERMTMI/oSQB8fH3C7S5dSujVMe2sjKHRqOFtbUFfvghhDPFEpHJYEAhMlF37z5E376/IDb2doFtTZq4/PPSPk8884wMaWkaqFRqpKbmLf/+OfuRn/P+rFKpIQSg0WgBABER7VG/vnNFnyIR0WMxoBCZIK1Wh8GDf0Ns7G1IJEDTpm4IDPREYKAHOnTwgJub7VMdX6cTSE/XIDU1G1qtwDPPOJZN4UREZYQBhcgEffJJLHbtugFbWwscPjwEfn5uZXp8MzMJZLK8+1CIiEwRn+IhMjFbt17BjBmHAQA//NC1zMMJEVFlwIBCZEKuXElFaOh2AMD48S0waFAjI1dERGQcDChEJiIrKwcvv/wrVCo12rZV4Msvg4xdEhGR0TCgEJWTlJRs7NlzE+npmiLbCiEwduwunDp1F25uNvjpp16wsuKrH4io+mJAISpj9+49xNSp++Hl9T06dfoJdet+jxkzDkOlUj92nyVL/sby5fEwM5MgKqoXPDzsH9uWiKg64Lt4iMrInTuZmDPnGBYuPInMzBwAQI0alsjIyPuzo6MU77zTEu+80wpOTtb6/Y4dU6Jdu3XQaLSIjOyA99/3N0r9RETlje/iIapASUkZmDBhD7y9l+CLL44iMzMHLVu6Y/PmPkhJGY+1a19Eo0bOSE1VY/r0Q/Dy+h5Tp+7HvXsPcf9+Fvr33wKNRos+ferhvfeeN/bpEBGZBI6gEJXS7dsZiIw8giVL/oZanTcjq79/LXz0URv06PEMJJJ/p43X6QQ2bryIzz47hNOn7wEA7Ows4eXlgLNn76NePUccOxbKeUmIqEoryfc3AwoZxc2bacjI0KBxY9dS7Z+dnYvY2Nto27YWbGwsy7i6J8vN1eGbb47j448P6i/ftGtXGx9/3BZdungZBJNH6XQCW7ZcxqefHsKJE8kAABubvMnYmjblfCdEVLXxEg+ZtO3br6Jhwx/h67sc3313qsT7P3iQhRdeWI/g4J/QoMGPWLUqHjpdxeTsw4dvo3XrVZgwYS8yMnLQpk0t7N49EPv3v4qQkLpPDCdA3gyuffv6IC4uFNu2vYQBA+pjw4beDCdERI/gCApVqLVrzyEs7Hfk5ur062bMaI8pU/yL/HIHgFu30tG164YCb/Rt0aImvvgiEMHBXmVeM5AXiqZM2Y8lS/6GEICzszVmzeqIkSP9+AZgIqJi4ggKmaRvvjmOIUN+Q26uDoMGNcSUKXlPq0ydegATJ+4tchTk0qUUtGu3DvHx96FQ1MDRo0MRGdkBDg5WOHEiGZ07/4wXX9yI+Ph7ZVazEAIrVpxBw4Y/4vvv88LJiBG+OH9+JEaPbspwQkRUTjiCQuVOCIFp02Lx6aeHAADjxrXAV191gpmZBPPmHcOECXsBAKGhjbF0aVdYWhacoOzEiTvo2nUD7t7NQr16joiOHoC6dWUAgLt3H+LTTw9h8eJTyM3VwcxMglGj/DB9egBq1apRqpozMjQ4fvwOPvroIPbtSwQANGnigkWLuqBDB49SHZOIqLrjTbLVWGpqNqZM2Y/ExHS8+mpD9O1bD3Z2VkarR6cTGD/+TyxceBIAMH16AD76qK3B5ZyVK+MxcuQOaLUCPXs+g59+6mVw4+vevTfRu/cvSE/XoEWLmtix42XUrGlX4LMuXnyAKVP2Y9OmSwDynpLp0KE2vLxkqFvXAV5eDqhbVwYvLwfI5XYwM5NACIGbN9Nw6tTdf5ZknDp1F1eupCL/vwxbWwt88kkA3n23VaHhiYiIiocBpZraseMaRo36A7dvZ+jX1ahhiQEDGmDYsMbo2NGzQi9JaDRahIX9jqio85BIgAULgjF2bItC227degUDB25FdnYuOnTwwJYtfeHoaI1ff72MV17ZCrVai8BAD2zZ8hIcHJ78KO6BA4mYNCkGR44kPbaNlZU5PD3tcf9+FlJTC5/hVaGogRde8MSMGe3h5SUr/okTEVGhGFAqKa1Wh40bL2LduvOoX98JY8c2L9YXY1qaGhMn7sUPP5wGAPj4OOHll32wfv0FXLum0rerU8ceoaFNMGxYY9Sv71xepwEAyMzU4OWXt+CPP67D0tIMK1f2wKuvNnziPvv3J6JXr81QqdRo1swNYWFNMGlSDHQ6gb5962Hdup6wtrYo1ucLIXDw4C1cuJCCGzdUuH49DTdupOH6dRUSEzMM7nextDRDo0YuaNbMDc2auaF585po2tQNbm62T9UHRERkiAGlktFqdVi//gI+//wQzp17oF+f90hqPbz9dkt07OhR6FMuu3ffxIgRv+PmzXRIJMA777TCjBntYWtrqf+SXrnyLNavP4+0tH9fWte0qRtq1bKDo6MUjo7WcHSUQiaT/vOzFG5utujY0aNUL6w7ceIOXn99J44duwNbWwts2tQHXbt6F2vfU6eS0bXrBty581C/buRIX3z3XQgsLMrmnu6cHC1u3crAzZtpkMmkaNTIhS/mIyKqAAwolURurg5r157DjBmHcfFiCoC897W89lpTnDiRjF27bujbNm3qhrffbonBgxvCxsYSGRkavP/+Pnz77UkAgLe3DMuXd0PHjp6FflZWVg62bLmClSvj8ccf16HVFv3XXqeOPd5/3x8jR/pCKi165CIhIQ0ffngAq1adhRCAk5M1tm/vhzZtFMXojX9duZKKLl1+xrVrKkye/BxmzuxYrEeQiYjItDGgmDiNRotVq84iIuIwrl7NuwTj7GyNCRNaY9y4FvrpzuPj72HBghNYuTIeDx/m6tsNG9YEW7Zc1u/75pvNMHt2IGrUKN7NsEplJo4cSUJqajZSU9VQqdRITf13UanUOHPmHpKT80YxFIoaeO+95/Haa36FztqqUqkxa9ZfmDcvDtnZeXW++mpDREZ20D9pU1IZGRpcvariBGZERFUIA4qJyMjQ4MaNNP1y/boKN26kITb2NhIS0gEAbm42mDTpObz5ZnPY2xceMFJSsvHjj6exYMEJXL+epl9fp449li7ths6dy35ysuzsXCxdehozZ/6FxMS8Wt3dbfG//z2HN95oBjs7K+TkaPHdd6cwffoh3LuXBQDo0MEDX34ZiOefr1XmNRERUeXGgFJKSmUmevXapL8n49H7MvL+bA1zc8kjIw/ZUKk0+hGJu3ezcONGGu7fz3rsZ8nldpg8+Tm8/nrTYj8GrNXqsG3bVSxZ8jfq1nVARESHIp9oeVpqdS5WrIhHRMQR3LiRF45cXW0wcqQvNm++jEuX8i5NNWjgjFmzOqJ372d5OYaIiArFgFJK8fH34Ou7vMyOB+TdU5I/90b+XBzPPOOIkBCvCn/J3dPIycm/LHUEV66k6te7udlg+vR2GD3aj3OEEBHREzGglPq4auzbl/jE0RGVSo3cXKEfVTEcZbGGTGYFZ2cbeHnlhZH8+0mqitxcHdatO4elS0+jfXsPTJ78XLmP4hARUdXAgEJEREQmhy8LJCIiokqNAYWIiIhMDgMKERERmRwGFCIiIjI5DChERERkchhQiIiIyOQwoBAREZHJYUAhIiIik8OAQkRERCbHqAFl4cKF8Pb2hrW1NVq1aoX9+/cbsxwiIiIyEUYLKOvXr0d4eDimTp2KEydOoEOHDujevTtu3rxprJKIiIjIRBjtXTz+/v5o2bIlFi1apF/XqFEj9O3bF5GRkU/cl+/iISIiqnxM/l08Go0GcXFxCAkJMVgfEhKC2NjYAu3VajXS0tIMFiIiIqq6jBJQ7t27B61WC3d3d4P17u7uUCqVBdpHRkZCJpPpF09Pz4oqlYiIiIzAwpgfLpFIDH4WQhRYBwBTpkzBhAkT9D+rVCrUqVOHIylERESVSP73dnHuLjFKQHF1dYW5uXmB0ZLk5OQCoyoAIJVKIZVK9T/nnyBHUoiIiCqf9PR0yGSyJ7YxSkCxsrJCq1atEB0djZdeekm/Pjo6Gn369Clyf4VCgYSEBNjb2xc64vI00tLS4OnpiYSEBN6A+xTYj2WD/Vg22I9lg/1YNqpzPwohkJ6eDoVCUWRbo13imTBhAkJDQ9G6dWu0bdsW33//PW7evIk33nijyH3NzMzg4eFRrvU5ODhUu1+c8sB+LBvsx7LBfiwb7MeyUV37saiRk3xGCyivvPIK7t+/j08//RRJSUnw9fXF9u3b4eXlZaySiIiIyEQY9SbZsWPHYuzYscYsgYiIiEwQ38XzCKlUik8++cTgplwqOfZj2WA/lg32Y9lgP5YN9mPxGG0mWSIiIqLH4QgKERERmRwGFCIiIjI5DChERERkchhQiIiIyORUyYCyb98+9OrVCwqFAhKJBL/88ovB9jt37mD48OFQKBSwtbVFt27dcOnSpQLHOXToEDp16gQ7Ozs4OjoiKCgIWVlZ+u0pKSkIDQ3Vv8QwNDQUqamp5Xx2Fedp+/H69euQSCSFLj///LO+Hfux6N9HpVKJ0NBQyOVy2NnZoWXLltiwYYNBG/Zj0f145coVvPTSS3Bzc4ODgwMGDhyIO3fuGLSpyv0YGRmJ5557Dvb29qhZsyb69u2LCxcuGLQRQmDatGlQKBSwsbFBUFAQ4uPjDdqo1WqMHz8erq6usLOzQ+/evZGYmGjQhv1YdD9+//33CAoKgoODAyQSSaH9U5X7sShVMqBkZmaiWbNmWLBgQYFtQgj07dsXV69exa+//ooTJ07Ay8sLnTt3RmZmpr7doUOH0K1bN4SEhOCvv/7C0aNHMW7cOJiZ/dtlgwcPxsmTJ7Fjxw7s2LEDJ0+eRGhoaIWcY0V42n709PREUlKSwTJ9+nTY2dmhe/fu+mOxH4v+fQwNDcWFCxewZcsWnD59Gv369cMrr7yCEydO6NuwH5/cj5mZmQgJCYFEIsHu3btx8OBBaDQa9OrVCzqdTn+sqtyPMTExeOutt3D48GFER0cjNzcXISEhBr9rs2fPxty5c7FgwQIcPXoUcrkcXbp0QXp6ur5NeHg4Nm/ejKioKBw4cAAZGRno2bMntFqtvg37seh+fPjwIbp164YPPvjgsZ9VlfuxSKKKAyA2b96s//nChQsCgDhz5ox+XW5urnB2dhZLlizRr/P39xcffvjhY4979uxZAUAcPnxYv+7QoUMCgDh//nzZnoQJKG0/Pqp58+Zi5MiR+p/Zj8XrRzs7O7Fy5UqDYzk7O4sffvhBCMF+LE4//vHHH8LMzEyoVCp9mwcPHggAIjo6WghR/foxOTlZABAxMTFCCCF0Op2Qy+Vi5syZ+jbZ2dlCJpOJxYsXCyGESE1NFZaWliIqKkrf5tatW8LMzEzs2LFDCMF+LE4//teePXsEAJGSkmKwvrr146Oq5AjKk6jVagCAtbW1fp25uTmsrKxw4MABAHlvVT5y5Ahq1qyJgIAAuLu7IzAwUL8dyBthkclk8Pf3169r06YNZDIZYmNjK+hsjKc4/fiouLg4nDx5EqNGjdKvYz8Wrx/bt2+P9evX48GDB9DpdIiKioJarUZQUBAA9mNx+lGtVkMikRhMjmVtbQ0zMzN9m+rWjyqVCgDg7OwMALh27RqUSiVCQkL0baRSKQIDA/XnHxcXh5ycHIM2CoUCvr6++jbsx6L7sTiqWz8+qtoFlIYNG8LLywtTpkxBSkoKNBoNZs6cCaVSiaSkJADA1atXAQDTpk3Da6+9hh07dqBly5YIDg7WX9NWKpWoWbNmgePXrFkTSqWy4k7ISIrTj49aunQpGjVqhICAAP069mPx+nH9+vXIzc2Fi4sLpFIpxowZg82bN+PZZ58FwH4sTj+2adMGdnZ2eO+99/Dw4UNkZmbif//7H3Q6nb5NdepHIQQmTJiA9u3bw9fXFwD05+ju7m7Q1t3dXb9NqVTCysoKTk5OT2zDfnxyPxZHderHwlS7gGJpaYmNGzfi4sWLcHZ2hq2tLfbu3Yvu3bvD3NwcAPTXo8eMGYMRI0agRYsWmDdvHho0aIAff/xRfyyJRFLg+EKIQtdXNcXpx//KysrC2rVrDUZP8rEfi+7HDz/8ECkpKdi1axeOHTuGCRMmYMCAATh9+rS+Dfvxyf3o5uaGn3/+GVu3bkWNGjUgk8mgUqnQsmVLg76uLv04btw4/P3331i3bl2BbY+ea3HO/9E27MfS9WNRxyjtcSojo74s0FhatWqFkydPQqVSQaPRwM3NDf7+/mjdujUAoFatWgCAxo0bG+zXqFEj3Lx5EwAgl8sL3P0PAHfv3i2QmquqovrxvzZs2ICHDx9i2LBhBuvZj0X345UrV7BgwQKcOXMGTZo0AQA0a9YM+/fvx7fffovFixezH1G838eQkBBcuXIF9+7dg4WFBRwdHSGXy+Ht7Q2g+vw+jh8/Hlu2bMG+ffvg4eGhXy+XywHk/Z97/r+DQN5l7/zzl8vl0Gg0SElJMRhFSU5O1o+Osh+L7sfiqC79+DjVbgTlv2QyGdzc3HDp0iUcO3YMffr0AQDUrVsXCoWiwGNjFy9ehJeXFwCgbdu2UKlU+Ouvv/Tbjxw5ApVKZXAJozp4XD/+19KlS9G7d2+4ubkZrGc//utx/fjw4UMAMHiCDMi7xyJ/tI/9+K/i/D66urrC0dERu3fvRnJyMnr37g2g6vejEALjxo3Dpk2bsHv3bn0wy+ft7Q25XI7o6Gj9Oo1Gg5iYGP35t2rVCpaWlgZtkpKScObMGX0b9mPR/VgcVb0fi2SUW3PLWXp6ujhx4oQ4ceKEACDmzp0rTpw4IW7cuCGEEOKnn34Se/bsEVeuXBG//PKL8PLyEv369TM4xrx584SDg4P4+eefxaVLl8SHH34orK2txeXLl/VtunXrJpo2bSoOHTokDh06JPz8/ETPnj0r9FzLU1n0oxBCXLp0SUgkEvH7778X+jnsxyf3o0ajEfXq1RMdOnQQR44cEZcvXxZffvmlkEgk4rffftO3Yz8W/fv4448/ikOHDonLly+LVatWCWdnZzFhwgSDNlW5H998800hk8nE3r17RVJSkn55+PChvs3MmTOFTCYTmzZtEqdPnxaDBg0StWrVEmlpafo2b7zxhvDw8BC7du0Sx48fF506dRLNmjUTubm5+jbsx6L7MSkpSZw4cUIsWbJEABD79u0TJ06cEPfv39e3qcr9WJQqGVDyH9l6dAkLCxNCCPHVV18JDw8PYWlpKerUqSM+/PBDoVarCxwnMjJSeHh4CFtbW9G2bVuxf/9+g+33798XQ4YMEfb29sLe3l4MGTKkwGNilVlZ9eOUKVOEh4eH0Gq1hX4O+7Hofrx48aLo16+fqFmzprC1tRVNmzYt8Ngx+7HofnzvvfeEu7u7sLS0FD4+PmLOnDlCp9MZtKnK/VhY/wEQy5Yt07fR6XTik08+EXK5XEilUtGxY0dx+vRpg+NkZWWJcePGCWdnZ2FjYyN69uwpbt68adCG/Vh0P37yySdFHqcq92NRJEIIUV6jM0RERESlUa3vQSEiIiLTxIBCREREJocBhYiIiEwOAwoRERGZHAYUIiIiMjkMKERERGRyGFCIiIjI5DCgENFjBQUFITw83NhlEFE1xIBCREREJocBhaia0mg0xi6hSmA/EpUPBhSiaiIoKAjjxo3DhAkT4Orqii5duuDs2bPo0aMHatSoAXd3d4SGhuLevXuPPYZGo8HkyZNRu3Zt2NnZwd/fH3v37tVvv3//PgYNGgQPDw/Y2trCz88P69atMzjGhg0b4OfnBxsbG7i4uKBz587IzMzUb1+2bBkaNWoEa2trNGzYEAsXLizW+XXq1Anjxo0zWHf//n1IpVLs3r27zOovrB+JqOwxoBBVIytWrICFhQUOHjyImTNnIjAwEM2bN8exY8ewY8cO3LlzBwMHDnzs/iNGjMDBgwcRFRWFv//+GwMGDEC3bt1w6dIlAEB2djZatWqFbdu24cyZM3j99dcRGhqKI0eOAACSkpIwaNAgjBw5EufOncPevXvRr18/5L8SbMmSJZg6dSpmzJiBc+fOISIiAh999BFWrFhR5LmNHj0aa9euhVqt1q9bs2YNFAoFXnjhhTKpv7B+/O6770rwN0BExWbklxUSUQUJDAwUzZs31//80UcfiZCQEIM2CQkJAoC4cOGCfp933nlHCCHE5cuXhUQiEbdu3TLYJzg4WEyZMuWxn9ujRw8xceJEIYQQcXFxAoC4fv16oW09PT3F2rVrDdZ99tlnom3btkWeX3Z2tnB2dhbr16/Xr2vevLmYNm1amdUvRMF+JKLyYWHsgEREFad169b6P8fFxWHPnj2oUaNGgXZXrlxB/fr1DdYdP34cQogC69VqNVxcXAAAWq0WM2fOxPr163Hr1i2o1Wqo1WrY2dkBAJo1a4bg4GD4+fmha9euCAkJQf/+/eHk5IS7d+8iISEBo0aNwmuvvaY/fm5uLmQyWZHnJpVKMXToUPz4448YOHAgTp48iVOnTuGXX34ps/oL60ciKh8MKETVyH+/aHU6HXr16oVZs2YVaFerVq0C63Q6HczNzREXFwdzc3ODbfkhZ86cOZg3bx7mz58PPz8/2NnZITw8XH8jqbm5OaKjoxEbG4udO3fim2++wdSpU3HkyBHY2toCyLvM4+/vb3D8Rz/vcUaPHo3mzZsjMTERP/74I4KDg+Hl5VVm9ed7NLAQUdljQCGqplq2bImNGzeibt26sLAo+p+CFi1aQKvVIjk5GR06dCi0zf79+9GnTx8MHToUQF4ouHTpEho1aqRvI5FI0K5dO7Rr1w4ff/wxvLy8sHnzZkyYMAG1a9fG1atXMWTIkFKdk5+fH1q3bo0lS5Zg7dq1+Oabb8q8fiKqGLxJlqiaeuutt/DgwQMMGjQIf/31F65evYqdO3di5MiR0Gq1BdrXr18fQ4YMwbBhw7Bp0yZcu3YNR48exaxZs7B9+3YAQL169fQjJOfOncOYMWOgVCr1xzhy5AgiIiJw7Ngx3Lx5E5s2bcLdu3f1AWDatGmIjIzEV199hYsXL+L06dNYtmwZ5s6dW+zzGj16NGbOnAmtVouXXnqpTOsnoorDgEJUTSkUChw8eBBarRZdu3aFr68v3nnnHchkMpiZFf5Pw7JlyzBs2DBMnDgRDRo0QO/evXHkyBF4enoCAD766CO0bNkSXbt2RVBQEORyOfr27avf38HBAfv27UOPHj1Qv359fPjhh5gzZw66d+8OIC9c/PDDD1i+fDn8/PwQGBiI5cuXw9vbu9jnNWjQIFhYWGDw4MGwtrYu0/qJqOJIhPjn+T4ioiogISEBdevWxdGjR9GyZUtjl0NEpcSAQkRVQk5ODpKSkvD+++/jxo0bOHjwoLFLIqKnwEs8RFQpREREoEaNGoUu3bt3x8GDB+Hl5YW4uDgsXrzY2OUS0VPiCAoRVQoPHjzAgwcPCt1mY2OD2rVrV3BFRFSeGFCIiIjI5PASDxEREZkcBhQiIiIyOQwoREREZHIYUIiIiMjkMKAQERGRyWFAISIiIpPDgEJEREQmhwGFiIiITM7/AVjI4GXoMcd4AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "md_year_movies = md_year['original_title'].nunique()\n",
    "print(md_year_movies)\n",
    "sns.lineplot(x=md_year_movies.index, y=md_year_movies.values, color='darkblue')\n",
    "plt.title('Movies made per Year')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c50dda78-a131-4fe5-987c-9d8dada57d6f",
   "metadata": {},
   "source": [
    "#### In this graph we see that over time more and more movies were made per year. Starting at just 32 movies in 1960 up to 627 per year in 2015 with a max of 699 movies in 2014."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8f34223-08f1-490f-b662-23a08a2e1588",
   "metadata": {},
   "source": [
    "### Following are the Conclusions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "342f64d0-2fa3-4fe2-adec-1546572d6579",
   "metadata": {},
   "source": [
    "1. Movies with the maximum mean budget were made in year 1999\n",
    "2. Movies had the maximum mean profit in year 2015\n",
    "3. Movies had the maximum mean revenue in year 2015\n",
    "4. Maximum Movies were made in the year 2014"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "3d84e389-e508-4766-a5f1-72670f51be04",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\RITIKA SINGH\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "C:\\Users\\RITIKA SINGH\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "C:\\Users\\RITIKA SINGH\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "C:\\Users\\RITIKA SINGH\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "C:\\Users\\RITIKA SINGH\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "C:\\Users\\RITIKA SINGH\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x=md_year_budget['release_year'].values, y=md_year_budget['budget'].values, label='Budget')\n",
    "sns.lineplot(x=md_year_profit['release_year'].values, y=md_year_profit['profit'].values, label='Profit')\n",
    "sns.lineplot(x=md_year_revenue['release_year'].values, y=md_year_revenue['revenue'].values, label='Revenue')\n",
    "plt.legend()\n",
    "plt.xlabel('Release Year')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "407da452-39d0-49fb-a915-a5349ac14e48",
   "metadata": {},
   "source": [
    "#### In this chart above we can observe that revenue and profit developed almost in parallel untill the early 1980s. In the 1980s budget is increasing more sharply. Probably as a consequence the gap between revenue and profit is starting to emerge. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c5a4782-840f-41f9-bee3-cf34f3c1735c",
   "metadata": {},
   "source": [
    "#### At the end of the 1990s budget starts decreasing, probably due to technological progress, and therefore profit starts to increase again."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a3e3722-2b83-42d0-bbf4-63b78a3f09f6",
   "metadata": {},
   "source": [
    "## Some Other Research"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd596b1c-4b93-4e25-8145-d6cf15852879",
   "metadata": {},
   "source": [
    "### 1. Which genre are the most common (number of movies made) ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "373ab505-8923-463d-8f0a-55b75edbd671",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "genres\n",
      "Drama              4672\n",
      "Comedy             3750\n",
      "Thriller           2841\n",
      "Action             2339\n",
      "Romance            1686\n",
      "Horror             1580\n",
      "Adventure          1442\n",
      "Crime              1337\n",
      "Family             1211\n",
      "Science Fiction    1207\n",
      "Fantasy             899\n",
      "Mystery             796\n",
      "Animation           697\n",
      "Documentary         520\n",
      "Music               403\n",
      "History             331\n",
      "War                 269\n",
      "Foreign             188\n",
      "TV Movie            167\n",
      "Western             163\n",
      "Name: original_title, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "num_movies = md_genre.original_title.nunique().sort_values(ascending=False)\n",
    "print(num_movies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "2f3fac72-f952-423e-8630-606def2ca1ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "plt.pie(x=num_movies.values, labels=num_movies.index,autopct = '%1.1f%%')\n",
    "plt.title('Movies per Genre in %')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "484ae47a-f3b0-435b-8f3d-65237f6347d3",
   "metadata": {},
   "source": [
    "#### Drama is the most common genre (17.6%) followed by Comedy (14.2%) and then Thriller (10.7%)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac558879-1f51-4ebf-9839-a97b51ef35b8",
   "metadata": {},
   "source": [
    "### 2. Which genres have high average budget and revenue ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "0a974a09-e22a-4d63-819f-0db39158a02f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort_budget = md_genre_budget.sort_values(by='budget',ascending=False)\n",
    "sort_revenue = md_genre_revenue.sort_values(by='revenue',ascending=False)\n",
    "plt.figure(figsize=(10,5))\n",
    "sns.barplot(x='genres',y='budget',data=sort_budget)\n",
    "plt.title('Average Movie Budget by Genres')\n",
    "plt.xlabel('Genres')\n",
    "plt.ylabel('Average Budget')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.figure(figsize=(10,5))\n",
    "sns.barplot(x='genres',y='revenue',data=sort_revenue)\n",
    "plt.title('Average Movie Revenue by Genres')\n",
    "plt.xlabel('Genres')\n",
    "plt.ylabel('Average Revenue')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "282c743b-b71a-4aa4-a745-5083fbb87b00",
   "metadata": {},
   "source": [
    "#### In the graphs above we clearly see that the genre Adventure has both the highest Average Budget & Revenue. \n",
    "#### Fantasy comes second in budget & revenue."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89d1c55d-758e-4bb8-a3e7-fa0eba2eb05a",
   "metadata": {},
   "source": [
    "### 3. Which genres have high Average Profit ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "81f054d3-32ff-487f-b521-ef5a4de2a4c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sort_profit = md_genre_profit.sort_values(by='profit',ascending=False)\n",
    "plt.figure(figsize=(10,5))\n",
    "sns.barplot(x='genres',y='profit',data=sort_profit)\n",
    "plt.title('Average Movie Profit by Genres')\n",
    "plt.xlabel('Genres')\n",
    "plt.ylabel('Average Profit')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7b2e005-a5b6-42d2-ae3b-56a9564d2fa7",
   "metadata": {},
   "source": [
    "#### The top 5 genres in term of Average Profit are :-\n",
    "1. Adventure\n",
    "2. Fantasy\n",
    "3. Animation\n",
    "4. Family\n",
    "5. Science Fiction"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20796393-c947-4306-b36a-d1c4a315850e",
   "metadata": {},
   "source": [
    "### 4. Which genres have high number of movies with an Voting Average >= 8 ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "fb77958f-cae6-4d63-a7cc-f16caa499eab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genres</th>\n",
       "      <th>original_title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Documentary</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Drama</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Music</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Crime</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Animation</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Family</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Romance</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Action</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Horror</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Fantasy</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>War</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Mystery</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>History</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             genres  original_title\n",
       "0       Documentary              34\n",
       "1             Drama              30\n",
       "2             Music              20\n",
       "3            Comedy              14\n",
       "4             Crime              12\n",
       "5         Animation               9\n",
       "6          Thriller               8\n",
       "7            Family               7\n",
       "8   Science Fiction               7\n",
       "9           Romance               5\n",
       "10        Adventure               5\n",
       "11           Action               4\n",
       "12           Horror               4\n",
       "13          Fantasy               3\n",
       "14              War               3\n",
       "15          Mystery               2\n",
       "16          History               2"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md_vg = md[md['vote_average']>=8]\n",
    "movie_vg = (pd.DataFrame(md_vg.groupby('genres').original_title.nunique())).sort_values('original_title',ascending=False).reset_index()\n",
    "movie_vg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "4d9b4b94-d1cc-41e6-a5a3-8a614cf62157",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "plt.pie(x=movie_vg['original_title'],labels=movie_vg['genres'],autopct='%0.0f%%')\n",
    "plt.title('Genres with Voting Average')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "1f818225-a13b-42b4-aae5-9e01e3310eee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,6))\n",
    "plt.pie(x=md_genre_pop['popularity'],labels=md_genre_pop['genres'],autopct='%0.0f%%')\n",
    "plt.title('Genres with Popularity')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d5d4503-9638-49ea-ae0e-eab8fc23b2a4",
   "metadata": {},
   "source": [
    "#### The genre Documentary has the most movies with a rating of at least 8"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f008a48-0bb2-4c79-99e3-6dbe8937dded",
   "metadata": {},
   "source": [
    "### 5. Which year we have more movies released ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "18530520-3f4d-42cf-b568-fa6a10c3c72d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "release_year\n",
      "2014    699\n",
      "2013    655\n",
      "2015    627\n",
      "2012    584\n",
      "2011    540\n",
      "2009    531\n",
      "2008    495\n",
      "2010    487\n",
      "2007    438\n",
      "2006    408\n",
      "2005    363\n",
      "2004    307\n",
      "2003    281\n",
      "2002    266\n",
      "2001    241\n",
      "2000    226\n",
      "1999    223\n",
      "1998    210\n",
      "1996    202\n",
      "1997    192\n",
      "1994    184\n",
      "1993    178\n",
      "1995    174\n",
      "1988    145\n",
      "1989    136\n",
      "1992    133\n",
      "1991    133\n",
      "1990    132\n",
      "1987    125\n",
      "1986    121\n",
      "1985    109\n",
      "1984    105\n",
      "1981     82\n",
      "1982     81\n",
      "1983     80\n",
      "1980     78\n",
      "1978     65\n",
      "1979     57\n",
      "1977     57\n",
      "1971     55\n",
      "1973     55\n",
      "1976     47\n",
      "1974     46\n",
      "1966     46\n",
      "1975     44\n",
      "1964     42\n",
      "1972     40\n",
      "1970     40\n",
      "1967     40\n",
      "1968     39\n",
      "1965     35\n",
      "1963     34\n",
      "1962     32\n",
      "1960     32\n",
      "1961     31\n",
      "1969     31\n",
      "Name: original_title, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "ynum_movie = md_year['original_title'].nunique().sort_values(ascending=False)\n",
    "print(ynum_movie)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8130f075-6f48-4f0d-8e5a-05561c215c97",
   "metadata": {},
   "source": [
    "## Some Other Insights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "7129540f-f143-450d-a023-aea28269057f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>popularity</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.541758</td>\n",
       "      <td>0.665801</td>\n",
       "      <td>0.142398</td>\n",
       "      <td>0.794882</td>\n",
       "      <td>0.233379</td>\n",
       "      <td>0.110153</td>\n",
       "      <td>0.632345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.541758</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.729429</td>\n",
       "      <td>0.201128</td>\n",
       "      <td>0.641743</td>\n",
       "      <td>0.101052</td>\n",
       "      <td>0.147880</td>\n",
       "      <td>0.564370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue</th>\n",
       "      <td>0.665801</td>\n",
       "      <td>0.729429</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.171686</td>\n",
       "      <td>0.798649</td>\n",
       "      <td>0.195299</td>\n",
       "      <td>0.081189</td>\n",
       "      <td>0.976371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.142398</td>\n",
       "      <td>0.201128</td>\n",
       "      <td>0.171686</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.174363</td>\n",
       "      <td>0.158572</td>\n",
       "      <td>-0.135148</td>\n",
       "      <td>0.143654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_count</th>\n",
       "      <td>0.794882</td>\n",
       "      <td>0.641743</td>\n",
       "      <td>0.798649</td>\n",
       "      <td>0.174363</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.279316</td>\n",
       "      <td>0.131383</td>\n",
       "      <td>0.761081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_average</th>\n",
       "      <td>0.233379</td>\n",
       "      <td>0.101052</td>\n",
       "      <td>0.195299</td>\n",
       "      <td>0.158572</td>\n",
       "      <td>0.279316</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.125364</td>\n",
       "      <td>0.203765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_year</th>\n",
       "      <td>0.110153</td>\n",
       "      <td>0.147880</td>\n",
       "      <td>0.081189</td>\n",
       "      <td>-0.135148</td>\n",
       "      <td>0.131383</td>\n",
       "      <td>-0.125364</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.051263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>profit</th>\n",
       "      <td>0.632345</td>\n",
       "      <td>0.564370</td>\n",
       "      <td>0.976371</td>\n",
       "      <td>0.143654</td>\n",
       "      <td>0.761081</td>\n",
       "      <td>0.203765</td>\n",
       "      <td>0.051263</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              popularity    budget   revenue   runtime  vote_count  \\\n",
       "popularity      1.000000  0.541758  0.665801  0.142398    0.794882   \n",
       "budget          0.541758  1.000000  0.729429  0.201128    0.641743   \n",
       "revenue         0.665801  0.729429  1.000000  0.171686    0.798649   \n",
       "runtime         0.142398  0.201128  0.171686  1.000000    0.174363   \n",
       "vote_count      0.794882  0.641743  0.798649  0.174363    1.000000   \n",
       "vote_average    0.233379  0.101052  0.195299  0.158572    0.279316   \n",
       "release_year    0.110153  0.147880  0.081189 -0.135148    0.131383   \n",
       "profit          0.632345  0.564370  0.976371  0.143654    0.761081   \n",
       "\n",
       "              vote_average  release_year    profit  \n",
       "popularity        0.233379      0.110153  0.632345  \n",
       "budget            0.101052      0.147880  0.564370  \n",
       "revenue           0.195299      0.081189  0.976371  \n",
       "runtime           0.158572     -0.135148  0.143654  \n",
       "vote_count        0.279316      0.131383  0.761081  \n",
       "vote_average      1.000000     -0.125364  0.203765  \n",
       "release_year     -0.125364      1.000000  0.051263  \n",
       "profit            0.203765      0.051263  1.000000  "
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md_without = md.drop(columns=['original_title','genres'],inplace=False)\n",
    "md_without.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "8cab2036-2d97-4cdb-b86d-5b0572b9a27b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='vote_average',y='profit',data=md_without)\n",
    "plt.title('Relationship between Profit & Vote Average')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "1aad5060-21ec-4f71-ae62-3711483b8710",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='vote_average',y='revenue',data=md_without,color='orange')\n",
    "plt.title('Relationship between Vote Average & Revenue')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8b53800-1dbf-4779-96ce-208eb3acadd4",
   "metadata": {},
   "source": [
    "#### There is no clear positive linear relationship since a lot of movies have a high voting average, but only moderately profit and revenue. Both scatterplot are similar since profit is derived from revenue."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "dd5c1763-75f0-47a0-a92e-c1d955cff99c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='vote_count',y='profit',data=md_without,color='purple')\n",
    "plt.title('Relationship between Profit & Vote Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "65b1a470-698b-4120-828f-9efdde7bfec1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='vote_count',y='revenue',data=md_without,color='Magenta')\n",
    "plt.title('Relationship between Revenue & Vote Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10e38226-c6f5-42a7-b9f5-19cbe60cda96",
   "metadata": {},
   "source": [
    "#### The strongest linear relationship is evident between profit/revenue and vote count."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "05b777c1-fc56-46b5-a7d1-b6d429b43c5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='budget',y='revenue',data=md_without,color='red')\n",
    "plt.title('Relationship between Revenue & Budget')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "43ca68d5-d672-4d40-aea3-e885bd3803e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='budget',y='profit',data=md_without,color='black')\n",
    "plt.title('Relationship between Profit & Budget')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7143d5ad-7417-4bd5-94d3-59e936d6163f",
   "metadata": {},
   "source": [
    "#### The correlation coefficient between budget and revenue is ~0.733. Here we have a strong linear relationship. Highly budgeted movies return in general higher revenue\n",
    "#### For budget and profit we find evidence for a moderate linear relationship with a coefficient of ~0.570."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "0e9efd63-6255-40c9-a0af-cd7fe7d0196b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='budget',y='vote_average',data=md_without,color='brown')\n",
    "plt.title('Relationship between Budget & Vote Average')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "7e434fec-7eac-41c9-8c2d-de9750a7f41e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='budget',y='popularity',data=md_without,color='green')\n",
    "plt.title('Relationship between Budget & Popularity')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17e2ee24-13e8-4fc0-a919-291f0cd40d19",
   "metadata": {},
   "source": [
    "#### A movie having a high budget does not mean that it will receive a high voting average.\n",
    "#### Movies with a moderate budget seems to have moderately higher popularity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5730501e-008d-4865-9701-770182a5f2e0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}