Movie Recommendation System.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies=pd.read_csv('movie_metadata.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['color', 'director_name', 'num_critic_for_reviews', 'duration',\n",
       "       'director_facebook_likes', 'actor_3_facebook_likes', 'actor_2_name',\n",
       "       'actor_1_facebook_likes', 'gross', 'genres', 'actor_1_name',\n",
       "       'movie_title', 'num_voted_users', 'cast_total_facebook_likes',\n",
       "       'actor_3_name', 'facenumber_in_poster', 'plot_keywords',\n",
       "       'movie_imdb_link', 'num_user_for_reviews', 'language', 'country',\n",
       "       'content_rating', 'budget', 'title_year', 'actor_2_facebook_likes',\n",
       "       'imdb_score', 'aspect_ratio', 'movie_facebook_likes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>color</th>\n",
       "      <th>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>duration</th>\n",
       "      <th>director_facebook_likes</th>\n",
       "      <th>actor_3_facebook_likes</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_1_facebook_likes</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>...</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>country</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>actor_2_facebook_likes</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>aspect_ratio</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>760505847.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>936.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1.78</td>\n",
       "      <td>33000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>302.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>602.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>994.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>85000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Color</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>813.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>5038</th>\n",
       "      <td>Color</td>\n",
       "      <td>Scott Smith</td>\n",
       "      <td>1.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>Daphne Zuniga</td>\n",
       "      <td>637.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Canada</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5039</th>\n",
       "      <td>Color</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>319.0</td>\n",
       "      <td>Valorie Curry</td>\n",
       "      <td>841.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>359.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>TV-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>593.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>16.00</td>\n",
       "      <td>32000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5040</th>\n",
       "      <td>Color</td>\n",
       "      <td>Benjamin Roberds</td>\n",
       "      <td>13.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maxwell Moody</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5041</th>\n",
       "      <td>Color</td>\n",
       "      <td>Daniel Hsia</td>\n",
       "      <td>14.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>489.0</td>\n",
       "      <td>Daniel Henney</td>\n",
       "      <td>946.0</td>\n",
       "      <td>10443.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>719.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>43.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "      <td>86.0</td>\n",
       "      <td>85222.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>456</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5043 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      color      director_name  num_critic_for_reviews  duration  \\\n",
       "0     Color      James Cameron                   723.0     178.0   \n",
       "1     Color     Gore Verbinski                   302.0     169.0   \n",
       "2     Color         Sam Mendes                   602.0     148.0   \n",
       "3     Color  Christopher Nolan                   813.0     164.0   \n",
       "4       NaN        Doug Walker                     NaN       NaN   \n",
       "...     ...                ...                     ...       ...   \n",
       "5038  Color        Scott Smith                     1.0      87.0   \n",
       "5039  Color                NaN                    43.0      43.0   \n",
       "5040  Color   Benjamin Roberds                    13.0      76.0   \n",
       "5041  Color        Daniel Hsia                    14.0     100.0   \n",
       "5042  Color           Jon Gunn                    43.0      90.0   \n",
       "\n",
       "      director_facebook_likes  actor_3_facebook_likes      actor_2_name  \\\n",
       "0                         0.0                   855.0  Joel David Moore   \n",
       "1                       563.0                  1000.0     Orlando Bloom   \n",
       "2                         0.0                   161.0      Rory Kinnear   \n",
       "3                     22000.0                 23000.0    Christian Bale   \n",
       "4                       131.0                     NaN        Rob Walker   \n",
       "...                       ...                     ...               ...   \n",
       "5038                      2.0                   318.0     Daphne Zuniga   \n",
       "5039                      NaN                   319.0     Valorie Curry   \n",
       "5040                      0.0                     0.0     Maxwell Moody   \n",
       "5041                      0.0                   489.0     Daniel Henney   \n",
       "5042                     16.0                    16.0  Brian Herzlinger   \n",
       "\n",
       "      actor_1_facebook_likes        gross                           genres  \\\n",
       "0                     1000.0  760505847.0  Action|Adventure|Fantasy|Sci-Fi   \n",
       "1                    40000.0  309404152.0         Action|Adventure|Fantasy   \n",
       "2                    11000.0  200074175.0        Action|Adventure|Thriller   \n",
       "3                    27000.0  448130642.0                  Action|Thriller   \n",
       "4                      131.0          NaN                      Documentary   \n",
       "...                      ...          ...                              ...   \n",
       "5038                   637.0          NaN                     Comedy|Drama   \n",
       "5039                   841.0          NaN     Crime|Drama|Mystery|Thriller   \n",
       "5040                     0.0          NaN            Drama|Horror|Thriller   \n",
       "5041                   946.0      10443.0             Comedy|Drama|Romance   \n",
       "5042                    86.0      85222.0                      Documentary   \n",
       "\n",
       "      ... num_user_for_reviews language  country  content_rating       budget  \\\n",
       "0     ...               3054.0  English      USA           PG-13  237000000.0   \n",
       "1     ...               1238.0  English      USA           PG-13  300000000.0   \n",
       "2     ...                994.0  English       UK           PG-13  245000000.0   \n",
       "3     ...               2701.0  English      USA           PG-13  250000000.0   \n",
       "4     ...                  NaN      NaN      NaN             NaN          NaN   \n",
       "...   ...                  ...      ...      ...             ...          ...   \n",
       "5038  ...                  6.0  English   Canada             NaN          NaN   \n",
       "5039  ...                359.0  English      USA           TV-14          NaN   \n",
       "5040  ...                  3.0  English      USA             NaN       1400.0   \n",
       "5041  ...                  9.0  English      USA           PG-13          NaN   \n",
       "5042  ...                 84.0  English      USA              PG       1100.0   \n",
       "\n",
       "      title_year actor_2_facebook_likes imdb_score  aspect_ratio  \\\n",
       "0         2009.0                  936.0        7.9          1.78   \n",
       "1         2007.0                 5000.0        7.1          2.35   \n",
       "2         2015.0                  393.0        6.8          2.35   \n",
       "3         2012.0                23000.0        8.5          2.35   \n",
       "4            NaN                   12.0        7.1           NaN   \n",
       "...          ...                    ...        ...           ...   \n",
       "5038      2013.0                  470.0        7.7           NaN   \n",
       "5039         NaN                  593.0        7.5         16.00   \n",
       "5040      2013.0                    0.0        6.3           NaN   \n",
       "5041      2012.0                  719.0        6.3          2.35   \n",
       "5042      2004.0                   23.0        6.6          1.85   \n",
       "\n",
       "     movie_facebook_likes  \n",
       "0                   33000  \n",
       "1                       0  \n",
       "2                   85000  \n",
       "3                  164000  \n",
       "4                       0  \n",
       "...                   ...  \n",
       "5038                   84  \n",
       "5039                32000  \n",
       "5040                   16  \n",
       "5041                  660  \n",
       "5042                  456  \n",
       "\n",
       "[5043 rows x 28 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "color                         19\n",
       "director_name                104\n",
       "num_critic_for_reviews        50\n",
       "duration                      15\n",
       "director_facebook_likes      104\n",
       "actor_3_facebook_likes        23\n",
       "actor_2_name                  13\n",
       "actor_1_facebook_likes         7\n",
       "gross                        884\n",
       "genres                         0\n",
       "actor_1_name                   7\n",
       "movie_title                    0\n",
       "num_voted_users                0\n",
       "cast_total_facebook_likes      0\n",
       "actor_3_name                  23\n",
       "facenumber_in_poster          13\n",
       "plot_keywords                153\n",
       "movie_imdb_link                0\n",
       "num_user_for_reviews          21\n",
       "language                      12\n",
       "country                        5\n",
       "content_rating               303\n",
       "budget                       492\n",
       "title_year                   108\n",
       "actor_2_facebook_likes        13\n",
       "imdb_score                     0\n",
       "aspect_ratio                 329\n",
       "movie_facebook_likes           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>color</th>\n",
       "      <th>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
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       "      <th>director_facebook_likes</th>\n",
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       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>actor_2_facebook_likes</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>aspect_ratio</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>760505847.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>936.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1.78</td>\n",
       "      <td>33000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>302.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>602.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>994.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>85000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Color</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>813.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>462.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>475.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>Samantha Morton</td>\n",
       "      <td>640.0</td>\n",
       "      <td>73058679.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>738.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>263700000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>632.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5026</th>\n",
       "      <td>Color</td>\n",
       "      <td>Olivier Assayas</td>\n",
       "      <td>81.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Béatrice Dalle</td>\n",
       "      <td>576.0</td>\n",
       "      <td>136007.0</td>\n",
       "      <td>Drama|Music|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>39.0</td>\n",
       "      <td>French</td>\n",
       "      <td>France</td>\n",
       "      <td>R</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5027</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jafar Panahi</td>\n",
       "      <td>64.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Nargess Mamizadeh</td>\n",
       "      <td>5.0</td>\n",
       "      <td>673780.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Persian</td>\n",
       "      <td>Iran</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.85</td>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>Color</td>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>143.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>David Sullivan</td>\n",
       "      <td>291.0</td>\n",
       "      <td>424760.0</td>\n",
       "      <td>Drama|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>371.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>19000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035</th>\n",
       "      <td>Color</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>56.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Peter Marquardt</td>\n",
       "      <td>121.0</td>\n",
       "      <td>2040920.0</td>\n",
       "      <td>Action|Crime|Drama|Romance|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>43.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "      <td>86.0</td>\n",
       "      <td>85222.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>456</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3756 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      color      director_name  num_critic_for_reviews  duration  \\\n",
       "0     Color      James Cameron                   723.0     178.0   \n",
       "1     Color     Gore Verbinski                   302.0     169.0   \n",
       "2     Color         Sam Mendes                   602.0     148.0   \n",
       "3     Color  Christopher Nolan                   813.0     164.0   \n",
       "5     Color     Andrew Stanton                   462.0     132.0   \n",
       "...     ...                ...                     ...       ...   \n",
       "5026  Color    Olivier Assayas                    81.0     110.0   \n",
       "5027  Color       Jafar Panahi                    64.0      90.0   \n",
       "5033  Color      Shane Carruth                   143.0      77.0   \n",
       "5035  Color   Robert Rodriguez                    56.0      81.0   \n",
       "5042  Color           Jon Gunn                    43.0      90.0   \n",
       "\n",
       "      director_facebook_likes  actor_3_facebook_likes       actor_2_name  \\\n",
       "0                         0.0                   855.0   Joel David Moore   \n",
       "1                       563.0                  1000.0      Orlando Bloom   \n",
       "2                         0.0                   161.0       Rory Kinnear   \n",
       "3                     22000.0                 23000.0     Christian Bale   \n",
       "5                       475.0                   530.0    Samantha Morton   \n",
       "...                       ...                     ...                ...   \n",
       "5026                    107.0                    45.0     Béatrice Dalle   \n",
       "5027                    397.0                     0.0  Nargess Mamizadeh   \n",
       "5033                    291.0                     8.0     David Sullivan   \n",
       "5035                      0.0                     6.0    Peter Marquardt   \n",
       "5042                     16.0                    16.0   Brian Herzlinger   \n",
       "\n",
       "      actor_1_facebook_likes        gross  \\\n",
       "0                     1000.0  760505847.0   \n",
       "1                    40000.0  309404152.0   \n",
       "2                    11000.0  200074175.0   \n",
       "3                    27000.0  448130642.0   \n",
       "5                      640.0   73058679.0   \n",
       "...                      ...          ...   \n",
       "5026                   576.0     136007.0   \n",
       "5027                     5.0     673780.0   \n",
       "5033                   291.0     424760.0   \n",
       "5035                   121.0    2040920.0   \n",
       "5042                    86.0      85222.0   \n",
       "\n",
       "                                   genres  ... num_user_for_reviews language  \\\n",
       "0         Action|Adventure|Fantasy|Sci-Fi  ...               3054.0  English   \n",
       "1                Action|Adventure|Fantasy  ...               1238.0  English   \n",
       "2               Action|Adventure|Thriller  ...                994.0  English   \n",
       "3                         Action|Thriller  ...               2701.0  English   \n",
       "5                 Action|Adventure|Sci-Fi  ...                738.0  English   \n",
       "...                                   ...  ...                  ...      ...   \n",
       "5026                  Drama|Music|Romance  ...                 39.0   French   \n",
       "5027                                Drama  ...                 26.0  Persian   \n",
       "5033                Drama|Sci-Fi|Thriller  ...                371.0  English   \n",
       "5035  Action|Crime|Drama|Romance|Thriller  ...                130.0  Spanish   \n",
       "5042                          Documentary  ...                 84.0  English   \n",
       "\n",
       "      country  content_rating       budget  title_year actor_2_facebook_likes  \\\n",
       "0         USA           PG-13  237000000.0      2009.0                  936.0   \n",
       "1         USA           PG-13  300000000.0      2007.0                 5000.0   \n",
       "2          UK           PG-13  245000000.0      2015.0                  393.0   \n",
       "3         USA           PG-13  250000000.0      2012.0                23000.0   \n",
       "5         USA           PG-13  263700000.0      2012.0                  632.0   \n",
       "...       ...             ...          ...         ...                    ...   \n",
       "5026   France               R       4500.0      2004.0                  133.0   \n",
       "5027     Iran       Not Rated      10000.0      2000.0                    0.0   \n",
       "5033      USA           PG-13       7000.0      2004.0                   45.0   \n",
       "5035      USA               R       7000.0      1992.0                   20.0   \n",
       "5042      USA              PG       1100.0      2004.0                   23.0   \n",
       "\n",
       "     imdb_score  aspect_ratio movie_facebook_likes  \n",
       "0           7.9          1.78                33000  \n",
       "1           7.1          2.35                    0  \n",
       "2           6.8          2.35                85000  \n",
       "3           8.5          2.35               164000  \n",
       "5           6.6          2.35                24000  \n",
       "...         ...           ...                  ...  \n",
       "5026        6.9          2.35                  171  \n",
       "5027        7.5          1.85                  697  \n",
       "5033        7.0          1.85                19000  \n",
       "5035        6.9          1.37                    0  \n",
       "5042        6.6          1.85                  456  \n",
       "\n",
       "[3756 rows x 28 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies=movies.dropna()\n",
    "movies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top 200 Movies based on IMDB and No. of Reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_movies = movies.sort_values(by=['imdb_score', 'num_user_for_reviews'], ascending=[False, False])\n",
    "\n",
    "top_200_movies = sorted_movies.head(200)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_title</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1937</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>9.3</td>\n",
       "      <td>4144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3466</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>9.2</td>\n",
       "      <td>2238.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4667.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2837</th>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>9.0</td>\n",
       "      <td>650.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>8.9</td>\n",
       "      <td>3189.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3287</th>\n",
       "      <td>Sicko</td>\n",
       "      <td>8.0</td>\n",
       "      <td>429.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3179</th>\n",
       "      <td>The Straight Story</td>\n",
       "      <td>8.0</td>\n",
       "      <td>414.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3359</th>\n",
       "      <td>The Sound of Music</td>\n",
       "      <td>8.0</td>\n",
       "      <td>406.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2356</th>\n",
       "      <td>Dances with Wolves</td>\n",
       "      <td>8.0</td>\n",
       "      <td>382.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3714</th>\n",
       "      <td>Dallas Buyers Club</td>\n",
       "      <td>8.0</td>\n",
       "      <td>340.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         movie_title  imdb_score  \\\n",
       "1937                       The Shawshank Redemption          9.3   \n",
       "3466                                  The Godfather          9.2   \n",
       "66                                  The Dark Knight          9.0   \n",
       "2837                         The Godfather: Part II          9.0   \n",
       "339   The Lord of the Rings: The Return of the King          8.9   \n",
       "...                                              ...         ...   \n",
       "3287                                          Sicko          8.0   \n",
       "3179                             The Straight Story          8.0   \n",
       "3359                             The Sound of Music          8.0   \n",
       "2356                             Dances with Wolves          8.0   \n",
       "3714                             Dallas Buyers Club          8.0   \n",
       "\n",
       "      num_user_for_reviews  \n",
       "1937                4144.0  \n",
       "3466                2238.0  \n",
       "66                  4667.0  \n",
       "2837                 650.0  \n",
       "339                 3189.0  \n",
       "...                    ...  \n",
       "3287                 429.0  \n",
       "3179                 414.0  \n",
       "3359                 406.0  \n",
       "2356                 382.0  \n",
       "3714                 340.0  \n",
       "\n",
       "[200 rows x 3 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_200_movies[['movie_title', 'imdb_score', 'num_user_for_reviews']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_200_movies=top_200_movies.head(20)\n",
    "# Create a scatter plot with IMDb score on the x-axis and number of user reviews on the y-axis\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.scatterplot(x='imdb_score', y='num_user_for_reviews', data=top_200_movies, hue='movie_title', palette='viridis', size='num_user_for_reviews', sizes=(20, 350))\n",
    "\n",
    "# Set plot labels and title\n",
    "plt.title('Top 200 Movies Based on IMDb Score and Number of Reviews')\n",
    "plt.xlabel('IMDb Score')\n",
    "plt.ylabel('Number of User Reviews')\n",
    "\n",
    "# Display the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top Foreign Movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['USA', 'UK', 'New Zealand', 'Canada', 'Australia', 'Germany',\n",
       "       'China', 'New Line', 'France', 'Japan', 'Spain', 'Hong Kong',\n",
       "       'Czech Republic', 'Peru', 'South Korea', 'Aruba', 'Denmark',\n",
       "       'Ireland', 'South Africa', 'Italy', 'Romania', 'Chile',\n",
       "       'Netherlands', 'Hungary', 'Russia', 'Belgium', 'Greece', 'Taiwan',\n",
       "       'Official site', 'Thailand', 'Iran', 'West Germany', 'Georgia',\n",
       "       'India', 'Mexico', 'Brazil', 'Finland', 'Norway', 'Iceland',\n",
       "       'Argentina', 'Colombia', 'Poland', 'Israel', 'Indonesia',\n",
       "       'Afghanistan'], dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['country'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "foreign_movies = movies[movies['country'] != 'Canada']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>color</th>\n",
       "      <th>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>duration</th>\n",
       "      <th>director_facebook_likes</th>\n",
       "      <th>actor_3_facebook_likes</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_1_facebook_likes</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>...</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>country</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>actor_2_facebook_likes</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>aspect_ratio</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>760505847.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>936.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1.78</td>\n",
       "      <td>33000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>302.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>602.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>994.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>85000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Color</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>813.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>462.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>475.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>Samantha Morton</td>\n",
       "      <td>640.0</td>\n",
       "      <td>73058679.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>738.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>263700000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>632.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5026</th>\n",
       "      <td>Color</td>\n",
       "      <td>Olivier Assayas</td>\n",
       "      <td>81.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Béatrice Dalle</td>\n",
       "      <td>576.0</td>\n",
       "      <td>136007.0</td>\n",
       "      <td>Drama|Music|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>39.0</td>\n",
       "      <td>French</td>\n",
       "      <td>France</td>\n",
       "      <td>R</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5027</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jafar Panahi</td>\n",
       "      <td>64.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Nargess Mamizadeh</td>\n",
       "      <td>5.0</td>\n",
       "      <td>673780.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Persian</td>\n",
       "      <td>Iran</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.85</td>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>Color</td>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>143.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>David Sullivan</td>\n",
       "      <td>291.0</td>\n",
       "      <td>424760.0</td>\n",
       "      <td>Drama|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>371.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>19000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035</th>\n",
       "      <td>Color</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>56.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Peter Marquardt</td>\n",
       "      <td>121.0</td>\n",
       "      <td>2040920.0</td>\n",
       "      <td>Action|Crime|Drama|Romance|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>43.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "      <td>86.0</td>\n",
       "      <td>85222.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>456</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3697 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      color      director_name  num_critic_for_reviews  duration  \\\n",
       "0     Color      James Cameron                   723.0     178.0   \n",
       "1     Color     Gore Verbinski                   302.0     169.0   \n",
       "2     Color         Sam Mendes                   602.0     148.0   \n",
       "3     Color  Christopher Nolan                   813.0     164.0   \n",
       "5     Color     Andrew Stanton                   462.0     132.0   \n",
       "...     ...                ...                     ...       ...   \n",
       "5026  Color    Olivier Assayas                    81.0     110.0   \n",
       "5027  Color       Jafar Panahi                    64.0      90.0   \n",
       "5033  Color      Shane Carruth                   143.0      77.0   \n",
       "5035  Color   Robert Rodriguez                    56.0      81.0   \n",
       "5042  Color           Jon Gunn                    43.0      90.0   \n",
       "\n",
       "      director_facebook_likes  actor_3_facebook_likes       actor_2_name  \\\n",
       "0                         0.0                   855.0   Joel David Moore   \n",
       "1                       563.0                  1000.0      Orlando Bloom   \n",
       "2                         0.0                   161.0       Rory Kinnear   \n",
       "3                     22000.0                 23000.0     Christian Bale   \n",
       "5                       475.0                   530.0    Samantha Morton   \n",
       "...                       ...                     ...                ...   \n",
       "5026                    107.0                    45.0     Béatrice Dalle   \n",
       "5027                    397.0                     0.0  Nargess Mamizadeh   \n",
       "5033                    291.0                     8.0     David Sullivan   \n",
       "5035                      0.0                     6.0    Peter Marquardt   \n",
       "5042                     16.0                    16.0   Brian Herzlinger   \n",
       "\n",
       "      actor_1_facebook_likes        gross  \\\n",
       "0                     1000.0  760505847.0   \n",
       "1                    40000.0  309404152.0   \n",
       "2                    11000.0  200074175.0   \n",
       "3                    27000.0  448130642.0   \n",
       "5                      640.0   73058679.0   \n",
       "...                      ...          ...   \n",
       "5026                   576.0     136007.0   \n",
       "5027                     5.0     673780.0   \n",
       "5033                   291.0     424760.0   \n",
       "5035                   121.0    2040920.0   \n",
       "5042                    86.0      85222.0   \n",
       "\n",
       "                                   genres  ... num_user_for_reviews language  \\\n",
       "0         Action|Adventure|Fantasy|Sci-Fi  ...               3054.0  English   \n",
       "1                Action|Adventure|Fantasy  ...               1238.0  English   \n",
       "2               Action|Adventure|Thriller  ...                994.0  English   \n",
       "3                         Action|Thriller  ...               2701.0  English   \n",
       "5                 Action|Adventure|Sci-Fi  ...                738.0  English   \n",
       "...                                   ...  ...                  ...      ...   \n",
       "5026                  Drama|Music|Romance  ...                 39.0   French   \n",
       "5027                                Drama  ...                 26.0  Persian   \n",
       "5033                Drama|Sci-Fi|Thriller  ...                371.0  English   \n",
       "5035  Action|Crime|Drama|Romance|Thriller  ...                130.0  Spanish   \n",
       "5042                          Documentary  ...                 84.0  English   \n",
       "\n",
       "      country  content_rating       budget  title_year actor_2_facebook_likes  \\\n",
       "0         USA           PG-13  237000000.0      2009.0                  936.0   \n",
       "1         USA           PG-13  300000000.0      2007.0                 5000.0   \n",
       "2          UK           PG-13  245000000.0      2015.0                  393.0   \n",
       "3         USA           PG-13  250000000.0      2012.0                23000.0   \n",
       "5         USA           PG-13  263700000.0      2012.0                  632.0   \n",
       "...       ...             ...          ...         ...                    ...   \n",
       "5026   France               R       4500.0      2004.0                  133.0   \n",
       "5027     Iran       Not Rated      10000.0      2000.0                    0.0   \n",
       "5033      USA           PG-13       7000.0      2004.0                   45.0   \n",
       "5035      USA               R       7000.0      1992.0                   20.0   \n",
       "5042      USA              PG       1100.0      2004.0                   23.0   \n",
       "\n",
       "     imdb_score  aspect_ratio movie_facebook_likes  \n",
       "0           7.9          1.78                33000  \n",
       "1           7.1          2.35                    0  \n",
       "2           6.8          2.35                85000  \n",
       "3           8.5          2.35               164000  \n",
       "5           6.6          2.35                24000  \n",
       "...         ...           ...                  ...  \n",
       "5026        6.9          2.35                  171  \n",
       "5027        7.5          1.85                  697  \n",
       "5033        7.0          1.85                19000  \n",
       "5035        6.9          1.37                    0  \n",
       "5042        6.6          1.85                  456  \n",
       "\n",
       "[3697 rows x 28 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "foreign_movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_foreign_movies = foreign_movies.sort_values(by='imdb_score', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>movie_title</th>\n",
       "      <th>country</th>\n",
       "      <th>imdb_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1937</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>USA</td>\n",
       "      <td>9.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3466</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>USA</td>\n",
       "      <td>9.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>USA</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2837</th>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>USA</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3355</th>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>USA</td>\n",
       "      <td>8.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2983</th>\n",
       "      <td>From Justin to Kelly</td>\n",
       "      <td>USA</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3505</th>\n",
       "      <td>Who's Your Caddy?</td>\n",
       "      <td>USA</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268</th>\n",
       "      <td>Disaster Movie</td>\n",
       "      <td>USA</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2295</th>\n",
       "      <td>Superbabies: Baby Geniuses 2</td>\n",
       "      <td>Germany</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2834</th>\n",
       "      <td>Justin Bieber: Never Say Never</td>\n",
       "      <td>USA</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3697 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          movie_title  country  imdb_score\n",
       "1937        The Shawshank Redemption       USA         9.3\n",
       "3466                   The Godfather       USA         9.2\n",
       "66                   The Dark Knight       USA         9.0\n",
       "2837          The Godfather: Part II       USA         9.0\n",
       "3355                    Pulp Fiction       USA         8.9\n",
       "...                               ...      ...         ...\n",
       "2983            From Justin to Kelly       USA         2.1\n",
       "3505               Who's Your Caddy?       USA         2.0\n",
       "2268                  Disaster Movie       USA         1.9\n",
       "2295    Superbabies: Baby Geniuses 2   Germany         1.9\n",
       "2834  Justin Bieber: Never Say Never       USA         1.6\n",
       "\n",
       "[3697 rows x 3 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_foreign_movies[['movie_title','country', 'imdb_score']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_foreign_movies=top_foreign_movies.head(20)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.barh(top_foreign_movies['movie_title'], top_foreign_movies['imdb_score'], color='blue')\n",
    "plt.xlabel('IMDb Score')\n",
    "plt.title('Top 10 Foreign Movies based on IMDb Score')\n",
    "plt.gca().invert_yaxis()  # Invert the y-axis for better readability\n",
    "plt.xlim(8, 9.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top 10 Directors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "average_scores = movies.groupby('director_name')['imdb_score'].mean()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_directors = average_scores.sort_values(ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director_name\n",
       "Akira Kurosawa       8.700000\n",
       "Charles Chaplin      8.600000\n",
       "Tony Kaye            8.600000\n",
       "Majid Majidi         8.500000\n",
       "Ron Fricke           8.500000\n",
       "Damien Chazelle      8.500000\n",
       "Alfred Hitchcock     8.500000\n",
       "Sergio Leone         8.433333\n",
       "Christopher Nolan    8.425000\n",
       "Asghar Farhadi       8.400000\n",
       "Name: imdb_score, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_directors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_directors_df = pd.DataFrame(\n",
    "    {'DIRECTORS': top_directors.index,\n",
    "     'Average_IMDb_Score': top_directors.values\n",
    "    })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>DIRECTORS</th>\n",
       "      <th>Average_IMDb_Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Akira Kurosawa</td>\n",
       "      <td>8.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Charles Chaplin</td>\n",
       "      <td>8.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tony Kaye</td>\n",
       "      <td>8.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Majid Majidi</td>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ron Fricke</td>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Damien Chazelle</td>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Alfred Hitchcock</td>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Sergio Leone</td>\n",
       "      <td>8.433333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>8.425000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Asghar Farhadi</td>\n",
       "      <td>8.400000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           DIRECTORS  Average_IMDb_Score\n",
       "0     Akira Kurosawa            8.700000\n",
       "1    Charles Chaplin            8.600000\n",
       "2          Tony Kaye            8.600000\n",
       "3       Majid Majidi            8.500000\n",
       "4         Ron Fricke            8.500000\n",
       "5    Damien Chazelle            8.500000\n",
       "6   Alfred Hitchcock            8.500000\n",
       "7       Sergio Leone            8.433333\n",
       "8  Christopher Nolan            8.425000\n",
       "9     Asghar Farhadi            8.400000"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_directors_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "\n",
    "ax = sns.pointplot(x=top_directors_df['DIRECTORS'], y=top_directors_df['Average_IMDb_Score'])\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=40, ha=\"right\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Recommending Movies Based on Actors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def recommend_movies_by_actor(actor_name, movies):\n",
    "    actor_movies = movies[movies['actor_1_name'] == actor_name].append(movies[movies['actor_2_name'] == actor_name]).append(movies[movies['actor_3_name'] == actor_name])\n",
    "    recommended_movies = actor_movies.sort_values(by='imdb_score', ascending=False)\n",
    "    recommended_movies = recommended_movies.head(5)\n",
    "    return recommended_movies[['movie_title', 'imdb_score']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                   CCH Pounder\n",
       "1                   Johnny Depp\n",
       "2               Christoph Waltz\n",
       "3                     Tom Hardy\n",
       "5                  Daryl Sabara\n",
       "                 ...           \n",
       "5026              Maggie Cheung\n",
       "5027    Fereshteh Sadre Orafaiy\n",
       "5033              Shane Carruth\n",
       "5035            Carlos Gallardo\n",
       "5042                John August\n",
       "Name: actor_1_name, Length: 3756, dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['actor_1_name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter actor name  : Johnny Depp\n",
      "Recommended movies for Johnny Depp:\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\prach\\AppData\\Local\\Temp\\ipykernel_11664\\920531213.py:2: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  actor_movies = movies[movies['actor_1_name'] == actor_name].append(movies[movies['actor_2_name'] == actor_name]).append(movies[movies['actor_3_name'] == actor_name])\n",
      "C:\\Users\\prach\\AppData\\Local\\Temp\\ipykernel_11664\\920531213.py:2: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  actor_movies = movies[movies['actor_1_name'] == actor_name].append(movies[movies['actor_2_name'] == actor_name]).append(movies[movies['actor_3_name'] == actor_name])\n"
     ]
    },
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>3582</th>\n",
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       "      <td>Pirates of the Caribbean: The Curse of the Bla...</td>\n",
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       "      <td>Edward Scissorhands</td>\n",
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       "      <th>1436</th>\n",
       "      <td>Donnie Brasco</td>\n",
       "      <td>7.8</td>\n",
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      "text/plain": [
       "                                            movie_title  imdb_score\n",
       "3582                                           Platoon          8.1\n",
       "205   Pirates of the Caribbean: The Curse of the Bla...         8.1\n",
       "2449                                           Ed Wood          7.9\n",
       "2177                               Edward Scissorhands          7.9\n",
       "1436                                     Donnie Brasco          7.8"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#actor_name = 'Johnny Depp'\n",
    "actor_name = input(\"Enter actor name  : \")\n",
    "recommended_movies = recommend_movies_by_actor(actor_name, movies)\n",
    "\n",
    "print(f\"Recommended movies for {actor_name}:\")\n",
    "recommended_movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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