{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports & Settings\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "plt.style.use(style='ggplot')\n",
    "from matplotlib import rcParams\n",
    "rcParams['figure.figsize'] = (16,9)\n",
    "\n",
    "pd.set_option('display.max_rows', 500)\n",
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.width', 1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data\n",
    "\n",
    "df = pd.read_csv('movies.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000.0</td>\n",
       "      <td>46998772.0</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>58853106.0</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000.0</td>\n",
       "      <td>538375067.0</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>83453539.0</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>39846344.0</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             name rating      genre  year  \\\n",
       "0                                     The Shining      R      Drama  1980   \n",
       "1                                 The Blue Lagoon      R  Adventure  1980   \n",
       "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
       "3                                       Airplane!     PG     Comedy  1980   \n",
       "4                                      Caddyshack      R     Comedy  1980   \n",
       "\n",
       "                        released  score      votes         director  \\\n",
       "0  June 13, 1980 (United States)    8.4   927000.0  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)    5.8    65000.0   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)    8.7  1200000.0   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)    7.7   221000.0     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)    7.3   108000.0     Harold Ramis   \n",
       "\n",
       "                    writer            star         country      budget  \\\n",
       "0             Stephen King  Jack Nicholson  United Kingdom  19000000.0   \n",
       "1  Henry De Vere Stacpoole  Brooke Shields   United States   4500000.0   \n",
       "2           Leigh Brackett     Mark Hamill   United States  18000000.0   \n",
       "3             Jim Abrahams     Robert Hays   United States   3500000.0   \n",
       "4       Brian Doyle-Murray     Chevy Chase   United States   6000000.0   \n",
       "\n",
       "         gross             company  runtime  \n",
       "0   46998772.0        Warner Bros.    146.0  \n",
       "1   58853106.0   Columbia Pictures    104.0  \n",
       "2  538375067.0           Lucasfilm    124.0  \n",
       "3   83453539.0  Paramount Pictures     88.0  \n",
       "4   39846344.0      Orion Pictures     98.0  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7668 entries, 0 to 7667\n",
      "Data columns (total 15 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   name      7668 non-null   object \n",
      " 1   rating    7591 non-null   object \n",
      " 2   genre     7668 non-null   object \n",
      " 3   year      7668 non-null   int64  \n",
      " 4   released  7666 non-null   object \n",
      " 5   score     7665 non-null   float64\n",
      " 6   votes     7665 non-null   float64\n",
      " 7   director  7668 non-null   object \n",
      " 8   writer    7665 non-null   object \n",
      " 9   star      7667 non-null   object \n",
      " 10  country   7665 non-null   object \n",
      " 11  budget    5497 non-null   float64\n",
      " 12  gross     7479 non-null   float64\n",
      " 13  company   7651 non-null   object \n",
      " 14  runtime   7664 non-null   float64\n",
      "dtypes: float64(5), int64(1), object(9)\n",
      "memory usage: 898.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove nulls\n",
    "\n",
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Changing data type\n",
    "\n",
    "df['votes'] = df['votes'].astype('int64')\n",
    "df['budget'] = df['budget'].astype('int64')\n",
    "df['gross'] = df['gross'].astype('int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000</td>\n",
       "      <td>46998772</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000</td>\n",
       "      <td>58853106</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000</td>\n",
       "      <td>538375067</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             name rating      genre  year  \\\n",
       "0                                     The Shining      R      Drama  1980   \n",
       "1                                 The Blue Lagoon      R  Adventure  1980   \n",
       "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
       "3                                       Airplane!     PG     Comedy  1980   \n",
       "4                                      Caddyshack      R     Comedy  1980   \n",
       "\n",
       "                        released  score    votes         director  \\\n",
       "0  June 13, 1980 (United States)    8.4   927000  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)    5.8    65000   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)    8.7  1200000   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)    7.7   221000     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)    7.3   108000     Harold Ramis   \n",
       "\n",
       "                    writer            star         country    budget  \\\n",
       "0             Stephen King  Jack Nicholson  United Kingdom  19000000   \n",
       "1  Henry De Vere Stacpoole  Brooke Shields   United States   4500000   \n",
       "2           Leigh Brackett     Mark Hamill   United States  18000000   \n",
       "3             Jim Abrahams     Robert Hays   United States   3500000   \n",
       "4       Brian Doyle-Murray     Chevy Chase   United States   6000000   \n",
       "\n",
       "       gross             company  runtime  \n",
       "0   46998772        Warner Bros.    146.0  \n",
       "1   58853106   Columbia Pictures    104.0  \n",
       "2  538375067           Lucasfilm    124.0  \n",
       "3   83453539  Paramount Pictures     88.0  \n",
       "4   39846344      Orion Pictures     98.0  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000</td>\n",
       "      <td>46998772</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000</td>\n",
       "      <td>58853106</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000</td>\n",
       "      <td>538375067</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7648</th>\n",
       "      <td>Bad Boys for Life</td>\n",
       "      <td>R</td>\n",
       "      <td>Action</td>\n",
       "      <td>January 17, 2020 (United States)</td>\n",
       "      <td>6.6</td>\n",
       "      <td>140000</td>\n",
       "      <td>Adil El Arbi</td>\n",
       "      <td>Peter Craig</td>\n",
       "      <td>Will Smith</td>\n",
       "      <td>United States</td>\n",
       "      <td>90000000</td>\n",
       "      <td>426505244</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7649</th>\n",
       "      <td>Sonic the Hedgehog</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>February 14, 2020 (United States)</td>\n",
       "      <td>6.5</td>\n",
       "      <td>102000</td>\n",
       "      <td>Jeff Fowler</td>\n",
       "      <td>Pat Casey</td>\n",
       "      <td>Ben Schwartz</td>\n",
       "      <td>United States</td>\n",
       "      <td>85000000</td>\n",
       "      <td>319715683</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7650</th>\n",
       "      <td>Dolittle</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>January 17, 2020 (United States)</td>\n",
       "      <td>5.6</td>\n",
       "      <td>53000</td>\n",
       "      <td>Stephen Gaghan</td>\n",
       "      <td>Stephen Gaghan</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>175000000</td>\n",
       "      <td>245487753</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651</th>\n",
       "      <td>The Call of the Wild</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>February 21, 2020 (United States)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>42000</td>\n",
       "      <td>Chris Sanders</td>\n",
       "      <td>Michael Green</td>\n",
       "      <td>Harrison Ford</td>\n",
       "      <td>Canada</td>\n",
       "      <td>135000000</td>\n",
       "      <td>111105497</td>\n",
       "      <td>20th Century Studios</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652</th>\n",
       "      <td>The Eight Hundred</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>Action</td>\n",
       "      <td>August 28, 2020 (United States)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3700</td>\n",
       "      <td>Hu Guan</td>\n",
       "      <td>Hu Guan</td>\n",
       "      <td>Zhi-zhong Huang</td>\n",
       "      <td>China</td>\n",
       "      <td>80000000</td>\n",
       "      <td>461421559</td>\n",
       "      <td>Beijing Diqi Yinxiang Entertainment</td>\n",
       "      <td>149.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5421 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                name     rating      genre                           released  score    votes         director                   writer               star         country     budget      gross                              company  runtime\n",
       "0                                        The Shining          R      Drama      June 13, 1980 (United States)    8.4   927000  Stanley Kubrick             Stephen King     Jack Nicholson  United Kingdom   19000000   46998772                         Warner Bros.    146.0\n",
       "1                                    The Blue Lagoon          R  Adventure       July 2, 1980 (United States)    5.8    65000   Randal Kleiser  Henry De Vere Stacpoole     Brooke Shields   United States    4500000   58853106                    Columbia Pictures    104.0\n",
       "2     Star Wars: Episode V - The Empire Strikes Back         PG     Action      June 20, 1980 (United States)    8.7  1200000   Irvin Kershner           Leigh Brackett        Mark Hamill   United States   18000000  538375067                            Lucasfilm    124.0\n",
       "3                                          Airplane!         PG     Comedy       July 2, 1980 (United States)    7.7   221000     Jim Abrahams             Jim Abrahams        Robert Hays   United States    3500000   83453539                   Paramount Pictures     88.0\n",
       "4                                         Caddyshack          R     Comedy      July 25, 1980 (United States)    7.3   108000     Harold Ramis       Brian Doyle-Murray        Chevy Chase   United States    6000000   39846344                       Orion Pictures     98.0\n",
       "...                                              ...        ...        ...                                ...    ...      ...              ...                      ...                ...             ...        ...        ...                                  ...      ...\n",
       "7648                               Bad Boys for Life          R     Action   January 17, 2020 (United States)    6.6   140000     Adil El Arbi              Peter Craig         Will Smith   United States   90000000  426505244                    Columbia Pictures    124.0\n",
       "7649                              Sonic the Hedgehog         PG     Action  February 14, 2020 (United States)    6.5   102000      Jeff Fowler                Pat Casey       Ben Schwartz   United States   85000000  319715683                   Paramount Pictures     99.0\n",
       "7650                                        Dolittle         PG  Adventure   January 17, 2020 (United States)    5.6    53000   Stephen Gaghan           Stephen Gaghan  Robert Downey Jr.   United States  175000000  245487753                   Universal Pictures    101.0\n",
       "7651                            The Call of the Wild         PG  Adventure  February 21, 2020 (United States)    6.8    42000    Chris Sanders            Michael Green      Harrison Ford          Canada  135000000  111105497                 20th Century Studios    100.0\n",
       "7652                               The Eight Hundred  Not Rated     Action    August 28, 2020 (United States)    6.8     3700          Hu Guan                  Hu Guan    Zhi-zhong Huang           China   80000000  461421559  Beijing Diqi Yinxiang Entertainment    149.0\n",
       "\n",
       "[5421 rows x 14 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Follow released year, drop year\n",
    "\n",
    "df = df.drop('year', axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['year'] = df['released'].str.extract(pat='([0-9]{4})').astype('int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000</td>\n",
       "      <td>46998772</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000</td>\n",
       "      <td>58853106</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000</td>\n",
       "      <td>538375067</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             name rating      genre  \\\n",
       "0                                     The Shining      R      Drama   \n",
       "1                                 The Blue Lagoon      R  Adventure   \n",
       "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action   \n",
       "3                                       Airplane!     PG     Comedy   \n",
       "4                                      Caddyshack      R     Comedy   \n",
       "\n",
       "                        released  score    votes         director  \\\n",
       "0  June 13, 1980 (United States)    8.4   927000  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)    5.8    65000   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)    8.7  1200000   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)    7.7   221000     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)    7.3   108000     Harold Ramis   \n",
       "\n",
       "                    writer            star         country    budget  \\\n",
       "0             Stephen King  Jack Nicholson  United Kingdom  19000000   \n",
       "1  Henry De Vere Stacpoole  Brooke Shields   United States   4500000   \n",
       "2           Leigh Brackett     Mark Hamill   United States  18000000   \n",
       "3             Jim Abrahams     Robert Hays   United States   3500000   \n",
       "4       Brian Doyle-Murray     Chevy Chase   United States   6000000   \n",
       "\n",
       "       gross             company  runtime  year  \n",
       "0   46998772        Warner Bros.    146.0  1980  \n",
       "1   58853106   Columbia Pictures    104.0  1980  \n",
       "2  538375067           Lucasfilm    124.0  1980  \n",
       "3   83453539  Paramount Pictures     88.0  1980  \n",
       "4   39846344      Orion Pictures     98.0  1980  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5445</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>December 18, 2009 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Sam Worthington</td>\n",
       "      <td>United States</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2847246203</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>162.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7445</th>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>April 26, 2019 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2797501328</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>181.0</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>United States</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2201647264</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6663</th>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Lawrence Kasdan</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "      <td>United States</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2069521700</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7244</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>321000000</td>\n",
       "      <td>2048359754</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.0</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5640</th>\n",
       "      <td>Tanner Hall</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>January 15, 2015 (Sweden)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>3500</td>\n",
       "      <td>Francesca Gregorini</td>\n",
       "      <td>Tatiana von Fürstenberg</td>\n",
       "      <td>Rooney Mara</td>\n",
       "      <td>United States</td>\n",
       "      <td>3000000</td>\n",
       "      <td>5073</td>\n",
       "      <td>Two Prong Lesson</td>\n",
       "      <td>96.0</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2434</th>\n",
       "      <td>Philadelphia Experiment II</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>June 4, 1994 (South Korea)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1900</td>\n",
       "      <td>Stephen Cornwell</td>\n",
       "      <td>Wallace C. Bennett</td>\n",
       "      <td>Brad Johnson</td>\n",
       "      <td>United States</td>\n",
       "      <td>5000000</td>\n",
       "      <td>2970</td>\n",
       "      <td>Trimark Pictures</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3681</th>\n",
       "      <td>Ginger Snaps</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>Drama</td>\n",
       "      <td>May 11, 2001 (Canada)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>43000</td>\n",
       "      <td>John Fawcett</td>\n",
       "      <td>Karen Walton</td>\n",
       "      <td>Emily Perkins</td>\n",
       "      <td>Canada</td>\n",
       "      <td>5000000</td>\n",
       "      <td>2554</td>\n",
       "      <td>Copperheart Entertainment</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Parasite</td>\n",
       "      <td>R</td>\n",
       "      <td>Horror</td>\n",
       "      <td>March 12, 1982 (United States)</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2300</td>\n",
       "      <td>Charles Band</td>\n",
       "      <td>Alan J. Adler</td>\n",
       "      <td>Robert Glaudini</td>\n",
       "      <td>United States</td>\n",
       "      <td>800000</td>\n",
       "      <td>2270</td>\n",
       "      <td>Embassy Pictures</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3203</th>\n",
       "      <td>Trojan War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>October 1, 1997 (Brazil)</td>\n",
       "      <td>5.7</td>\n",
       "      <td>5800</td>\n",
       "      <td>George Huang</td>\n",
       "      <td>Andy Burg</td>\n",
       "      <td>Will Friedle</td>\n",
       "      <td>United States</td>\n",
       "      <td>15000000</td>\n",
       "      <td>309</td>\n",
       "      <td>Daybreak</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5421 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name     rating   genre                           released  score    votes             director                   writer               star        country     budget       gross                    company  runtime  year\n",
       "5445                                      Avatar      PG-13  Action  December 18, 2009 (United States)    7.8  1100000        James Cameron            James Cameron    Sam Worthington  United States  237000000  2847246203      Twentieth Century Fox    162.0  2009\n",
       "7445                           Avengers: Endgame      PG-13  Action     April 26, 2019 (United States)    8.4   903000        Anthony Russo       Christopher Markus  Robert Downey Jr.  United States  356000000  2797501328             Marvel Studios    181.0  2019\n",
       "3045                                     Titanic      PG-13   Drama  December 19, 1997 (United States)    7.8  1100000        James Cameron            James Cameron  Leonardo DiCaprio  United States  200000000  2201647264      Twentieth Century Fox    194.0  1997\n",
       "6663  Star Wars: Episode VII - The Force Awakens      PG-13  Action  December 18, 2015 (United States)    7.8   876000          J.J. Abrams          Lawrence Kasdan       Daisy Ridley  United States  245000000  2069521700                  Lucasfilm    138.0  2015\n",
       "7244                      Avengers: Infinity War      PG-13  Action     April 27, 2018 (United States)    8.4   897000        Anthony Russo       Christopher Markus  Robert Downey Jr.  United States  321000000  2048359754             Marvel Studios    149.0  2018\n",
       "...                                          ...        ...     ...                                ...    ...      ...                  ...                      ...                ...            ...        ...         ...                        ...      ...   ...\n",
       "5640                                 Tanner Hall          R   Drama          January 15, 2015 (Sweden)    5.8     3500  Francesca Gregorini  Tatiana von Fürstenberg        Rooney Mara  United States    3000000        5073           Two Prong Lesson     96.0  2015\n",
       "2434                  Philadelphia Experiment II      PG-13  Action         June 4, 1994 (South Korea)    4.5     1900     Stephen Cornwell       Wallace C. Bennett       Brad Johnson  United States    5000000        2970           Trimark Pictures     97.0  1994\n",
       "3681                                Ginger Snaps  Not Rated   Drama              May 11, 2001 (Canada)    6.8    43000         John Fawcett             Karen Walton      Emily Perkins         Canada    5000000        2554  Copperheart Entertainment    108.0  2001\n",
       "272                                     Parasite          R  Horror     March 12, 1982 (United States)    3.9     2300         Charles Band            Alan J. Adler    Robert Glaudini  United States     800000        2270           Embassy Pictures     85.0  1982\n",
       "3203                                  Trojan War      PG-13  Comedy           October 1, 1997 (Brazil)    5.7     5800         George Huang                Andy Burg       Will Friedle  United States   15000000         309                   Daybreak     85.0  1997\n",
       "\n",
       "[5421 rows x 15 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by=['gross'], inplace=False, ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Gross')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x=df['budget'], y=df['gross'], line_kws={\"color\": \"green\"})\n",
    "plt.title('Budget vs Gross')\n",
    "plt.xlabel('Budget')\n",
    "plt.ylabel('Gross')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson\n",
      "              name    rating     genre  released     score     votes  director    writer      star   country    budget     gross   company   runtime      year\n",
      "name      1.000000 -0.029234  0.010996 -0.006152  0.014450  0.012615  0.015246  0.012880 -0.006882 -0.025490  0.023392  0.005639  0.021697  0.010850  0.025542\n",
      "rating   -0.029234  1.000000  0.147796  0.018083  0.065983  0.006031  0.014656 -0.003149  0.009196  0.008230 -0.203946 -0.181906 -0.092357  0.140792  0.022021\n",
      "genre     0.010996  0.147796  1.000000  0.022142  0.035106 -0.135990 -0.008553  0.017578  0.003341 -0.009164 -0.368523 -0.244101 -0.071334 -0.059237 -0.069147\n",
      "released -0.006152  0.018083  0.022142  1.000000  0.045874  0.028833  0.002308  0.008072  0.015706 -0.017228  0.019952  0.008501 -0.002407  0.008975 -0.005989\n",
      "score     0.014450  0.065983  0.035106  0.045874  1.000000  0.474256  0.005413  0.012843  0.007296 -0.043051  0.072001  0.222556  0.020656  0.414068  0.061923\n",
      "votes     0.012615  0.006031 -0.135990  0.028833  0.474256  1.000000 -0.010376 -0.005316 -0.017638  0.041551  0.439675  0.614751  0.118470  0.352303  0.203098\n",
      "director  0.015246  0.014656 -0.008553  0.002308  0.005413 -0.010376  1.000000  0.261735  0.036593  0.011133 -0.009662 -0.029560 -0.008223  0.017433 -0.037371\n",
      "writer    0.012880 -0.003149  0.017578  0.008072  0.012843 -0.005316  0.261735  1.000000  0.018520  0.022488 -0.039466 -0.035885 -0.003697 -0.017561 -0.025495\n",
      "star     -0.006882  0.009196  0.003341  0.015706  0.007296 -0.017638  0.036593  0.018520  1.000000 -0.009990 -0.021473 -0.000004  0.014082  0.010108 -0.032687\n",
      "country  -0.025490  0.008230 -0.009164 -0.017228 -0.043051  0.041551  0.011133  0.022488 -0.009990  1.000000  0.052977  0.060078  0.048569 -0.034477 -0.073569\n",
      "budget    0.023392 -0.203946 -0.368523  0.019952  0.072001  0.439675 -0.009662 -0.039466 -0.021473  0.052977  1.000000  0.740247  0.170235  0.318695  0.320312\n",
      "gross     0.005639 -0.181906 -0.244101  0.008501  0.222556  0.614751 -0.029560 -0.035885 -0.000004  0.060078  0.740247  1.000000  0.149553  0.275796  0.268721\n",
      "company   0.021697 -0.092357 -0.071334 -0.002407  0.020656  0.118470 -0.008223 -0.003697  0.014082  0.048569  0.170235  0.149553  1.000000  0.037585 -0.018806\n",
      "runtime   0.010850  0.140792 -0.059237  0.008975  0.414068  0.352303  0.017433 -0.017561  0.010108 -0.034477  0.318695  0.275796  0.037585  1.000000  0.075294\n",
      "year      0.025542  0.022021 -0.069147 -0.005989  0.061923  0.203098 -0.037371 -0.025495 -0.032687 -0.073569  0.320312  0.268721 -0.018806  0.075294  1.000000\n",
      "------------------------------\n",
      "Kendall\n",
      "              name    rating     genre  released     score     votes  director    writer      star   country    budget     gross   company   runtime      year\n",
      "name      1.000000 -0.017023  0.005970 -0.004104  0.005372  0.002477  0.010060  0.008769 -0.004706 -0.020738  0.014275 -0.000094  0.014124  0.009806  0.018488\n",
      "rating   -0.017023  1.000000  0.137396  0.023547  0.067313 -0.008994  0.005950  0.001735  0.014913 -0.010547 -0.208389 -0.198863 -0.085192  0.085752 -0.011947\n",
      "genre     0.005970  0.137396  1.000000  0.016088  0.045217 -0.133391 -0.005585  0.011042  0.002258 -0.012696 -0.275983 -0.194758 -0.058439 -0.027544 -0.055662\n",
      "released -0.004104  0.023547  0.016088  1.000000  0.028223  0.005205  0.001886  0.005302  0.010118 -0.016524 -0.000030 -0.016133  0.001654  0.011363 -0.003948\n",
      "score     0.005372  0.067313  0.045217  0.028223  1.000000  0.350185  0.009176  0.009058  0.004414 -0.100231 -0.006406  0.124943  0.009638  0.292254  0.043400\n",
      "votes     0.002477 -0.008994 -0.133391  0.005205  0.350185  1.000000 -0.001118 -0.001109 -0.007741  0.008577  0.346274  0.553625  0.107685  0.205344  0.293044\n",
      "director  0.010060  0.005950 -0.005585  0.001886  0.009176 -0.001118  1.000000  0.196884  0.024300 -0.005956 -0.002787 -0.008633 -0.006430  0.002368 -0.024654\n",
      "writer    0.008769  0.001735  0.011042  0.005302  0.009058 -0.001109  0.196884  1.000000  0.012601  0.015240 -0.014799 -0.009785 -0.002661 -0.021512 -0.018421\n",
      "star     -0.004706  0.014913  0.002258  0.010118  0.004414 -0.007741  0.024300  0.012601  1.000000 -0.009260 -0.011155 -0.006465  0.007730  0.001750 -0.022511\n",
      "country  -0.020738 -0.010547 -0.012696 -0.016524 -0.100231  0.008577 -0.005956  0.015240 -0.009260  1.000000  0.055614  0.085990  0.045134 -0.062574 -0.063765\n",
      "budget    0.014275 -0.208389 -0.275983 -0.000030 -0.006406  0.346274 -0.002787 -0.014799 -0.011155  0.055614  1.000000  0.512057  0.142696  0.231278  0.213719\n",
      "gross    -0.000094 -0.198863 -0.194758 -0.016133  0.124943  0.553625 -0.008633 -0.009785 -0.006465  0.085990  0.512057  1.000000  0.145936  0.176979  0.232372\n",
      "company   0.014124 -0.085192 -0.058439  0.001654  0.009638  0.107685 -0.006430 -0.002661  0.007730  0.045134  0.142696  0.145936  1.000000  0.024467 -0.008642\n",
      "runtime   0.009806  0.085752 -0.027544  0.011363  0.292254  0.205344  0.002368 -0.021512  0.001750 -0.062574  0.231278  0.176979  0.024467  1.000000  0.064793\n",
      "year      0.018488 -0.011947 -0.055662 -0.003948  0.043400  0.293044 -0.024654 -0.018421 -0.022511 -0.063765  0.213719  0.232372 -0.008642  0.064793  1.000000\n",
      "------------------------------\n",
      "Spearman\n",
      "              name    rating     genre  released     score     votes  director    writer      star   country    budget     gross   company   runtime      year\n",
      "name      1.000000 -0.021980  0.008213 -0.006341  0.007866  0.003615  0.014933  0.013023 -0.007027 -0.026431  0.021395  0.000038  0.021247  0.014849  0.027590\n",
      "rating   -0.021980  1.000000  0.167778  0.031301  0.085237 -0.011871  0.007809  0.002124  0.019408 -0.011824 -0.267486 -0.256014 -0.108557  0.110151 -0.013863\n",
      "genre     0.008213  0.167778  1.000000  0.022254  0.061615 -0.182682 -0.007466  0.015393  0.003449 -0.015225 -0.372729 -0.268314 -0.080808 -0.040119 -0.075633\n",
      "released -0.006341  0.031301  0.022254  1.000000  0.042145  0.006280  0.002797  0.007941  0.015392 -0.021012 -0.000495 -0.027079  0.002086  0.017166 -0.006623\n",
      "score     0.007866  0.085237  0.061615  0.042145  1.000000  0.495409  0.013366  0.013441  0.006735 -0.124916 -0.009971  0.183192  0.013694  0.412155  0.063674\n",
      "votes     0.003615 -0.011871 -0.182682  0.006280  0.495409  1.000000 -0.001819 -0.001398 -0.011716  0.010930  0.493461  0.745793  0.159554  0.300621  0.422988\n",
      "director  0.014933  0.007809 -0.007466  0.002797  0.013366 -0.001819  1.000000  0.262486  0.036264 -0.007505 -0.003890 -0.012746 -0.009778  0.003444 -0.036677\n",
      "writer    0.013023  0.002124  0.015393  0.007941  0.013441 -0.001398  0.262486  1.000000  0.018573  0.019264 -0.021810 -0.014593 -0.004120 -0.032161 -0.027295\n",
      "star     -0.007027  0.019408  0.003449  0.015392  0.006735 -0.011716  0.036264  0.018573  1.000000 -0.011795 -0.016657 -0.009461  0.011481  0.002635 -0.033133\n",
      "country  -0.026431 -0.011824 -0.015225 -0.021012 -0.124916  0.010930 -0.007505  0.019264 -0.011795  1.000000  0.070208  0.109796  0.056917 -0.078532 -0.080466\n",
      "budget    0.021395 -0.267486 -0.372729 -0.000495 -0.009971  0.493461 -0.003890 -0.021810 -0.016657  0.070208  1.000000  0.692958  0.207536  0.330794  0.302535\n",
      "gross     0.000038 -0.256014 -0.268314 -0.027079  0.183192  0.745793 -0.012746 -0.014593 -0.009461  0.109796  0.692958  1.000000  0.214914  0.257400  0.340529\n",
      "company   0.021247 -0.108557 -0.080808  0.002086  0.013694  0.159554 -0.009778 -0.004120  0.011481  0.056917  0.207536  0.214914  1.000000  0.036261 -0.013487\n",
      "runtime   0.014849  0.110151 -0.040119  0.017166  0.412155  0.300621  0.003444 -0.032161  0.002635 -0.078532  0.330794  0.257400  0.036261  1.000000  0.095507\n",
      "year      0.027590 -0.013863 -0.075633 -0.006623  0.063674  0.422988 -0.036677 -0.027295 -0.033133 -0.080466  0.302535  0.340529 -0.013487  0.095507  1.000000\n",
      "------------------------------\n"
     ]
    }
   ],
   "source": [
    "print('Pearson')\n",
    "print(df.corr(method='pearson'))\n",
    "print('-'*30)\n",
    "print('Kendall')\n",
    "print(df.corr(method='kendall'))\n",
    "print('-'*30)\n",
    "print('Spearman')\n",
    "print(df.corr(method='spearman'))\n",
    "print('-'*30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_matrix = df.corr(method='pearson')\n",
    "\n",
    "sns.heatmap(data=correlation_matrix, annot=True)\n",
    "plt.title('Correlation Matrix')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4692</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1304</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000</td>\n",
       "      <td>1795</td>\n",
       "      <td>2832</td>\n",
       "      <td>699</td>\n",
       "      <td>46</td>\n",
       "      <td>19000000</td>\n",
       "      <td>46998772</td>\n",
       "      <td>1426</td>\n",
       "      <td>146.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3929</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1127</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000</td>\n",
       "      <td>1578</td>\n",
       "      <td>1158</td>\n",
       "      <td>214</td>\n",
       "      <td>47</td>\n",
       "      <td>4500000</td>\n",
       "      <td>58853106</td>\n",
       "      <td>452</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3641</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1359</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000</td>\n",
       "      <td>757</td>\n",
       "      <td>1818</td>\n",
       "      <td>1157</td>\n",
       "      <td>47</td>\n",
       "      <td>18000000</td>\n",
       "      <td>538375067</td>\n",
       "      <td>945</td>\n",
       "      <td>124.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>204</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1127</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000</td>\n",
       "      <td>889</td>\n",
       "      <td>1413</td>\n",
       "      <td>1474</td>\n",
       "      <td>47</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539</td>\n",
       "      <td>1108</td>\n",
       "      <td>88.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>732</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1170</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000</td>\n",
       "      <td>719</td>\n",
       "      <td>351</td>\n",
       "      <td>271</td>\n",
       "      <td>47</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344</td>\n",
       "      <td>1083</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7648</th>\n",
       "      <td>415</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>904</td>\n",
       "      <td>6.6</td>\n",
       "      <td>140000</td>\n",
       "      <td>16</td>\n",
       "      <td>2390</td>\n",
       "      <td>1812</td>\n",
       "      <td>47</td>\n",
       "      <td>90000000</td>\n",
       "      <td>426505244</td>\n",
       "      <td>452</td>\n",
       "      <td>124.0</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7649</th>\n",
       "      <td>3556</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>713</td>\n",
       "      <td>6.5</td>\n",
       "      <td>102000</td>\n",
       "      <td>852</td>\n",
       "      <td>2309</td>\n",
       "      <td>147</td>\n",
       "      <td>47</td>\n",
       "      <td>85000000</td>\n",
       "      <td>319715683</td>\n",
       "      <td>1108</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7650</th>\n",
       "      <td>1153</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>904</td>\n",
       "      <td>5.6</td>\n",
       "      <td>53000</td>\n",
       "      <td>1809</td>\n",
       "      <td>2827</td>\n",
       "      <td>1470</td>\n",
       "      <td>47</td>\n",
       "      <td>175000000</td>\n",
       "      <td>245487753</td>\n",
       "      <td>1397</td>\n",
       "      <td>101.0</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651</th>\n",
       "      <td>3978</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>758</td>\n",
       "      <td>6.8</td>\n",
       "      <td>42000</td>\n",
       "      <td>294</td>\n",
       "      <td>2091</td>\n",
       "      <td>640</td>\n",
       "      <td>6</td>\n",
       "      <td>135000000</td>\n",
       "      <td>111105497</td>\n",
       "      <td>12</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652</th>\n",
       "      <td>4090</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>370</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3700</td>\n",
       "      <td>746</td>\n",
       "      <td>1184</td>\n",
       "      <td>1839</td>\n",
       "      <td>8</td>\n",
       "      <td>80000000</td>\n",
       "      <td>461421559</td>\n",
       "      <td>228</td>\n",
       "      <td>149.0</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5421 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      name  rating  genre  released  score    votes  director  writer  star  country     budget      gross  company  runtime  year\n",
       "0     4692       6      6      1304    8.4   927000      1795    2832   699       46   19000000   46998772     1426    146.0  1980\n",
       "1     3929       6      1      1127    5.8    65000      1578    1158   214       47    4500000   58853106      452    104.0  1980\n",
       "2     3641       4      0      1359    8.7  1200000       757    1818  1157       47   18000000  538375067      945    124.0  1980\n",
       "3      204       4      4      1127    7.7   221000       889    1413  1474       47    3500000   83453539     1108     88.0  1980\n",
       "4      732       6      4      1170    7.3   108000       719     351   271       47    6000000   39846344     1083     98.0  1980\n",
       "...    ...     ...    ...       ...    ...      ...       ...     ...   ...      ...        ...        ...      ...      ...   ...\n",
       "7648   415       6      0       904    6.6   140000        16    2390  1812       47   90000000  426505244      452    124.0  2020\n",
       "7649  3556       4      0       713    6.5   102000       852    2309   147       47   85000000  319715683     1108     99.0  2020\n",
       "7650  1153       4      1       904    5.6    53000      1809    2827  1470       47  175000000  245487753     1397    101.0  2020\n",
       "7651  3978       4      1       758    6.8    42000       294    2091   640        6  135000000  111105497       12    100.0  2020\n",
       "7652  4090       3      0       370    6.8     3700       746    1184  1839        8   80000000  461421559      228    149.0  2020\n",
       "\n",
       "[5421 rows x 15 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ided_df = df\n",
    "\n",
    "for col in ided_df:\n",
    "    if (ided_df[col].dtype == 'object'):\n",
    "        ided_df[col] = ided_df[col].astype('category')\n",
    "        ided_df[col] = ided_df[col].cat.codes\n",
    "\n",
    "ided_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4692</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1304</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000</td>\n",
       "      <td>1795</td>\n",
       "      <td>2832</td>\n",
       "      <td>699</td>\n",
       "      <td>46</td>\n",
       "      <td>19000000</td>\n",
       "      <td>46998772</td>\n",
       "      <td>1426</td>\n",
       "      <td>146.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3929</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1127</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000</td>\n",
       "      <td>1578</td>\n",
       "      <td>1158</td>\n",
       "      <td>214</td>\n",
       "      <td>47</td>\n",
       "      <td>4500000</td>\n",
       "      <td>58853106</td>\n",
       "      <td>452</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3641</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1359</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000</td>\n",
       "      <td>757</td>\n",
       "      <td>1818</td>\n",
       "      <td>1157</td>\n",
       "      <td>47</td>\n",
       "      <td>18000000</td>\n",
       "      <td>538375067</td>\n",
       "      <td>945</td>\n",
       "      <td>124.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>204</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1127</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000</td>\n",
       "      <td>889</td>\n",
       "      <td>1413</td>\n",
       "      <td>1474</td>\n",
       "      <td>47</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539</td>\n",
       "      <td>1108</td>\n",
       "      <td>88.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>732</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1170</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000</td>\n",
       "      <td>719</td>\n",
       "      <td>351</td>\n",
       "      <td>271</td>\n",
       "      <td>47</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344</td>\n",
       "      <td>1083</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   name  rating  genre  released  score    votes  director  writer  star  country    budget      gross  company  runtime  year\n",
       "0  4692       6      6      1304    8.4   927000      1795    2832   699       46  19000000   46998772     1426    146.0  1980\n",
       "1  3929       6      1      1127    5.8    65000      1578    1158   214       47   4500000   58853106      452    104.0  1980\n",
       "2  3641       4      0      1359    8.7  1200000       757    1818  1157       47  18000000  538375067      945    124.0  1980\n",
       "3   204       4      4      1127    7.7   221000       889    1413  1474       47   3500000   83453539     1108     88.0  1980\n",
       "4   732       6      4      1170    7.3   108000       719     351   271       47   6000000   39846344     1083     98.0  1980"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              name    rating     genre  released     score     votes  director    writer      star   country    budget     gross   company   runtime      year\n",
      "name      1.000000 -0.029234  0.010996 -0.006152  0.014450  0.012615  0.015246  0.012880 -0.006882 -0.025490  0.023392  0.005639  0.021697  0.010850  0.025542\n",
      "rating   -0.029234  1.000000  0.147796  0.018083  0.065983  0.006031  0.014656 -0.003149  0.009196  0.008230 -0.203946 -0.181906 -0.092357  0.140792  0.022021\n",
      "genre     0.010996  0.147796  1.000000  0.022142  0.035106 -0.135990 -0.008553  0.017578  0.003341 -0.009164 -0.368523 -0.244101 -0.071334 -0.059237 -0.069147\n",
      "released -0.006152  0.018083  0.022142  1.000000  0.045874  0.028833  0.002308  0.008072  0.015706 -0.017228  0.019952  0.008501 -0.002407  0.008975 -0.005989\n",
      "score     0.014450  0.065983  0.035106  0.045874  1.000000  0.474256  0.005413  0.012843  0.007296 -0.043051  0.072001  0.222556  0.020656  0.414068  0.061923\n",
      "votes     0.012615  0.006031 -0.135990  0.028833  0.474256  1.000000 -0.010376 -0.005316 -0.017638  0.041551  0.439675  0.614751  0.118470  0.352303  0.203098\n",
      "director  0.015246  0.014656 -0.008553  0.002308  0.005413 -0.010376  1.000000  0.261735  0.036593  0.011133 -0.009662 -0.029560 -0.008223  0.017433 -0.037371\n",
      "writer    0.012880 -0.003149  0.017578  0.008072  0.012843 -0.005316  0.261735  1.000000  0.018520  0.022488 -0.039466 -0.035885 -0.003697 -0.017561 -0.025495\n",
      "star     -0.006882  0.009196  0.003341  0.015706  0.007296 -0.017638  0.036593  0.018520  1.000000 -0.009990 -0.021473 -0.000004  0.014082  0.010108 -0.032687\n",
      "country  -0.025490  0.008230 -0.009164 -0.017228 -0.043051  0.041551  0.011133  0.022488 -0.009990  1.000000  0.052977  0.060078  0.048569 -0.034477 -0.073569\n",
      "budget    0.023392 -0.203946 -0.368523  0.019952  0.072001  0.439675 -0.009662 -0.039466 -0.021473  0.052977  1.000000  0.740247  0.170235  0.318695  0.320312\n",
      "gross     0.005639 -0.181906 -0.244101  0.008501  0.222556  0.614751 -0.029560 -0.035885 -0.000004  0.060078  0.740247  1.000000  0.149553  0.275796  0.268721\n",
      "company   0.021697 -0.092357 -0.071334 -0.002407  0.020656  0.118470 -0.008223 -0.003697  0.014082  0.048569  0.170235  0.149553  1.000000  0.037585 -0.018806\n",
      "runtime   0.010850  0.140792 -0.059237  0.008975  0.414068  0.352303  0.017433 -0.017561  0.010108 -0.034477  0.318695  0.275796  0.037585  1.000000  0.075294\n",
      "year      0.025542  0.022021 -0.069147 -0.005989  0.061923  0.203098 -0.037371 -0.025495 -0.032687 -0.073569  0.320312  0.268721 -0.018806  0.075294  1.000000\n",
      "------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(df.corr(method='pearson'))\n",
    "print('-'*30)\n",
    "correlation_matrix = df.corr(method='pearson')\n",
    "sns.heatmap(data=correlation_matrix, annot=True)\n",
    "plt.title('Correlation Matrix')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gross   budget    0.740247\n",
       "budget  gross     0.740247\n",
       "gross   votes     0.614751\n",
       "votes   gross     0.614751\n",
       "dtype: float64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_corr = df.corr(method='pearson').unstack().sort_values(ascending=False)\n",
    "sorted_corr[sorted_corr.between(0.5, 0.99)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "Gross (or box office), loosely meaning how successful the movie was in terms of its viewership and sales, only shows high correlation with the movie's budgets and the number of IMDB user  votes. Initially, I had assumptions towards how big directors, like Christopher Nolan, or companies, like Warner Bros., would have an impact on the success of a movie and it seems like it wasn't the case. It also appears that commercial success did not necessarily mean that the score (IMDB rating) of the movie was any good.\n",
    "\n",
    "### Key Takeaways\n",
    "\n",
    "* Budget & Gross have highest correlation at 0.740247. A movie with a higher budget, likely some of which was marketing, provided the movie with a better turnout rate and thus generally resulted in higher gross revenue.\n",
    "* Spend more on the production of the movie and expect a bigger return on investment.\n",
    "* Factors like the writer, production company, director, or genre had essentially no effect on how the movie would perform. \n",
    "* Unsurprisingly, there is a slight correlation between the amount of votes and the score. Generally, users who would take the time to vote on a movie would either have really enjoyed it or disliked it so much to the point where they felt the need to rate it poorly.\n",
    "* Score (the IMDB user rating) was not influenced by the commercial success of the movie.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.5 ('base')",
   "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": "3.8.5"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "e42634819b8c191a5d07eaf23810ff32516dd8d3875f28ec3e488928fbd3c187"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}