PROJ_04_DATA CORRELATION IN PYTHON.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8f09b651",
   "metadata": {},
   "outputs": [],
   "source": [
    "#IMPORTING NECESSARY LIBRARIES\n",
    "\n",
    "import pandas as pd\n",
    "import seaborn as sbn\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 as fig\n",
    "\n",
    "%matplotlib inline\n",
    "matplotlib.rcParams['figure.figsize'] = (12,8) #adjusting the figure configuration\n",
    "\n",
    "\n",
    "#READING THE DATASET\n",
    "\n",
    "df = pd.read_csv(r'C:\\Users\\Sadat\\Desktop\\Portfolio\\Projects\\Data Analyst Portfolio Project- Alex The Analyst\\04. DATA CORRELATION IN PYTHON\\movies.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4b884d81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#LOOKING INTO THE NEWLY CREATED DATAFRAME\n",
    "\n",
    "df.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "615ff917",
   "metadata": {
    "scrolled": true
   },
   "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": [
    "# DETERMINING MISSING DATA \n",
    "\n",
    "#df.info()\n",
    "\n",
    "df.dropna(inplace = True) #dropping the rows that has missing dataa\n",
    "for col in df.columns:\n",
    "    perc_missing_col = np.mean(df[col].isnull())\n",
    "    print('{} - {}%' .format(col, perc_missing_col))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a8cc8ec6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name         object\n",
       "rating       object\n",
       "genre        object\n",
       "year          int64\n",
       "released     object\n",
       "score       float64\n",
       "votes       float64\n",
       "director     object\n",
       "writer       object\n",
       "star         object\n",
       "country      object\n",
       "budget      float64\n",
       "gross       float64\n",
       "company      object\n",
       "runtime     float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# LOOKING INTO DATA TYPES (COLUMN)\n",
    "\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b88883c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# MODIFYING DATA TYPES OF COLUMN (BUDGET, GROSS)\n",
    "\n",
    "df.budget = df.budget.astype('int64')\n",
    "df.gross = df.gross.astype('int64')\n",
    "df.votes = df.votes.astype('int64')\n",
    "#df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2c8487dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# LOOKING AT ALL THE DATA IN THE DATAFRAME\n",
    "\n",
    "pd.set_option('display.max_rows',None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "abe606fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>5445</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2009</td>\n",
       "      <td>December 18, 2009 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Sam Worthington</td>\n",
       "      <td>United States</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2.847246e+09</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>162.0</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>2019</td>\n",
       "      <td>April 26, 2019 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>356000000.0</td>\n",
       "      <td>2.797501e+09</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>181.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1997</td>\n",
       "      <td>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>United States</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2.201647e+09</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.0</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>2015</td>\n",
       "      <td>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000.0</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Lawrence Kasdan</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "      <td>United States</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2.069522e+09</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>138.0</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>2018</td>\n",
       "      <td>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>321000000.0</td>\n",
       "      <td>2.048360e+09</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name rating   genre  year  \\\n",
       "5445                                      Avatar  PG-13  Action  2009   \n",
       "7445                           Avengers: Endgame  PG-13  Action  2019   \n",
       "3045                                     Titanic  PG-13   Drama  1997   \n",
       "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action  2015   \n",
       "7244                      Avengers: Infinity War  PG-13  Action  2018   \n",
       "\n",
       "                               released  score      votes       director  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
       "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \n",
       "6663  December 18, 2015 (United States)    7.8   876000.0    J.J. Abrams   \n",
       "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
       "\n",
       "                  writer               star        country       budget  \\\n",
       "5445       James Cameron    Sam Worthington  United States  237000000.0   \n",
       "7445  Christopher Markus  Robert Downey Jr.  United States  356000000.0   \n",
       "3045       James Cameron  Leonardo DiCaprio  United States  200000000.0   \n",
       "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000.0   \n",
       "7244  Christopher Markus  Robert Downey Jr.  United States  321000000.0   \n",
       "\n",
       "             gross                company  runtime  \n",
       "5445  2.847246e+09  Twentieth Century Fox    162.0  \n",
       "7445  2.797501e+09         Marvel Studios    181.0  \n",
       "3045  2.201647e+09  Twentieth Century Fox    194.0  \n",
       "6663  2.069522e+09              Lucasfilm    138.0  \n",
       "7244  2.048360e+09         Marvel Studios    149.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# SORTING THE DATAFRAME \n",
    "\n",
    "df_02 = df.sort_values(by=['gross'],inplace=False, ascending=False)\n",
    "df_02.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c5bb2fa4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</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>5445</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2009</td>\n",
       "      <td>December 18, 2009 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Sam Worthington</td>\n",
       "      <td>United States</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2.847246e+09</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>162.0</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>2019</td>\n",
       "      <td>April 26, 2019 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>356000000.0</td>\n",
       "      <td>2.797501e+09</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>181.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1997</td>\n",
       "      <td>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>United States</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2.201647e+09</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.0</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>2015</td>\n",
       "      <td>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000.0</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Lawrence Kasdan</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "      <td>United States</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2.069522e+09</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>138.0</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>2018</td>\n",
       "      <td>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>321000000.0</td>\n",
       "      <td>2.048360e+09</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name rating   genre  year  \\\n",
       "5445                                      Avatar  PG-13  Action  2009   \n",
       "7445                           Avengers: Endgame  PG-13  Action  2019   \n",
       "3045                                     Titanic  PG-13   Drama  1997   \n",
       "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action  2015   \n",
       "7244                      Avengers: Infinity War  PG-13  Action  2018   \n",
       "\n",
       "                               released  score      votes       director  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
       "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \n",
       "6663  December 18, 2015 (United States)    7.8   876000.0    J.J. Abrams   \n",
       "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
       "\n",
       "                  writer               star        country       budget  \\\n",
       "5445       James Cameron    Sam Worthington  United States  237000000.0   \n",
       "7445  Christopher Markus  Robert Downey Jr.  United States  356000000.0   \n",
       "3045       James Cameron  Leonardo DiCaprio  United States  200000000.0   \n",
       "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000.0   \n",
       "7244  Christopher Markus  Robert Downey Jr.  United States  321000000.0   \n",
       "\n",
       "             gross                company  runtime  \n",
       "5445  2.847246e+09  Twentieth Century Fox    162.0  \n",
       "7445  2.797501e+09         Marvel Studios    181.0  \n",
       "3045  2.201647e+09  Twentieth Century Fox    194.0  \n",
       "6663  2.069522e+09              Lucasfilm    138.0  \n",
       "7244  2.048360e+09         Marvel Studios    149.0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DROPPING ALL THE DUPLICATE DATA\n",
    "\n",
    "df_03 = df_02.drop_duplicates()\n",
    "df_03.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "ee1e4ca6",
   "metadata": {
    "scrolled": false
   },
   "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": [
    "# HYPOTHESIS 1 = THE HIGHER THE BUDGET, HIGHER THE GROSS INCOME\n",
    "\n",
    "\n",
    "# Creating a scattered plot for initial understanding\n",
    "\n",
    "plt.scatter(x = df_03.budget, y = df_03.gross, color = 'lime')\n",
    "\n",
    "plt.title('GROSS VS BUDGET')\n",
    "plt.xlabel('MOVIE BUDGET (IN HUNDRED MILLIONS)')\n",
    "plt.ylabel('MOVIE GROSS INCOME (IN HUNDRED MILLIONS)')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7f64245a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='budget', ylabel='gross'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "# REGRESSION PLOT USING SEABORN\n",
    "\n",
    "sbn.regplot(x = df_03.budget, y = df_03.gross, data = df_03, scatter_kws = {'color': 'lime'}, line_kws = {'color': 'darkgreen'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2eb8ec4f",
   "metadata": {
    "scrolled": true
   },
   "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>0.097995</td>\n",
       "      <td>0.222945</td>\n",
       "      <td>0.329321</td>\n",
       "      <td>0.257486</td>\n",
       "      <td>0.120811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>0.097995</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.409182</td>\n",
       "      <td>0.076254</td>\n",
       "      <td>0.186258</td>\n",
       "      <td>0.399451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.222945</td>\n",
       "      <td>0.409182</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.442429</td>\n",
       "      <td>0.630757</td>\n",
       "      <td>0.309212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.329321</td>\n",
       "      <td>0.076254</td>\n",
       "      <td>0.442429</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.740395</td>\n",
       "      <td>0.320447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.257486</td>\n",
       "      <td>0.186258</td>\n",
       "      <td>0.630757</td>\n",
       "      <td>0.740395</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.245216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.120811</td>\n",
       "      <td>0.399451</td>\n",
       "      <td>0.309212</td>\n",
       "      <td>0.320447</td>\n",
       "      <td>0.245216</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  0.097995  0.222945  0.329321  0.257486  0.120811\n",
       "score    0.097995  1.000000  0.409182  0.076254  0.186258  0.399451\n",
       "votes    0.222945  0.409182  1.000000  0.442429  0.630757  0.309212\n",
       "budget   0.329321  0.076254  0.442429  1.000000  0.740395  0.320447\n",
       "gross    0.257486  0.186258  0.630757  0.740395  1.000000  0.245216\n",
       "runtime  0.120811  0.399451  0.309212  0.320447  0.245216  1.000000"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# EXPLORING DIFFERENT CORRELATION METHODS\n",
    "\n",
    "#pearson method\n",
    "df_corr = df_03.corr(method = 'pearson')\n",
    "df_corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "13905014",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>0.067652</td>\n",
       "      <td>0.331465</td>\n",
       "      <td>0.224120</td>\n",
       "      <td>0.200618</td>\n",
       "      <td>0.097184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>0.067652</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.300115</td>\n",
       "      <td>-0.000566</td>\n",
       "      <td>0.086046</td>\n",
       "      <td>0.283611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.331465</td>\n",
       "      <td>0.300115</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.353702</td>\n",
       "      <td>0.548899</td>\n",
       "      <td>0.198240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.224120</td>\n",
       "      <td>-0.000566</td>\n",
       "      <td>0.353702</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.512637</td>\n",
       "      <td>0.235483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.200618</td>\n",
       "      <td>0.086046</td>\n",
       "      <td>0.548899</td>\n",
       "      <td>0.512637</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.168933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.097184</td>\n",
       "      <td>0.283611</td>\n",
       "      <td>0.198240</td>\n",
       "      <td>0.235483</td>\n",
       "      <td>0.168933</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  0.067652  0.331465  0.224120  0.200618  0.097184\n",
       "score    0.067652  1.000000  0.300115 -0.000566  0.086046  0.283611\n",
       "votes    0.331465  0.300115  1.000000  0.353702  0.548899  0.198240\n",
       "budget   0.224120 -0.000566  0.353702  1.000000  0.512637  0.235483\n",
       "gross    0.200618  0.086046  0.548899  0.512637  1.000000  0.168933\n",
       "runtime  0.097184  0.283611  0.198240  0.235483  0.168933  1.000000"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#kendall method\n",
    "df_corr_02 = df_03.corr(method = 'kendall')\n",
    "df_corr_02"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "83a8d8bb",
   "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>0.057741</td>\n",
       "      <td>0.427623</td>\n",
       "      <td>0.312886</td>\n",
       "      <td>0.351045</td>\n",
       "      <td>0.095444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>0.057741</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.495409</td>\n",
       "      <td>-0.009971</td>\n",
       "      <td>0.183192</td>\n",
       "      <td>0.412155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.427623</td>\n",
       "      <td>0.495409</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.493461</td>\n",
       "      <td>0.745793</td>\n",
       "      <td>0.300621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.312886</td>\n",
       "      <td>-0.009971</td>\n",
       "      <td>0.493461</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.692958</td>\n",
       "      <td>0.330794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.351045</td>\n",
       "      <td>0.183192</td>\n",
       "      <td>0.745793</td>\n",
       "      <td>0.692958</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.257400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.095444</td>\n",
       "      <td>0.412155</td>\n",
       "      <td>0.300621</td>\n",
       "      <td>0.330794</td>\n",
       "      <td>0.257400</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  0.057741  0.427623  0.312886  0.351045  0.095444\n",
       "score    0.057741  1.000000  0.495409 -0.009971  0.183192  0.412155\n",
       "votes    0.427623  0.495409  1.000000  0.493461  0.745793  0.300621\n",
       "budget   0.312886 -0.009971  0.493461  1.000000  0.692958  0.330794\n",
       "gross    0.351045  0.183192  0.745793  0.692958  1.000000  0.257400\n",
       "runtime  0.095444  0.412155  0.300621  0.330794  0.257400  1.000000"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#spearman method\n",
    "df_corr_03 = df_03.corr(method = 'spearman')\n",
    "df_corr_03"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0c471c71",
   "metadata": {
    "scrolled": false
   },
   "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": [
    "#TESTING HYPOTHESIS 01 USING DIFFERENT METHODS OF CORRELATION\n",
    "\n",
    "sbn.heatmap(df_corr, annot=True)\n",
    "\n",
    "plt.title('CORRELATION BETWEEN MOVIE FEATURES (PEARSON METHOD)')\n",
    "plt.xlabel('MOVIE FACTORS')\n",
    "plt.ylabel('MOVIE FACTORS')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "41023f19",
   "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": [
    "sbn.heatmap(df_corr_02, annot=True)\n",
    "\n",
    "plt.title('CORRELATION BETWEEN MOVIE FEATURES (KENDALL METHOD)')\n",
    "plt.xlabel('MOVIE FACTORS')\n",
    "plt.ylabel('MOVIE FACTORS')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "21d00dc8",
   "metadata": {
    "scrolled": false
   },
   "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": [
    "sbn.heatmap(df_corr_03, annot=True)\n",
    "\n",
    "plt.title('CORRELATION BETWEEN MOVIE FEATURES (SPEARMAN METHOD)')\n",
    "plt.xlabel('MOVIE FACTORS')\n",
    "plt.ylabel('MOVIE FACTORS')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "98c462a6",
   "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>5445</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2009</td>\n",
       "      <td>December 18, 2009 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Sam Worthington</td>\n",
       "      <td>United States</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2.847246e+09</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>162.0</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>2019</td>\n",
       "      <td>April 26, 2019 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>356000000.0</td>\n",
       "      <td>2.797501e+09</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>181.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1997</td>\n",
       "      <td>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>United States</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2.201647e+09</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.0</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>2015</td>\n",
       "      <td>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000.0</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Lawrence Kasdan</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "      <td>United States</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2.069522e+09</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>138.0</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>2018</td>\n",
       "      <td>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>321000000.0</td>\n",
       "      <td>2.048360e+09</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name rating   genre  year  \\\n",
       "5445                                      Avatar  PG-13  Action  2009   \n",
       "7445                           Avengers: Endgame  PG-13  Action  2019   \n",
       "3045                                     Titanic  PG-13   Drama  1997   \n",
       "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action  2015   \n",
       "7244                      Avengers: Infinity War  PG-13  Action  2018   \n",
       "\n",
       "                               released  score      votes       director  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
       "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \n",
       "6663  December 18, 2015 (United States)    7.8   876000.0    J.J. Abrams   \n",
       "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
       "\n",
       "                  writer               star        country       budget  \\\n",
       "5445       James Cameron    Sam Worthington  United States  237000000.0   \n",
       "7445  Christopher Markus  Robert Downey Jr.  United States  356000000.0   \n",
       "3045       James Cameron  Leonardo DiCaprio  United States  200000000.0   \n",
       "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000.0   \n",
       "7244  Christopher Markus  Robert Downey Jr.  United States  321000000.0   \n",
       "\n",
       "             gross                company  runtime  \n",
       "5445  2.847246e+09  Twentieth Century Fox    162.0  \n",
       "7445  2.797501e+09         Marvel Studios    181.0  \n",
       "3045  2.201647e+09  Twentieth Century Fox    194.0  \n",
       "6663  2.069522e+09              Lucasfilm    138.0  \n",
       "7244  2.048360e+09         Marvel Studios    149.0  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_03.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5a03df22",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
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       "      <th>votes</th>\n",
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       "      <th>5445</th>\n",
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       "      <th>7445</th>\n",
       "      <td>535</td>\n",
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       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>183</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000.0</td>\n",
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       "      <td>743</td>\n",
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       "      <td>356000000.0</td>\n",
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       "      <td>1606</td>\n",
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       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>6896</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1997</td>\n",
       "      <td>704</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>1155</td>\n",
       "      <td>1778</td>\n",
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       "      <th>6663</th>\n",
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       "      <td>1540</td>\n",
       "      <td>138.0</td>\n",
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       "    <tr>\n",
       "      <th>7244</th>\n",
       "      <td>536</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>192</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>162</td>\n",
       "      <td>743</td>\n",
       "      <td>2241</td>\n",
       "      <td>55</td>\n",
       "      <td>321000000.0</td>\n",
       "      <td>2.048360e+09</td>\n",
       "      <td>1606</td>\n",
       "      <td>149.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      name  rating  genre  year  released  score      votes  director  writer  \\\n",
       "5445   533       5      0  2009       696    7.8  1100000.0      1155    1778   \n",
       "7445   535       5      0  2019       183    8.4   903000.0       162     743   \n",
       "3045  6896       5      6  1997       704    7.8  1100000.0      1155    1778   \n",
       "6663  5144       5      0  2015       698    7.8   876000.0      1125    2550   \n",
       "7244   536       5      0  2018       192    8.4   897000.0       162     743   \n",
       "\n",
       "      star  country       budget         gross  company  runtime  \n",
       "5445  2334       55  237000000.0  2.847246e+09     2253    162.0  \n",
       "7445  2241       55  356000000.0  2.797501e+09     1606    181.0  \n",
       "3045  1595       55  200000000.0  2.201647e+09     2253    194.0  \n",
       "6663   524       55  245000000.0  2.069522e+09     1540    138.0  \n",
       "7244  2241       55  321000000.0  2.048360e+09     1606    149.0  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# CATEGORIZING THE COLUMNS WITH OBJECT DATATYPE NUMERICALLY\n",
    "\n",
    "df_catg_num = df_03\n",
    "for col in df_catg_num.columns:\n",
    "    if (df_catg_num[col].dtype == 'object'):\n",
    "        df_catg_num[col] = df_catg_num[col].astype('category')\n",
    "        df_catg_num[col] = df_catg_num[col].cat.codes\n",
    "    \n",
    "df_catg_num.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "32586cfe",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "      <td>-0.008656</td>\n",
       "      <td>-0.027242</td>\n",
       "      <td>-0.070938</td>\n",
       "      <td>0.329321</td>\n",
       "      <td>0.257486</td>\n",
       "      <td>-0.010431</td>\n",
       "      <td>0.120811</td>\n",
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       "    <tr>\n",
       "      <th>released</th>\n",
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       "      <td>-0.001478</td>\n",
       "      <td>-0.002404</td>\n",
       "      <td>0.015777</td>\n",
       "      <td>-0.020427</td>\n",
       "      <td>0.014683</td>\n",
       "      <td>0.001659</td>\n",
       "      <td>-0.010474</td>\n",
       "      <td>0.000868</td>\n",
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       "    <tr>\n",
       "      <th>score</th>\n",
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       "      <td>-0.001314</td>\n",
       "      <td>0.027965</td>\n",
       "      <td>0.097995</td>\n",
       "      <td>0.042788</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.409182</td>\n",
       "      <td>0.009559</td>\n",
       "      <td>0.019416</td>\n",
       "      <td>-0.001609</td>\n",
       "      <td>-0.133348</td>\n",
       "      <td>0.076254</td>\n",
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       "      <td>0.001030</td>\n",
       "      <td>0.399451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.013088</td>\n",
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       "      <td>0.222945</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>0.000260</td>\n",
       "      <td>0.000892</td>\n",
       "      <td>-0.019282</td>\n",
       "      <td>0.073625</td>\n",
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       "      <th>director</th>\n",
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       "      <td>-0.020795</td>\n",
       "      <td>-0.001478</td>\n",
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       "      <td>0.000260</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>0.039234</td>\n",
       "      <td>0.017490</td>\n",
       "      <td>-0.012272</td>\n",
       "      <td>-0.014441</td>\n",
       "      <td>0.004404</td>\n",
       "      <td>0.017624</td>\n",
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       "    <tr>\n",
       "      <th>writer</th>\n",
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       "      <td>-0.002404</td>\n",
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       "      <td>0.000892</td>\n",
       "      <td>0.299067</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.027245</td>\n",
       "      <td>0.015343</td>\n",
       "      <td>-0.039451</td>\n",
       "      <td>-0.023519</td>\n",
       "      <td>0.005646</td>\n",
       "      <td>-0.003511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>star</th>\n",
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       "      <td>0.013405</td>\n",
       "      <td>-0.005477</td>\n",
       "      <td>-0.027242</td>\n",
       "      <td>0.015777</td>\n",
       "      <td>-0.001609</td>\n",
       "      <td>-0.019282</td>\n",
       "      <td>0.039234</td>\n",
       "      <td>0.027245</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.012998</td>\n",
       "      <td>-0.019589</td>\n",
       "      <td>-0.002717</td>\n",
       "      <td>0.012442</td>\n",
       "      <td>0.010174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
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       "      <td>0.081244</td>\n",
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       "      <td>-0.012998</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>0.092129</td>\n",
       "      <td>0.095548</td>\n",
       "      <td>-0.078412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.023970</td>\n",
       "      <td>-0.176002</td>\n",
       "      <td>-0.356564</td>\n",
       "      <td>0.329321</td>\n",
       "      <td>0.014683</td>\n",
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       "      <td>0.442429</td>\n",
       "      <td>-0.012272</td>\n",
       "      <td>-0.039451</td>\n",
       "      <td>-0.019589</td>\n",
       "      <td>0.054063</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.740395</td>\n",
       "      <td>0.173214</td>\n",
       "      <td>0.320447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.005533</td>\n",
       "      <td>-0.107339</td>\n",
       "      <td>-0.235650</td>\n",
       "      <td>0.257486</td>\n",
       "      <td>0.001659</td>\n",
       "      <td>0.186258</td>\n",
       "      <td>0.630757</td>\n",
       "      <td>-0.014441</td>\n",
       "      <td>-0.023519</td>\n",
       "      <td>-0.002717</td>\n",
       "      <td>0.092129</td>\n",
       "      <td>0.740395</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.154840</td>\n",
       "      <td>0.245216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>company</th>\n",
       "      <td>0.009211</td>\n",
       "      <td>-0.032943</td>\n",
       "      <td>-0.071067</td>\n",
       "      <td>-0.010431</td>\n",
       "      <td>-0.010474</td>\n",
       "      <td>0.001030</td>\n",
       "      <td>0.133204</td>\n",
       "      <td>0.004404</td>\n",
       "      <td>0.005646</td>\n",
       "      <td>0.012442</td>\n",
       "      <td>0.095548</td>\n",
       "      <td>0.173214</td>\n",
       "      <td>0.154840</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.034402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.010392</td>\n",
       "      <td>0.062145</td>\n",
       "      <td>-0.052711</td>\n",
       "      <td>0.120811</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.399451</td>\n",
       "      <td>0.309212</td>\n",
       "      <td>0.017624</td>\n",
       "      <td>-0.003511</td>\n",
       "      <td>0.010174</td>\n",
       "      <td>-0.078412</td>\n",
       "      <td>0.320447</td>\n",
       "      <td>0.245216</td>\n",
       "      <td>0.034402</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              name    rating     genre      year  released     score  \\\n",
       "name      1.000000 -0.008069  0.016355  0.011453 -0.011311  0.017097   \n",
       "rating   -0.008069  1.000000  0.072423  0.008779  0.016613 -0.001314   \n",
       "genre     0.016355  0.072423  1.000000 -0.081261  0.029822  0.027965   \n",
       "year      0.011453  0.008779 -0.081261  1.000000 -0.000695  0.097995   \n",
       "released -0.011311  0.016613  0.029822 -0.000695  1.000000  0.042788   \n",
       "score     0.017097 -0.001314  0.027965  0.097995  0.042788  1.000000   \n",
       "votes     0.013088  0.033225 -0.145307  0.222945  0.016097  0.409182   \n",
       "director  0.009079  0.019483 -0.015258 -0.020795 -0.001478  0.009559   \n",
       "writer    0.009081 -0.005921  0.006567 -0.008656 -0.002404  0.019416   \n",
       "star      0.006472  0.013405 -0.005477 -0.027242  0.015777 -0.001609   \n",
       "country  -0.010737  0.081244 -0.037615 -0.070938 -0.020427 -0.133348   \n",
       "budget    0.023970 -0.176002 -0.356564  0.329321  0.014683  0.076254   \n",
       "gross     0.005533 -0.107339 -0.235650  0.257486  0.001659  0.186258   \n",
       "company   0.009211 -0.032943 -0.071067 -0.010431 -0.010474  0.001030   \n",
       "runtime   0.010392  0.062145 -0.052711  0.120811  0.000868  0.399451   \n",
       "\n",
       "             votes  director    writer      star   country    budget  \\\n",
       "name      0.013088  0.009079  0.009081  0.006472 -0.010737  0.023970   \n",
       "rating    0.033225  0.019483 -0.005921  0.013405  0.081244 -0.176002   \n",
       "genre    -0.145307 -0.015258  0.006567 -0.005477 -0.037615 -0.356564   \n",
       "year      0.222945 -0.020795 -0.008656 -0.027242 -0.070938  0.329321   \n",
       "released  0.016097 -0.001478 -0.002404  0.015777 -0.020427  0.014683   \n",
       "score     0.409182  0.009559  0.019416 -0.001609 -0.133348  0.076254   \n",
       "votes     1.000000  0.000260  0.000892 -0.019282  0.073625  0.442429   \n",
       "director  0.000260  1.000000  0.299067  0.039234  0.017490 -0.012272   \n",
       "writer    0.000892  0.299067  1.000000  0.027245  0.015343 -0.039451   \n",
       "star     -0.019282  0.039234  0.027245  1.000000 -0.012998 -0.019589   \n",
       "country   0.073625  0.017490  0.015343 -0.012998  1.000000  0.054063   \n",
       "budget    0.442429 -0.012272 -0.039451 -0.019589  0.054063  1.000000   \n",
       "gross     0.630757 -0.014441 -0.023519 -0.002717  0.092129  0.740395   \n",
       "company   0.133204  0.004404  0.005646  0.012442  0.095548  0.173214   \n",
       "runtime   0.309212  0.017624 -0.003511  0.010174 -0.078412  0.320447   \n",
       "\n",
       "             gross   company   runtime  \n",
       "name      0.005533  0.009211  0.010392  \n",
       "rating   -0.107339 -0.032943  0.062145  \n",
       "genre    -0.235650 -0.071067 -0.052711  \n",
       "year      0.257486 -0.010431  0.120811  \n",
       "released  0.001659 -0.010474  0.000868  \n",
       "score     0.186258  0.001030  0.399451  \n",
       "votes     0.630757  0.133204  0.309212  \n",
       "director -0.014441  0.004404  0.017624  \n",
       "writer   -0.023519  0.005646 -0.003511  \n",
       "star     -0.002717  0.012442  0.010174  \n",
       "country   0.092129  0.095548 -0.078412  \n",
       "budget    0.740395  0.173214  0.320447  \n",
       "gross     1.000000  0.154840  0.245216  \n",
       "company   0.154840  1.000000  0.034402  \n",
       "runtime   0.245216  0.034402  1.000000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# CORRELATION BETWEEN ALL MOVIE FACTORS\n",
    "df_catg_num_corr = df_catg_num.corr(method = 'pearson')\n",
    "df_catg_num_corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ce437a3a",
   "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": [
    "###CORRELATION BETWEEN ALL MOVIE FACTORS WITH THE HEATMAP\n",
    "\n",
    "df_catg_num_corr = df_catg_num.corr(method = 'pearson')\n",
    "\n",
    "sbn.heatmap(df_catg_num_corr, annot=True)\n",
    "\n",
    "plt.title('CORRELATION BETWEEN MOVIE FEATURES (PEARSON METHOD)')\n",
    "plt.xlabel('MOVIE FACTORS')\n",
    "plt.ylabel('MOVIE FACTORS')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5841faa1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name     name        1.000000\n",
       "         rating     -0.008069\n",
       "         genre       0.016355\n",
       "         year        0.011453\n",
       "         released   -0.011311\n",
       "                       ...   \n",
       "runtime  country    -0.078412\n",
       "         budget      0.320447\n",
       "         gross       0.245216\n",
       "         company     0.034402\n",
       "         runtime     1.000000\n",
       "Length: 225, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# FOR BETTER UNDERSTANDING THE CORRELATION\n",
    "\n",
    "df_catg_num_corr.unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "15a670e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              name    rating     genre      year  released     score  \\\n",
      "released -0.011311  0.016613  0.029822 -0.000695  1.000000  0.042788   \n",
      "country  -0.010737  0.081244 -0.037615 -0.070938 -0.020427 -0.133348   \n",
      "rating   -0.008069  1.000000  0.072423  0.008779  0.016613 -0.001314   \n",
      "gross     0.005533 -0.107339 -0.235650  0.257486  0.001659  0.186258   \n",
      "star      0.006472  0.013405 -0.005477 -0.027242  0.015777 -0.001609   \n",
      "director  0.009079  0.019483 -0.015258 -0.020795 -0.001478  0.009559   \n",
      "writer    0.009081 -0.005921  0.006567 -0.008656 -0.002404  0.019416   \n",
      "company   0.009211 -0.032943 -0.071067 -0.010431 -0.010474  0.001030   \n",
      "runtime   0.010392  0.062145 -0.052711  0.120811  0.000868  0.399451   \n",
      "year      0.011453  0.008779 -0.081261  1.000000 -0.000695  0.097995   \n",
      "votes     0.013088  0.033225 -0.145307  0.222945  0.016097  0.409182   \n",
      "genre     0.016355  0.072423  1.000000 -0.081261  0.029822  0.027965   \n",
      "score     0.017097 -0.001314  0.027965  0.097995  0.042788  1.000000   \n",
      "budget    0.023970 -0.176002 -0.356564  0.329321  0.014683  0.076254   \n",
      "name      1.000000 -0.008069  0.016355  0.011453 -0.011311  0.017097   \n",
      "\n",
      "             votes  director    writer      star   country    budget  \\\n",
      "released  0.016097 -0.001478 -0.002404  0.015777 -0.020427  0.014683   \n",
      "country   0.073625  0.017490  0.015343 -0.012998  1.000000  0.054063   \n",
      "rating    0.033225  0.019483 -0.005921  0.013405  0.081244 -0.176002   \n",
      "gross     0.630757 -0.014441 -0.023519 -0.002717  0.092129  0.740395   \n",
      "star     -0.019282  0.039234  0.027245  1.000000 -0.012998 -0.019589   \n",
      "director  0.000260  1.000000  0.299067  0.039234  0.017490 -0.012272   \n",
      "writer    0.000892  0.299067  1.000000  0.027245  0.015343 -0.039451   \n",
      "company   0.133204  0.004404  0.005646  0.012442  0.095548  0.173214   \n",
      "runtime   0.309212  0.017624 -0.003511  0.010174 -0.078412  0.320447   \n",
      "year      0.222945 -0.020795 -0.008656 -0.027242 -0.070938  0.329321   \n",
      "votes     1.000000  0.000260  0.000892 -0.019282  0.073625  0.442429   \n",
      "genre    -0.145307 -0.015258  0.006567 -0.005477 -0.037615 -0.356564   \n",
      "score     0.409182  0.009559  0.019416 -0.001609 -0.133348  0.076254   \n",
      "budget    0.442429 -0.012272 -0.039451 -0.019589  0.054063  1.000000   \n",
      "name      0.013088  0.009079  0.009081  0.006472 -0.010737  0.023970   \n",
      "\n",
      "             gross   company   runtime  \n",
      "released  0.001659 -0.010474  0.000868  \n",
      "country   0.092129  0.095548 -0.078412  \n",
      "rating   -0.107339 -0.032943  0.062145  \n",
      "gross     1.000000  0.154840  0.245216  \n",
      "star     -0.002717  0.012442  0.010174  \n",
      "director -0.014441  0.004404  0.017624  \n",
      "writer   -0.023519  0.005646 -0.003511  \n",
      "company   0.154840  1.000000  0.034402  \n",
      "runtime   0.245216  0.034402  1.000000  \n",
      "year      0.257486 -0.010431  0.120811  \n",
      "votes     0.630757  0.133204  0.309212  \n",
      "genre    -0.235650 -0.071067 -0.052711  \n",
      "score     0.186258  0.001030  0.399451  \n",
      "budget    0.740395  0.173214  0.320447  \n",
      "name      0.005533  0.009211  0.010392  \n"
     ]
    }
   ],
   "source": [
    "# SORTING THE DATA\n",
    "\n",
    "df_catg_num_corr_sorted = df_catg_num_corr.sort_values(by=['name'])\n",
    "print (df_catg_num_corr_sorted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c36351f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          name  rating  genre  year  released  score     votes  director  \\\n",
      "released   NaN     NaN    NaN   NaN       1.0    NaN       NaN       NaN   \n",
      "country    NaN     NaN    NaN   NaN       NaN    NaN       NaN       NaN   \n",
      "rating     NaN     1.0    NaN   NaN       NaN    NaN       NaN       NaN   \n",
      "gross      NaN     NaN    NaN   NaN       NaN    NaN  0.630757       NaN   \n",
      "star       NaN     NaN    NaN   NaN       NaN    NaN       NaN       NaN   \n",
      "director   NaN     NaN    NaN   NaN       NaN    NaN       NaN       1.0   \n",
      "writer     NaN     NaN    NaN   NaN       NaN    NaN       NaN       NaN   \n",
      "company    NaN     NaN    NaN   NaN       NaN    NaN       NaN       NaN   \n",
      "runtime    NaN     NaN    NaN   NaN       NaN    NaN       NaN       NaN   \n",
      "year       NaN     NaN    NaN   1.0       NaN    NaN       NaN       NaN   \n",
      "votes      NaN     NaN    NaN   NaN       NaN    NaN  1.000000       NaN   \n",
      "genre      NaN     NaN    1.0   NaN       NaN    NaN       NaN       NaN   \n",
      "score      NaN     NaN    NaN   NaN       NaN    1.0       NaN       NaN   \n",
      "budget     NaN     NaN    NaN   NaN       NaN    NaN       NaN       NaN   \n",
      "name       1.0     NaN    NaN   NaN       NaN    NaN       NaN       NaN   \n",
      "\n",
      "          writer  star  country    budget     gross  company  runtime  \n",
      "released     NaN   NaN      NaN       NaN       NaN      NaN      NaN  \n",
      "country      NaN   NaN      1.0       NaN       NaN      NaN      NaN  \n",
      "rating       NaN   NaN      NaN       NaN       NaN      NaN      NaN  \n",
      "gross        NaN   NaN      NaN  0.740395  1.000000      NaN      NaN  \n",
      "star         NaN   1.0      NaN       NaN       NaN      NaN      NaN  \n",
      "director     NaN   NaN      NaN       NaN       NaN      NaN      NaN  \n",
      "writer       1.0   NaN      NaN       NaN       NaN      NaN      NaN  \n",
      "company      NaN   NaN      NaN       NaN       NaN      1.0      NaN  \n",
      "runtime      NaN   NaN      NaN       NaN       NaN      NaN      1.0  \n",
      "year         NaN   NaN      NaN       NaN       NaN      NaN      NaN  \n",
      "votes        NaN   NaN      NaN       NaN  0.630757      NaN      NaN  \n",
      "genre        NaN   NaN      NaN       NaN       NaN      NaN      NaN  \n",
      "score        NaN   NaN      NaN       NaN       NaN      NaN      NaN  \n",
      "budget       NaN   NaN      NaN  1.000000  0.740395      NaN      NaN  \n",
      "name         NaN   NaN      NaN       NaN       NaN      NaN      NaN  \n"
     ]
    }
   ],
   "source": [
    "# CORRELATION MORE THAN 0.3\n",
    "\n",
    "print(df_catg_num_corr_sorted[abs(df_catg_num_corr_sorted) > 0.5])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "288f5ecb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "company\n",
       "Warner Bros.             56491421806\n",
       "Universal Pictures       52514188890\n",
       "Columbia Pictures        43008941346\n",
       "Paramount Pictures       40493607415\n",
       "Twentieth Century Fox    40257053857\n",
       "Walt Disney Pictures     36327887792\n",
       "New Line Cinema          19883797684\n",
       "Marvel Studios           15065592411\n",
       "DreamWorks Animation     11873612858\n",
       "Touchstone Pictures      11795832638\n",
       "Name: gross, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# TOP 10 COMPANIES BY GROSS\n",
    "\n",
    "company_gross_sum = df.groupby('company')[\"gross\"].sum().sort_values(ascending = False).astype('int64')[:10]\n",
    "company_gross_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c7c1501e",
   "metadata": {
    "scrolled": true
   },
   "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></th>\n",
       "      <th>gross</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>company</th>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Clubhouse Pictures (II)</th>\n",
       "      <th>2020</th>\n",
       "      <td>201858461.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beijing Diqi Yinxiang Entertainment</th>\n",
       "      <th>2020</th>\n",
       "      <td>461421559.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Columbia Pictures</th>\n",
       "      <th>2020</th>\n",
       "      <td>426505244.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20th Century Studios</th>\n",
       "      <th>2020</th>\n",
       "      <td>111105497.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Walt Disney Pictures</th>\n",
       "      <th>2020</th>\n",
       "      <td>141950608.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Roxwell Films</th>\n",
       "      <th>2020</th>\n",
       "      <td>13266.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Notis Studio</th>\n",
       "      <th>2020</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beijing Enlight Pictures</th>\n",
       "      <th>2020</th>\n",
       "      <td>240663149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Embi Productions</th>\n",
       "      <th>2020</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Paramount Pictures</th>\n",
       "      <th>2020</th>\n",
       "      <td>319715683.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                gross\n",
       "company                             year             \n",
       "Clubhouse Pictures (II)             2020  201858461.0\n",
       "Beijing Diqi Yinxiang Entertainment 2020  461421559.0\n",
       "Columbia Pictures                   2020  426505244.0\n",
       "20th Century Studios                2020  111105497.0\n",
       "Walt Disney Pictures                2020  141950608.0\n",
       "Roxwell Films                       2020      13266.0\n",
       "Notis Studio                        2020          0.0\n",
       "Beijing Enlight Pictures            2020  240663149.0\n",
       "Embi Productions                    2020          0.0\n",
       "Paramount Pictures                  2020  319715683.0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# TOP 10 COMPANIES BY GROSS in 2020\n",
    "\n",
    "company_gross_sum_yr = df.groupby(['company', 'year'])[[\"gross\"]].sum().sort_values(by = 'year', ascending = False)[:10]\n",
    "company_gross_sum_yr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "17c68b08",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e0874c76",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b34dde52",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0922f32d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bc642d94",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c90b3af",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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