Movie Correlation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3537f81c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import libraries\n",
    "\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "from matplotlib.pyplot import figure\n",
    "\n",
    "%matplotlib inline\n",
    "matplotlib.rcParams['figure.figsize'] = (12,8) #Adjust the configuration of the plots we will create\n",
    "\n",
    "# read data\n",
    "\n",
    "df = pd.read_csv(r'D:\\data\\movies.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8e57379e",
   "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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "de48f4ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name - 0.0\n",
      "rating - 0.010041731872717789\n",
      "genre - 0.0\n",
      "year - 0.0\n",
      "released - 0.0002608242044861763\n",
      "score - 0.0003912363067292645\n",
      "votes - 0.0003912363067292645\n",
      "director - 0.0\n",
      "writer - 0.0003912363067292645\n",
      "star - 0.00013041210224308815\n",
      "country - 0.0003912363067292645\n",
      "budget - 0.2831246739697444\n",
      "gross - 0.02464788732394366\n",
      "company - 0.002217005738132499\n",
      "runtime - 0.0005216484089723526\n"
     ]
    }
   ],
   "source": [
    "# checking if any data is missing\n",
    "\n",
    "for col in df.columns:\n",
    "    pct_missing = np.mean(df[col].isnull())\n",
    "    print('{} - {}'.format(col, pct_missing))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5f4e2209",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7668, 15)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b2d574d7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5421, 15)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d7f7f0ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5e54715c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5421, 15)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f40a8ecc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name - 0.0\n",
      "rating - 0.0\n",
      "genre - 0.0\n",
      "year - 0.0\n",
      "released - 0.0\n",
      "score - 0.0\n",
      "votes - 0.0\n",
      "director - 0.0\n",
      "writer - 0.0\n",
      "star - 0.0\n",
      "country - 0.0\n",
      "budget - 0.0\n",
      "gross - 0.0\n",
      "company - 0.0\n",
      "runtime - 0.0\n"
     ]
    }
   ],
   "source": [
    "for col in df1.columns:\n",
    "    pct_missing = np.mean(df1[col].isnull())\n",
    "    print('{} - {}'.format(col, pct_missing))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3a50dda1",
   "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</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</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</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</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</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  \n",
       "1   58853106   Columbia Pictures      104  \n",
       "2  538375067           Lucasfilm      124  \n",
       "3   83453539  Paramount Pictures       88  \n",
       "4   39846344      Orion Pictures       98  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c186e59d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name         object\n",
       "rating       object\n",
       "genre        object\n",
       "year          int64\n",
       "released     object\n",
       "score       float64\n",
       "votes         int64\n",
       "director     object\n",
       "writer       object\n",
       "star         object\n",
       "country      object\n",
       "budget        int64\n",
       "gross         int64\n",
       "company      object\n",
       "runtime       int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "dc75e3be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df1['budget'],df1['gross'])\n",
    "plt.title(\"Budget vs Gross Earnings\")\n",
    "plt.xlabel('Budget')\n",
    "plt.ylabel('Gross Earnings')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d1a4966b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x='budget', y='gross', data=df1, line_kws={'color': 'blue'})\n",
    "plt.title(\"Budget vs Gross Earnings Regression plot\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0ba2c326",
   "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>year</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.056386</td>\n",
       "      <td>0.206021</td>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.274321</td>\n",
       "      <td>0.075077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>0.056386</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.414068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.206021</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>0.352303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>0.318695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.274321</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.275796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.075077</td>\n",
       "      <td>0.414068</td>\n",
       "      <td>0.352303</td>\n",
       "      <td>0.318695</td>\n",
       "      <td>0.275796</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             year     score     votes    budget     gross   runtime\n",
       "year     1.000000  0.056386  0.206021  0.327722  0.274321  0.075077\n",
       "score    0.056386  1.000000  0.474256  0.072001  0.222556  0.414068\n",
       "votes    0.206021  0.474256  1.000000  0.439675  0.614751  0.352303\n",
       "budget   0.327722  0.072001  0.439675  1.000000  0.740247  0.318695\n",
       "gross    0.274321  0.222556  0.614751  0.740247  1.000000  0.275796\n",
       "runtime  0.075077  0.414068  0.352303  0.318695  0.275796  1.000000"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ecbd36c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_matrix = df1.corr()\n",
    "sns.heatmap(corr_matrix, annot=True)\n",
    "plt.title(\"Movie Features Correlation matrix\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "c91b1f77",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_numerized = df1\n",
    "\n",
    "for col in df_numerized.columns:\n",
    "    if(df_numerized[col].dtype == 'object'):\n",
    "        df_numerized[col] = df_numerized[col].astype('category')\n",
    "        df_numerized[col] = df_numerized[col].cat.codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "63c431f5",
   "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>4692</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1980</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</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3929</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1980</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</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3641</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1980</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</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>204</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1980</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</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>732</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1980</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</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   name  rating  genre  year  released  score    votes  director  writer  \\\n",
       "0  4692       6      6  1980      1304    8.4   927000      1795    2832   \n",
       "1  3929       6      1  1980      1127    5.8    65000      1578    1158   \n",
       "2  3641       4      0  1980      1359    8.7  1200000       757    1818   \n",
       "3   204       4      4  1980      1127    7.7   221000       889    1413   \n",
       "4   732       6      4  1980      1170    7.3   108000       719     351   \n",
       "\n",
       "   star  country    budget      gross  company  runtime  \n",
       "0   699       46  19000000   46998772     1426      146  \n",
       "1   214       47   4500000   58853106      452      104  \n",
       "2  1157       47  18000000  538375067      945      124  \n",
       "3  1474       47   3500000   83453539     1108       88  \n",
       "4   271       47   6000000   39846344     1083       98  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_numerized.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "258a654a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_matrix = df_numerized.corr()\n",
    "sns.heatmap(corr_matrix, annot=True)\n",
    "plt.title(\"Movie Features Correlation matrix\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "15e51574",
   "metadata": {},
   "outputs": [],
   "source": [
    "corr_pairs = corr_matrix.unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "f31baf3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name     name        1.000000\n",
       "         rating     -0.029234\n",
       "         genre       0.010996\n",
       "         year        0.025542\n",
       "         released   -0.006152\n",
       "                       ...   \n",
       "runtime  country    -0.034477\n",
       "         budget      0.318695\n",
       "         gross       0.275796\n",
       "         company     0.037585\n",
       "         runtime     1.000000\n",
       "Length: 225, dtype: float64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "370b65d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name      name        1.000000\n",
       "rating    rating      1.000000\n",
       "genre     genre       1.000000\n",
       "year      year        1.000000\n",
       "released  released    1.000000\n",
       "score     score       1.000000\n",
       "votes     votes       1.000000\n",
       "          gross       0.614751\n",
       "director  director    1.000000\n",
       "writer    writer      1.000000\n",
       "star      star        1.000000\n",
       "country   country     1.000000\n",
       "budget    budget      1.000000\n",
       "          gross       0.740247\n",
       "gross     votes       0.614751\n",
       "          budget      0.740247\n",
       "          gross       1.000000\n",
       "company   company     1.000000\n",
       "runtime   runtime     1.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "high_corr = corr_pairs[(corr_pairs) > 0.5]\n",
    "high_corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "34cc8fbc",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Votes and budget have the highest correlation to gross revenue "
   ]
  }
 ],
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