Demographic_Filtering_Recommender.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f85183a0",
   "metadata": {},
   "source": [
    "# Demographic Filtering"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "045bcb01",
   "metadata": {},
   "source": [
    "### Demographic Filtering\n",
    "They offer generalized recommendations to every user, based on movie popularity and/or genre. The System recommends the same movies to users with similar demographic features. Since each user is different , this approach is considered to be too simple. The basic idea behind this system is that movies that are more popular and critically acclaimed will have a higher probability of being liked by the average audience."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8287e7b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# import packages and data\n",
    "\n",
    "dframe_1 = pd.read_csv('data/tmdb_5000_credits.csv')\n",
    "dframe_2 = pd.read_csv('data/tmdb_5000_movies.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d383f0e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "dframe_1.columns = ['id', 'title', 'cast', 'crew']\n",
    "dframe_2 = dframe_2.merge(dframe_1, on='id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c97a6de1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "    }\n",
       "\n",
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       "    .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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>...</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title_x</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>title_y</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>...</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>...</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
       "      <td>...</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>Released</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
       "      <td>...</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
       "      <td>...</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                                       homepage      id  \\\n",
       "0                   http://www.avatarmovie.com/   19995   \n",
       "1  http://disney.go.com/disneypictures/pirates/     285   \n",
       "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
       "3            http://www.thedarkknightrises.com/   49026   \n",
       "4          http://movies.disney.com/john-carter   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "3  Following the death of District Attorney Harve...  112.312950   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   \n",
       "\n",
       "                                production_companies  ... runtime  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...  ...   162.0   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...  ...   169.0   \n",
       "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...  ...   148.0   \n",
       "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...  ...   165.0   \n",
       "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]  ...   132.0   \n",
       "\n",
       "                                    spoken_languages    status  \\\n",
       "0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "1           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "2  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
       "3           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                    title_x vote_average vote_count  \\\n",
       "0                                    Avatar          7.2      11800   \n",
       "1  Pirates of the Caribbean: At World's End          6.9       4500   \n",
       "2                                   Spectre          6.3       4466   \n",
       "3                     The Dark Knight Rises          7.6       9106   \n",
       "4                               John Carter          6.1       2124   \n",
       "\n",
       "                                    title_y  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dframe_2.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c90a8bc0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.092171559442016"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C = dframe_2['vote_average'].mean()\n",
    "C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a7762560",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1838.4000000000015"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = dframe_2['vote_count'].quantile(0.9)\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3a2d1e17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(481, 23)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "q_movies = dframe_2.copy().loc[dframe_2['vote_count'] >= m]\n",
    "q_movies.shape"
   ]
  },
  {
   "attachments": {
    "wr.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "4ac79d9e",
   "metadata": {},
   "source": [
    "IMDB's weighted rating\n",
    "![wr.png](attachment:wr.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a1e0ca89",
   "metadata": {},
   "outputs": [],
   "source": [
    "def weighted_rating(x, m=m, C=C):\n",
    "    v = x['vote_count']\n",
    "    R = x['vote_average']\n",
    "    # Calculation based on the IMDB formula\n",
    "    \n",
    "    return (v/(v+m) * R) + (m/(m+v) * C)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d6c4a1f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a new column 'score' and calculate its value with weighted_rating()\n",
    "q_movies['score'] = q_movies.apply(weighted_rating, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b85ca619",
   "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>title_y</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>8205</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8.059258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Fight Club</td>\n",
       "      <td>9413</td>\n",
       "      <td>8.3</td>\n",
       "      <td>7.939256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>12002</td>\n",
       "      <td>8.2</td>\n",
       "      <td>7.920020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3232</th>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>8428</td>\n",
       "      <td>8.3</td>\n",
       "      <td>7.904645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Inception</td>\n",
       "      <td>13752</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.863239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3337</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>5893</td>\n",
       "      <td>8.4</td>\n",
       "      <td>7.851236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Interstellar</td>\n",
       "      <td>10867</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.809479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>Forrest Gump</td>\n",
       "      <td>7927</td>\n",
       "      <td>8.2</td>\n",
       "      <td>7.803188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>8064</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.727243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>The Empire Strikes Back</td>\n",
       "      <td>5879</td>\n",
       "      <td>8.2</td>\n",
       "      <td>7.697884</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            title_y  vote_count  vote_average  \\\n",
       "1881                       The Shawshank Redemption        8205           8.5   \n",
       "662                                      Fight Club        9413           8.3   \n",
       "65                                  The Dark Knight       12002           8.2   \n",
       "3232                                   Pulp Fiction        8428           8.3   \n",
       "96                                        Inception       13752           8.1   \n",
       "3337                                  The Godfather        5893           8.4   \n",
       "95                                     Interstellar       10867           8.1   \n",
       "809                                    Forrest Gump        7927           8.2   \n",
       "329   The Lord of the Rings: The Return of the King        8064           8.1   \n",
       "1990                        The Empire Strikes Back        5879           8.2   \n",
       "\n",
       "         score  \n",
       "1881  8.059258  \n",
       "662   7.939256  \n",
       "65    7.920020  \n",
       "3232  7.904645  \n",
       "96    7.863239  \n",
       "3337  7.851236  \n",
       "95    7.809479  \n",
       "809   7.803188  \n",
       "329   7.727243  \n",
       "1990  7.697884  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sort movies based on score\n",
    "\n",
    "q_movies = q_movies.sort_values('score', ascending=False)\n",
    "\n",
    "# Print the top 10 movies\n",
    "q_movies[['title_y', 'vote_count', 'vote_average', 'score']].head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2bd8d941",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Popular Movies')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "popular = dframe_2.sort_values('popularity', ascending=False)\n",
    "plt.figure(figsize=(12, 4))\n",
    "\n",
    "plt.barh(popular['title_y'].head(6), popular['popularity'].head(6), align='center', color='skyblue')\n",
    "plt.gca().invert_yaxis()\n",
    "plt.xlabel(\"Popularity\")\n",
    "plt.title(\"Popular Movies\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "97033651",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}