Genres_wise_collaborative_RS.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "228563e7-32f4-41d2-97d3-e3a5ad7dba69",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import ast\n",
    "import os\n",
    "delete_index = [19730,29503,35587] # Delete these indexes to not face any errors\n",
    "# movie_data.rename(columns={\"id\":\"movieId\"},inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "97a7e2e3-241a-4f12-b5fe-00768614f4f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\gandl\\AppData\\Local\\Temp\\ipykernel_31768\\3274750838.py:1: DtypeWarning: Columns (10) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  movie_data = pd.read_csv(r\"C:\\Users\\gandl\\Documents\\Projects\\Movie_recommendations\\data\\movies_metadata.csv\")\n"
     ]
    },
    {
     "data": {
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       "        vertical-align: middle;\n",
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       "    .dataframe tbody tr th {\n",
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adult</th>\n",
       "      <th>belongs_to_collection</th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>movieId</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>...</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>video</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>{'id': 10194, 'name': 'Toy Story Collection', ...</td>\n",
       "      <td>30000000</td>\n",
       "      <td>[{'id': 16, 'name': 'Animation'}, {'id': 35, '...</td>\n",
       "      <td>http://toystory.disney.com/toy-story</td>\n",
       "      <td>862</td>\n",
       "      <td>tt0114709</td>\n",
       "      <td>en</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>Led by Woody, Andy's toys live happily in his ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1995-10-30</td>\n",
       "      <td>373554033.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>False</td>\n",
       "      <td>7.7</td>\n",
       "      <td>5415.0</td>\n",
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       "      <td>False</td>\n",
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       "      <td>65000000</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 14, '...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8844</td>\n",
       "      <td>tt0113497</td>\n",
       "      <td>en</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>When siblings Judy and Peter discover an encha...</td>\n",
       "      <td>...</td>\n",
       "      <td>1995-12-15</td>\n",
       "      <td>262797249.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}, {'iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Roll the dice and unleash the excitement!</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>False</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2413.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>{'id': 119050, 'name': 'Grumpy Old Men Collect...</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 10749, 'name': 'Romance'}, {'id': 35, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15602</td>\n",
       "      <td>tt0113228</td>\n",
       "      <td>en</td>\n",
       "      <td>Grumpier Old Men</td>\n",
       "      <td>A family wedding reignites the ancient feud be...</td>\n",
       "      <td>...</td>\n",
       "      <td>1995-12-22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Still Yelling. Still Fighting. Still Ready for...</td>\n",
       "      <td>Grumpier Old Men</td>\n",
       "      <td>False</td>\n",
       "      <td>6.5</td>\n",
       "      <td>92.0</td>\n",
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       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16000000</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}, {'id': 18, 'nam...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31357</td>\n",
       "      <td>tt0114885</td>\n",
       "      <td>en</td>\n",
       "      <td>Waiting to Exhale</td>\n",
       "      <td>Cheated on, mistreated and stepped on, the wom...</td>\n",
       "      <td>...</td>\n",
       "      <td>1995-12-22</td>\n",
       "      <td>81452156.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Friends are the people who let you be yourself...</td>\n",
       "      <td>Waiting to Exhale</td>\n",
       "      <td>False</td>\n",
       "      <td>6.1</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>{'id': 96871, 'name': 'Father of the Bride Col...</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11862</td>\n",
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       "      <td>en</td>\n",
       "      <td>Father of the Bride Part II</td>\n",
       "      <td>Just when George Banks has recovered from his ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1995-02-10</td>\n",
       "      <td>76578911.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Just When His World Is Back To Normal... He's ...</td>\n",
       "      <td>Father of the Bride Part II</td>\n",
       "      <td>False</td>\n",
       "      <td>5.7</td>\n",
       "      <td>173.0</td>\n",
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       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 10751, 'n...</td>\n",
       "      <td>http://www.imdb.com/title/tt6209470/</td>\n",
       "      <td>439050</td>\n",
       "      <td>tt6209470</td>\n",
       "      <td>fa</td>\n",
       "      <td>رگ خواب</td>\n",
       "      <td>Rising and falling between a man and woman.</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>[{'iso_639_1': 'fa', 'name': 'فارسی'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Rising and falling between a man and woman</td>\n",
       "      <td>Subdue</td>\n",
       "      <td>False</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>False</td>\n",
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       "      <td>[{'id': 18, 'name': 'Drama'}]</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>tt2028550</td>\n",
       "      <td>tl</td>\n",
       "      <td>Siglo ng Pagluluwal</td>\n",
       "      <td>An artist struggles to finish his work while a...</td>\n",
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       "      <td>[{'iso_639_1': 'tl', 'name': ''}]</td>\n",
       "      <td>Released</td>\n",
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       "      <td>Century of Birthing</td>\n",
       "      <td>False</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 18, 'nam...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67758</td>\n",
       "      <td>tt0303758</td>\n",
       "      <td>en</td>\n",
       "      <td>Betrayal</td>\n",
       "      <td>When one of her hits goes wrong, a professiona...</td>\n",
       "      <td>...</td>\n",
       "      <td>2003-08-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A deadly game of wits.</td>\n",
       "      <td>Betrayal</td>\n",
       "      <td>False</td>\n",
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       "      <td>6.0</td>\n",
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       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>227506</td>\n",
       "      <td>tt0008536</td>\n",
       "      <td>en</td>\n",
       "      <td>Satana likuyushchiy</td>\n",
       "      <td>In a small town live two brothers, one a minis...</td>\n",
       "      <td>...</td>\n",
       "      <td>1917-10-21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Satan Triumphant</td>\n",
       "      <td>False</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>45465</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>461257</td>\n",
       "      <td>tt6980792</td>\n",
       "      <td>en</td>\n",
       "      <td>Queerama</td>\n",
       "      <td>50 years after decriminalisation of homosexual...</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-06-09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Queerama</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45463 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       adult                              belongs_to_collection    budget  \\\n",
       "0      False  {'id': 10194, 'name': 'Toy Story Collection', ...  30000000   \n",
       "1      False                                                NaN  65000000   \n",
       "2      False  {'id': 119050, 'name': 'Grumpy Old Men Collect...         0   \n",
       "3      False                                                NaN  16000000   \n",
       "4      False  {'id': 96871, 'name': 'Father of the Bride Col...         0   \n",
       "...      ...                                                ...       ...   \n",
       "45461  False                                                NaN         0   \n",
       "45462  False                                                NaN         0   \n",
       "45463  False                                                NaN         0   \n",
       "45464  False                                                NaN         0   \n",
       "45465  False                                                NaN         0   \n",
       "\n",
       "                                                  genres  \\\n",
       "0      [{'id': 16, 'name': 'Animation'}, {'id': 35, '...   \n",
       "1      [{'id': 12, 'name': 'Adventure'}, {'id': 14, '...   \n",
       "2      [{'id': 10749, 'name': 'Romance'}, {'id': 35, ...   \n",
       "3      [{'id': 35, 'name': 'Comedy'}, {'id': 18, 'nam...   \n",
       "4                         [{'id': 35, 'name': 'Comedy'}]   \n",
       "...                                                  ...   \n",
       "45461  [{'id': 18, 'name': 'Drama'}, {'id': 10751, 'n...   \n",
       "45462                      [{'id': 18, 'name': 'Drama'}]   \n",
       "45463  [{'id': 28, 'name': 'Action'}, {'id': 18, 'nam...   \n",
       "45464                                                 []   \n",
       "45465                                                 []   \n",
       "\n",
       "                                   homepage  movieId    imdb_id  \\\n",
       "0      http://toystory.disney.com/toy-story      862  tt0114709   \n",
       "1                                       NaN     8844  tt0113497   \n",
       "2                                       NaN    15602  tt0113228   \n",
       "3                                       NaN    31357  tt0114885   \n",
       "4                                       NaN    11862  tt0113041   \n",
       "...                                     ...      ...        ...   \n",
       "45461  http://www.imdb.com/title/tt6209470/   439050  tt6209470   \n",
       "45462                                   NaN   111109  tt2028550   \n",
       "45463                                   NaN    67758  tt0303758   \n",
       "45464                                   NaN   227506  tt0008536   \n",
       "45465                                   NaN   461257  tt6980792   \n",
       "\n",
       "      original_language               original_title  \\\n",
       "0                    en                    Toy Story   \n",
       "1                    en                      Jumanji   \n",
       "2                    en             Grumpier Old Men   \n",
       "3                    en            Waiting to Exhale   \n",
       "4                    en  Father of the Bride Part II   \n",
       "...                 ...                          ...   \n",
       "45461                fa                      رگ خواب   \n",
       "45462                tl          Siglo ng Pagluluwal   \n",
       "45463                en                     Betrayal   \n",
       "45464                en          Satana likuyushchiy   \n",
       "45465                en                     Queerama   \n",
       "\n",
       "                                                overview  ... release_date  \\\n",
       "0      Led by Woody, Andy's toys live happily in his ...  ...   1995-10-30   \n",
       "1      When siblings Judy and Peter discover an encha...  ...   1995-12-15   \n",
       "2      A family wedding reignites the ancient feud be...  ...   1995-12-22   \n",
       "3      Cheated on, mistreated and stepped on, the wom...  ...   1995-12-22   \n",
       "4      Just when George Banks has recovered from his ...  ...   1995-02-10   \n",
       "...                                                  ...  ...          ...   \n",
       "45461        Rising and falling between a man and woman.  ...          NaN   \n",
       "45462  An artist struggles to finish his work while a...  ...   2011-11-17   \n",
       "45463  When one of her hits goes wrong, a professiona...  ...   2003-08-01   \n",
       "45464  In a small town live two brothers, one a minis...  ...   1917-10-21   \n",
       "45465  50 years after decriminalisation of homosexual...  ...   2017-06-09   \n",
       "\n",
       "           revenue runtime                                   spoken_languages  \\\n",
       "0      373554033.0    81.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "1      262797249.0   104.0  [{'iso_639_1': 'en', 'name': 'English'}, {'iso...   \n",
       "2              0.0   101.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "3       81452156.0   127.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "4       76578911.0   106.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "...            ...     ...                                                ...   \n",
       "45461          0.0    90.0             [{'iso_639_1': 'fa', 'name': 'فارسی'}]   \n",
       "45462          0.0   360.0                  [{'iso_639_1': 'tl', 'name': ''}]   \n",
       "45463          0.0    90.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "45464          0.0    87.0                                                 []   \n",
       "45465          0.0    75.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "\n",
       "         status                                            tagline  \\\n",
       "0      Released                                                NaN   \n",
       "1      Released          Roll the dice and unleash the excitement!   \n",
       "2      Released  Still Yelling. Still Fighting. Still Ready for...   \n",
       "3      Released  Friends are the people who let you be yourself...   \n",
       "4      Released  Just When His World Is Back To Normal... He's ...   \n",
       "...         ...                                                ...   \n",
       "45461  Released         Rising and falling between a man and woman   \n",
       "45462  Released                                                NaN   \n",
       "45463  Released                             A deadly game of wits.   \n",
       "45464  Released                                                NaN   \n",
       "45465  Released                                                NaN   \n",
       "\n",
       "                             title  video vote_average vote_count  \n",
       "0                        Toy Story  False          7.7     5415.0  \n",
       "1                          Jumanji  False          6.9     2413.0  \n",
       "2                 Grumpier Old Men  False          6.5       92.0  \n",
       "3                Waiting to Exhale  False          6.1       34.0  \n",
       "4      Father of the Bride Part II  False          5.7      173.0  \n",
       "...                            ...    ...          ...        ...  \n",
       "45461                       Subdue  False          4.0        1.0  \n",
       "45462          Century of Birthing  False          9.0        3.0  \n",
       "45463                     Betrayal  False          3.8        6.0  \n",
       "45464             Satan Triumphant  False          0.0        0.0  \n",
       "45465                     Queerama  False          0.0        0.0  \n",
       "\n",
       "[45463 rows x 24 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_data = pd.read_csv(r\"C:\\Users\\gandl\\Documents\\Projects\\Movie_recommendations\\data\\movies_metadata.csv\")\n",
    "movie_data.rename(columns={\"id\":\"movieId\"},inplace=True)\n",
    "movie_data.drop(index=delete_index,inplace=True,axis=0)\n",
    "movie_data[\"movieId\"] = movie_data[\"movieId\"].astype(int)\n",
    "movie_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3d4f5af9-b008-4800-8359-ce51514e9209",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"When siblings Judy and Peter discover an enchanted board game that opens the door to a magical world, they unwittingly invite Alan -- an adult who's been trapped inside the game for 26 years -- into their living room. Alan's only hope for freedom is to finish the game, which proves risky as all three find themselves running from giant rhinoceroses, evil monkeys and other terrifying creatures.\""
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_data[\"overview\"][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "557702c9-00b1-4385-9961-394dc8579a6d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 45463 entries, 0 to 45465\n",
      "Data columns (total 24 columns):\n",
      " #   Column                 Non-Null Count  Dtype  \n",
      "---  ------                 --------------  -----  \n",
      " 0   adult                  45463 non-null  object \n",
      " 1   belongs_to_collection  4491 non-null   object \n",
      " 2   budget                 45463 non-null  object \n",
      " 3   genres                 45463 non-null  object \n",
      " 4   homepage               7779 non-null   object \n",
      " 5   movieId                45463 non-null  int32  \n",
      " 6   imdb_id                45446 non-null  object \n",
      " 7   original_language      45452 non-null  object \n",
      " 8   original_title         45463 non-null  object \n",
      " 9   overview               44509 non-null  object \n",
      " 10  popularity             45460 non-null  object \n",
      " 11  poster_path            45077 non-null  object \n",
      " 12  production_companies   45460 non-null  object \n",
      " 13  production_countries   45460 non-null  object \n",
      " 14  release_date           45376 non-null  object \n",
      " 15  revenue                45460 non-null  float64\n",
      " 16  runtime                45203 non-null  float64\n",
      " 17  spoken_languages       45460 non-null  object \n",
      " 18  status                 45379 non-null  object \n",
      " 19  tagline                20412 non-null  object \n",
      " 20  title                  45460 non-null  object \n",
      " 21  video                  45460 non-null  object \n",
      " 22  vote_average           45460 non-null  float64\n",
      " 23  vote_count             45460 non-null  float64\n",
      "dtypes: float64(4), int32(1), object(19)\n",
      "memory usage: 8.5+ MB\n"
     ]
    }
   ],
   "source": [
    "movie_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "fb285b8b-1e03-49b5-bf8e-2837ebec0cdf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def dict_to_arr_genres(series):\n",
    "    s = ast.literal_eval(series)\n",
    "    a = []\n",
    "    for i in range (len(s)):\n",
    "        a.append(s[i]['name'])\n",
    "    return a\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "0f2b0c0d-10bc-4d80-bf26-e1ad6d65a3a6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adult</th>\n",
       "      <th>belongs_to_collection</th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>movieId</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>poster_path</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>production_countries</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>video</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>{'id': 10194, 'name': 'Toy Story Collection', ...</td>\n",
       "      <td>30000000</td>\n",
       "      <td>[Animation, Comedy, Family]</td>\n",
       "      <td>http://toystory.disney.com/toy-story</td>\n",
       "      <td>862</td>\n",
       "      <td>tt0114709</td>\n",
       "      <td>en</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>Led by Woody, Andy's toys live happily in his ...</td>\n",
       "      <td>21.946943</td>\n",
       "      <td>/rhIRbceoE9lR4veEXuwCC2wARtG.jpg</td>\n",
       "      <td>[{'name': 'Pixar Animation Studios', 'id': 3}]</td>\n",
       "      <td>[{'iso_3166_1': 'US', 'name': 'United States o...</td>\n",
       "      <td>1995-10-30</td>\n",
       "      <td>373554033.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>False</td>\n",
       "      <td>7.7</td>\n",
       "      <td>5415.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65000000</td>\n",
       "      <td>[Adventure, Fantasy, Family]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8844</td>\n",
       "      <td>tt0113497</td>\n",
       "      <td>en</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>When siblings Judy and Peter discover an encha...</td>\n",
       "      <td>17.015539</td>\n",
       "      <td>/vzmL6fP7aPKNKPRTFnZmiUfciyV.jpg</td>\n",
       "      <td>[{'name': 'TriStar Pictures', 'id': 559}, {'na...</td>\n",
       "      <td>[{'iso_3166_1': 'US', 'name': 'United States o...</td>\n",
       "      <td>1995-12-15</td>\n",
       "      <td>262797249.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}, {'iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Roll the dice and unleash the excitement!</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>False</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2413.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>{'id': 119050, 'name': 'Grumpy Old Men Collect...</td>\n",
       "      <td>0</td>\n",
       "      <td>[Romance, Comedy]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15602</td>\n",
       "      <td>tt0113228</td>\n",
       "      <td>en</td>\n",
       "      <td>Grumpier Old Men</td>\n",
       "      <td>A family wedding reignites the ancient feud be...</td>\n",
       "      <td>11.7129</td>\n",
       "      <td>/6ksm1sjKMFLbO7UY2i6G1ju9SML.jpg</td>\n",
       "      <td>[{'name': 'Warner Bros.', 'id': 6194}, {'name'...</td>\n",
       "      <td>[{'iso_3166_1': 'US', 'name': 'United States o...</td>\n",
       "      <td>1995-12-22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Still Yelling. Still Fighting. Still Ready for...</td>\n",
       "      <td>Grumpier Old Men</td>\n",
       "      <td>False</td>\n",
       "      <td>6.5</td>\n",
       "      <td>92.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16000000</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31357</td>\n",
       "      <td>tt0114885</td>\n",
       "      <td>en</td>\n",
       "      <td>Waiting to Exhale</td>\n",
       "      <td>Cheated on, mistreated and stepped on, the wom...</td>\n",
       "      <td>3.859495</td>\n",
       "      <td>/16XOMpEaLWkrcPqSQqhTmeJuqQl.jpg</td>\n",
       "      <td>[{'name': 'Twentieth Century Fox Film Corporat...</td>\n",
       "      <td>[{'iso_3166_1': 'US', 'name': 'United States o...</td>\n",
       "      <td>1995-12-22</td>\n",
       "      <td>81452156.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Friends are the people who let you be yourself...</td>\n",
       "      <td>Waiting to Exhale</td>\n",
       "      <td>False</td>\n",
       "      <td>6.1</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>{'id': 96871, 'name': 'Father of the Bride Col...</td>\n",
       "      <td>0</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11862</td>\n",
       "      <td>tt0113041</td>\n",
       "      <td>en</td>\n",
       "      <td>Father of the Bride Part II</td>\n",
       "      <td>Just when George Banks has recovered from his ...</td>\n",
       "      <td>8.387519</td>\n",
       "      <td>/e64sOI48hQXyru7naBFyssKFxVd.jpg</td>\n",
       "      <td>[{'name': 'Sandollar Productions', 'id': 5842}...</td>\n",
       "      <td>[{'iso_3166_1': 'US', 'name': 'United States o...</td>\n",
       "      <td>1995-02-10</td>\n",
       "      <td>76578911.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Just When His World Is Back To Normal... He's ...</td>\n",
       "      <td>Father of the Bride Part II</td>\n",
       "      <td>False</td>\n",
       "      <td>5.7</td>\n",
       "      <td>173.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <th>45461</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[Drama, Family]</td>\n",
       "      <td>http://www.imdb.com/title/tt6209470/</td>\n",
       "      <td>439050</td>\n",
       "      <td>tt6209470</td>\n",
       "      <td>fa</td>\n",
       "      <td>رگ خواب</td>\n",
       "      <td>Rising and falling between a man and woman.</td>\n",
       "      <td>0.072051</td>\n",
       "      <td>/jldsYflnId4tTWPx8es3uzsB1I8.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'iso_3166_1': 'IR', 'name': 'Iran'}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>[{'iso_639_1': 'fa', 'name': 'فارسی'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Rising and falling between a man and woman</td>\n",
       "      <td>Subdue</td>\n",
       "      <td>False</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45462</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111109</td>\n",
       "      <td>tt2028550</td>\n",
       "      <td>tl</td>\n",
       "      <td>Siglo ng Pagluluwal</td>\n",
       "      <td>An artist struggles to finish his work while a...</td>\n",
       "      <td>0.178241</td>\n",
       "      <td>/xZkmxsNmYXJbKVsTRLLx3pqGHx7.jpg</td>\n",
       "      <td>[{'name': 'Sine Olivia', 'id': 19653}]</td>\n",
       "      <td>[{'iso_3166_1': 'PH', 'name': 'Philippines'}]</td>\n",
       "      <td>2011-11-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>[{'iso_639_1': 'tl', 'name': ''}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Century of Birthing</td>\n",
       "      <td>False</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45463</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[Action, Drama, Thriller]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67758</td>\n",
       "      <td>tt0303758</td>\n",
       "      <td>en</td>\n",
       "      <td>Betrayal</td>\n",
       "      <td>When one of her hits goes wrong, a professiona...</td>\n",
       "      <td>0.903007</td>\n",
       "      <td>/d5bX92nDsISNhu3ZT69uHwmfCGw.jpg</td>\n",
       "      <td>[{'name': 'American World Pictures', 'id': 6165}]</td>\n",
       "      <td>[{'iso_3166_1': 'US', 'name': 'United States o...</td>\n",
       "      <td>2003-08-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A deadly game of wits.</td>\n",
       "      <td>Betrayal</td>\n",
       "      <td>False</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45464</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>227506</td>\n",
       "      <td>tt0008536</td>\n",
       "      <td>en</td>\n",
       "      <td>Satana likuyushchiy</td>\n",
       "      <td>In a small town live two brothers, one a minis...</td>\n",
       "      <td>0.003503</td>\n",
       "      <td>/aorBPO7ak8e8iJKT5OcqYxU3jlK.jpg</td>\n",
       "      <td>[{'name': 'Yermoliev', 'id': 88753}]</td>\n",
       "      <td>[{'iso_3166_1': 'RU', 'name': 'Russia'}]</td>\n",
       "      <td>1917-10-21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Satan Triumphant</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45465</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>461257</td>\n",
       "      <td>tt6980792</td>\n",
       "      <td>en</td>\n",
       "      <td>Queerama</td>\n",
       "      <td>50 years after decriminalisation of homosexual...</td>\n",
       "      <td>0.163015</td>\n",
       "      <td>/s5UkZt6NTsrS7ZF0Rh8nzupRlIU.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{'iso_3166_1': 'GB', 'name': 'United Kingdom'}]</td>\n",
       "      <td>2017-06-09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Queerama</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45463 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       adult                              belongs_to_collection    budget  \\\n",
       "0      False  {'id': 10194, 'name': 'Toy Story Collection', ...  30000000   \n",
       "1      False                                                NaN  65000000   \n",
       "2      False  {'id': 119050, 'name': 'Grumpy Old Men Collect...         0   \n",
       "3      False                                                NaN  16000000   \n",
       "4      False  {'id': 96871, 'name': 'Father of the Bride Col...         0   \n",
       "...      ...                                                ...       ...   \n",
       "45461  False                                                NaN         0   \n",
       "45462  False                                                NaN         0   \n",
       "45463  False                                                NaN         0   \n",
       "45464  False                                                NaN         0   \n",
       "45465  False                                                NaN         0   \n",
       "\n",
       "                             genres                              homepage  \\\n",
       "0       [Animation, Comedy, Family]  http://toystory.disney.com/toy-story   \n",
       "1      [Adventure, Fantasy, Family]                                   NaN   \n",
       "2                 [Romance, Comedy]                                   NaN   \n",
       "3          [Comedy, Drama, Romance]                                   NaN   \n",
       "4                          [Comedy]                                   NaN   \n",
       "...                             ...                                   ...   \n",
       "45461               [Drama, Family]  http://www.imdb.com/title/tt6209470/   \n",
       "45462                       [Drama]                                   NaN   \n",
       "45463     [Action, Drama, Thriller]                                   NaN   \n",
       "45464                            []                                   NaN   \n",
       "45465                            []                                   NaN   \n",
       "\n",
       "       movieId    imdb_id original_language               original_title  \\\n",
       "0          862  tt0114709                en                    Toy Story   \n",
       "1         8844  tt0113497                en                      Jumanji   \n",
       "2        15602  tt0113228                en             Grumpier Old Men   \n",
       "3        31357  tt0114885                en            Waiting to Exhale   \n",
       "4        11862  tt0113041                en  Father of the Bride Part II   \n",
       "...        ...        ...               ...                          ...   \n",
       "45461   439050  tt6209470                fa                      رگ خواب   \n",
       "45462   111109  tt2028550                tl          Siglo ng Pagluluwal   \n",
       "45463    67758  tt0303758                en                     Betrayal   \n",
       "45464   227506  tt0008536                en          Satana likuyushchiy   \n",
       "45465   461257  tt6980792                en                     Queerama   \n",
       "\n",
       "                                                overview popularity  \\\n",
       "0      Led by Woody, Andy's toys live happily in his ...  21.946943   \n",
       "1      When siblings Judy and Peter discover an encha...  17.015539   \n",
       "2      A family wedding reignites the ancient feud be...    11.7129   \n",
       "3      Cheated on, mistreated and stepped on, the wom...   3.859495   \n",
       "4      Just when George Banks has recovered from his ...   8.387519   \n",
       "...                                                  ...        ...   \n",
       "45461        Rising and falling between a man and woman.   0.072051   \n",
       "45462  An artist struggles to finish his work while a...   0.178241   \n",
       "45463  When one of her hits goes wrong, a professiona...   0.903007   \n",
       "45464  In a small town live two brothers, one a minis...   0.003503   \n",
       "45465  50 years after decriminalisation of homosexual...   0.163015   \n",
       "\n",
       "                            poster_path  \\\n",
       "0      /rhIRbceoE9lR4veEXuwCC2wARtG.jpg   \n",
       "1      /vzmL6fP7aPKNKPRTFnZmiUfciyV.jpg   \n",
       "2      /6ksm1sjKMFLbO7UY2i6G1ju9SML.jpg   \n",
       "3      /16XOMpEaLWkrcPqSQqhTmeJuqQl.jpg   \n",
       "4      /e64sOI48hQXyru7naBFyssKFxVd.jpg   \n",
       "...                                 ...   \n",
       "45461  /jldsYflnId4tTWPx8es3uzsB1I8.jpg   \n",
       "45462  /xZkmxsNmYXJbKVsTRLLx3pqGHx7.jpg   \n",
       "45463  /d5bX92nDsISNhu3ZT69uHwmfCGw.jpg   \n",
       "45464  /aorBPO7ak8e8iJKT5OcqYxU3jlK.jpg   \n",
       "45465  /s5UkZt6NTsrS7ZF0Rh8nzupRlIU.jpg   \n",
       "\n",
       "                                    production_companies  \\\n",
       "0         [{'name': 'Pixar Animation Studios', 'id': 3}]   \n",
       "1      [{'name': 'TriStar Pictures', 'id': 559}, {'na...   \n",
       "2      [{'name': 'Warner Bros.', 'id': 6194}, {'name'...   \n",
       "3      [{'name': 'Twentieth Century Fox Film Corporat...   \n",
       "4      [{'name': 'Sandollar Productions', 'id': 5842}...   \n",
       "...                                                  ...   \n",
       "45461                                                 []   \n",
       "45462             [{'name': 'Sine Olivia', 'id': 19653}]   \n",
       "45463  [{'name': 'American World Pictures', 'id': 6165}]   \n",
       "45464               [{'name': 'Yermoliev', 'id': 88753}]   \n",
       "45465                                                 []   \n",
       "\n",
       "                                    production_countries release_date  \\\n",
       "0      [{'iso_3166_1': 'US', 'name': 'United States o...   1995-10-30   \n",
       "1      [{'iso_3166_1': 'US', 'name': 'United States o...   1995-12-15   \n",
       "2      [{'iso_3166_1': 'US', 'name': 'United States o...   1995-12-22   \n",
       "3      [{'iso_3166_1': 'US', 'name': 'United States o...   1995-12-22   \n",
       "4      [{'iso_3166_1': 'US', 'name': 'United States o...   1995-02-10   \n",
       "...                                                  ...          ...   \n",
       "45461             [{'iso_3166_1': 'IR', 'name': 'Iran'}]          NaN   \n",
       "45462      [{'iso_3166_1': 'PH', 'name': 'Philippines'}]   2011-11-17   \n",
       "45463  [{'iso_3166_1': 'US', 'name': 'United States o...   2003-08-01   \n",
       "45464           [{'iso_3166_1': 'RU', 'name': 'Russia'}]   1917-10-21   \n",
       "45465   [{'iso_3166_1': 'GB', 'name': 'United Kingdom'}]   2017-06-09   \n",
       "\n",
       "           revenue  runtime  \\\n",
       "0      373554033.0     81.0   \n",
       "1      262797249.0    104.0   \n",
       "2              0.0    101.0   \n",
       "3       81452156.0    127.0   \n",
       "4       76578911.0    106.0   \n",
       "...            ...      ...   \n",
       "45461          0.0     90.0   \n",
       "45462          0.0    360.0   \n",
       "45463          0.0     90.0   \n",
       "45464          0.0     87.0   \n",
       "45465          0.0     75.0   \n",
       "\n",
       "                                        spoken_languages    status  \\\n",
       "0               [{'iso_639_1': 'en', 'name': 'English'}]  Released   \n",
       "1      [{'iso_639_1': 'en', 'name': 'English'}, {'iso...  Released   \n",
       "2               [{'iso_639_1': 'en', 'name': 'English'}]  Released   \n",
       "3               [{'iso_639_1': 'en', 'name': 'English'}]  Released   \n",
       "4               [{'iso_639_1': 'en', 'name': 'English'}]  Released   \n",
       "...                                                  ...       ...   \n",
       "45461             [{'iso_639_1': 'fa', 'name': 'فارسی'}]  Released   \n",
       "45462                  [{'iso_639_1': 'tl', 'name': ''}]  Released   \n",
       "45463           [{'iso_639_1': 'en', 'name': 'English'}]  Released   \n",
       "45464                                                 []  Released   \n",
       "45465           [{'iso_639_1': 'en', 'name': 'English'}]  Released   \n",
       "\n",
       "                                                 tagline  \\\n",
       "0                                                    NaN   \n",
       "1              Roll the dice and unleash the excitement!   \n",
       "2      Still Yelling. Still Fighting. Still Ready for...   \n",
       "3      Friends are the people who let you be yourself...   \n",
       "4      Just When His World Is Back To Normal... He's ...   \n",
       "...                                                  ...   \n",
       "45461         Rising and falling between a man and woman   \n",
       "45462                                                NaN   \n",
       "45463                             A deadly game of wits.   \n",
       "45464                                                NaN   \n",
       "45465                                                NaN   \n",
       "\n",
       "                             title  video  vote_average  vote_count  \n",
       "0                        Toy Story  False           7.7      5415.0  \n",
       "1                          Jumanji  False           6.9      2413.0  \n",
       "2                 Grumpier Old Men  False           6.5        92.0  \n",
       "3                Waiting to Exhale  False           6.1        34.0  \n",
       "4      Father of the Bride Part II  False           5.7       173.0  \n",
       "...                            ...    ...           ...         ...  \n",
       "45461                       Subdue  False           4.0         1.0  \n",
       "45462          Century of Birthing  False           9.0         3.0  \n",
       "45463                     Betrayal  False           3.8         6.0  \n",
       "45464             Satan Triumphant  False           0.0         0.0  \n",
       "45465                     Queerama  False           0.0         0.0  \n",
       "\n",
       "[45463 rows x 24 columns]"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_data[\"genres\"] = movie_data[\"genres\"].apply(dict_to_arr_genres)\n",
    "movie_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "b40c0811-3b7a-4a27-be00-0444c5a80f58",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "       movieId                        genres\n",
       "0          862   [Animation, Comedy, Family]\n",
       "1         8844  [Adventure, Fantasy, Family]\n",
       "2        15602             [Romance, Comedy]\n",
       "3        31357      [Comedy, Drama, Romance]\n",
       "4        11862                      [Comedy]\n",
       "...        ...                           ...\n",
       "45461   439050               [Drama, Family]\n",
       "45462   111109                       [Drama]\n",
       "45463    67758     [Action, Drama, Thriller]\n",
       "45464   227506                            []\n",
       "45465   461257                            []\n",
       "\n",
       "[45463 rows x 2 columns]"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres_dataset = movie_data[[\"movieId\",\"genres\"]]\n",
    "genres_dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "f4be0b1d-7407-44f5-bd6f-e36b868be069",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 45463 entries, 0 to 45465\n",
      "Data columns (total 2 columns):\n",
      " #   Column   Non-Null Count  Dtype \n",
      "---  ------   --------------  ----- \n",
      " 0   movieId  45463 non-null  int32 \n",
      " 1   genres   45463 non-null  object\n",
      "dtypes: int32(1), object(1)\n",
      "memory usage: 887.9+ KB\n"
     ]
    }
   ],
   "source": [
    "genres_dataset.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "f8856d04-7ccf-42b1-80f9-f6292a863115",
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   "outputs": [
    {
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      "text/plain": [
       "       movieId                        genres\n",
       "0          862   [Animation, Comedy, Family]\n",
       "1         8844  [Adventure, Fantasy, Family]\n",
       "2        15602             [Romance, Comedy]\n",
       "3        31357      [Comedy, Drama, Romance]\n",
       "4        11862                      [Comedy]\n",
       "...        ...                           ...\n",
       "45461   439050               [Drama, Family]\n",
       "45462   111109                       [Drama]\n",
       "45463    67758     [Action, Drama, Thriller]\n",
       "45464   227506                            []\n",
       "45465   461257                            []\n",
       "\n",
       "[45463 rows x 2 columns]"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres_dataset"
   ]
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   "cell_type": "code",
   "execution_count": 217,
   "id": "03394877-8baf-4901-8200-813c8c06de6e",
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       "       movieId     genres\n",
       "0          862  Animation\n",
       "0          862     Comedy\n",
       "0          862     Family\n",
       "1         8844  Adventure\n",
       "1         8844    Fantasy\n",
       "...        ...        ...\n",
       "45463    67758     Action\n",
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       "45463    67758   Thriller\n",
       "45464   227506        NaN\n",
       "45465   461257        NaN\n",
       "\n",
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     },
     "execution_count": 217,
     "metadata": {},
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   ],
   "source": [
    "exploded_genres = genres_dataset.explode(\"genres\")\n",
    "exploded_genres"
   ]
  },
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465044</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467731</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468343</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468707</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469172</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>42991 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "genres   Action  Adventure  Animation  Comedy  Crime  Documentary  Drama  \\\n",
       "movieId                                                                    \n",
       "2             0          0          0       0      1            0      1   \n",
       "3             0          0          0       1      0            0      1   \n",
       "5             0          0          0       1      1            0      0   \n",
       "6             1          0          0       0      1            0      0   \n",
       "11            1          1          0       0      0            0      0   \n",
       "...         ...        ...        ...     ...    ...          ...    ...   \n",
       "465044        0          0          0       0      0            0      1   \n",
       "467731        0          0          0       0      0            0      1   \n",
       "468343        0          0          0       0      0            0      1   \n",
       "468707        0          0          0       1      0            0      0   \n",
       "469172        0          0          0       0      0            0      1   \n",
       "\n",
       "genres   Family  Fantasy  Foreign  History  Horror  Music  Mystery  Romance  \\\n",
       "movieId                                                                       \n",
       "2             0        0        0        0       0      0        0        0   \n",
       "3             0        0        0        0       0      0        0        0   \n",
       "5             0        0        0        0       0      0        0        0   \n",
       "6             0        0        0        0       0      0        0        0   \n",
       "11            0        0        0        0       0      0        0        0   \n",
       "...         ...      ...      ...      ...     ...    ...      ...      ...   \n",
       "465044        0        1        0        0       0      0        0        0   \n",
       "467731        0        0        0        0       0      0        0        0   \n",
       "468343        0        0        0        0       0      0        0        1   \n",
       "468707        0        0        0        0       0      0        0        1   \n",
       "469172        0        1        0        0       0      0        0        0   \n",
       "\n",
       "genres   Science Fiction  TV Movie  Thriller  War  Western  \n",
       "movieId                                                     \n",
       "2                      0         0         0    0        0  \n",
       "3                      0         0         0    0        0  \n",
       "5                      0         0         0    0        0  \n",
       "6                      0         0         1    0        0  \n",
       "11                     1         0         0    0        0  \n",
       "...                  ...       ...       ...  ...      ...  \n",
       "465044                 0         0         0    0        0  \n",
       "467731                 0         0         0    0        0  \n",
       "468343                 0         0         0    0        0  \n",
       "468707                 0         0         0    0        0  \n",
       "469172                 0         0         0    0        0  \n",
       "\n",
       "[42991 rows x 20 columns]"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pt = exploded_genres.pivot_table(index=\"movieId\",columns=\"genres\",aggfunc=\"size\",fill_value=0)\n",
    "pt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "736ef1ca-46fb-4e92-a4a0-dccdf66a939e",
   "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>id</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4342</th>\n",
       "      <td>2</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4342</th>\n",
       "      <td>2</td>\n",
       "      <td>Crime</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id genres\n",
       "4342   2  Drama\n",
       "4342   2  Crime"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exploded_genres[exploded_genres[\"id\"] == 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "57887f50-55cf-4be4-a5e2-b26f2a3a8f7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "e30a8fb1-43fa-4967-a337-d4426263c768",
   "metadata": {},
   "outputs": [],
   "source": [
    "similarity_score = cosine_similarity(pt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "565207be-e019-4068-b07f-a0510b2a6044",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1. , 0.5, 0.5, ..., 0.5, 0. , 0.5],\n",
       "       [0.5, 1. , 0.5, ..., 0.5, 0.5, 0.5],\n",
       "       [0.5, 0.5, 1. , ..., 0. , 0.5, 0. ],\n",
       "       ...,\n",
       "       [0.5, 0.5, 0. , ..., 1. , 0.5, 0.5],\n",
       "       [0. , 0.5, 0.5, ..., 0.5, 1. , 0. ],\n",
       "       [0.5, 0.5, 0. , ..., 0.5, 0. , 1. ]])"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similarity_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "id": "319fa759-4106-4dfe-8202-da6e9589e2fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "sms = pt.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "id": "a60052db-a28f-4e3d-a069-ec870232b0f8",
   "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>movieId</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>30</th>\n",
       "      <th>33</th>\n",
       "      <th>35</th>\n",
       "      <th>38</th>\n",
       "      <th>55</th>\n",
       "      <th>58</th>\n",
       "      <th>59</th>\n",
       "      <th>62</th>\n",
       "      <th>63</th>\n",
       "      <th>64</th>\n",
       "      <th>65</th>\n",
       "      <th>66</th>\n",
       "      <th>67</th>\n",
       "      <th>68</th>\n",
       "      <th>69</th>\n",
       "      <th>70</th>\n",
       "      <th>71</th>\n",
       "      <th>73</th>\n",
       "      <th>74</th>\n",
       "      <th>75</th>\n",
       "      <th>76</th>\n",
       "      <th>77</th>\n",
       "      <th>78</th>\n",
       "      <th>79</th>\n",
       "      <th>80</th>\n",
       "      <th>81</th>\n",
       "      <th>82</th>\n",
       "      <th>83</th>\n",
       "      <th>85</th>\n",
       "      <th>86</th>\n",
       "      <th>87</th>\n",
       "      <th>88</th>\n",
       "      <th>89</th>\n",
       "      <th>90</th>\n",
       "      <th>91</th>\n",
       "      <th>92</th>\n",
       "      <th>93</th>\n",
       "      <th>95</th>\n",
       "      <th>96</th>\n",
       "      <th>97</th>\n",
       "      <th>98</th>\n",
       "      <th>99</th>\n",
       "      <th>100</th>\n",
       "      <th>101</th>\n",
       "      <th>102</th>\n",
       "      <th>103</th>\n",
       "      <th>104</th>\n",
       "      <th>105</th>\n",
       "      <th>106</th>\n",
       "      <th>107</th>\n",
       "      <th>108</th>\n",
       "      <th>109</th>\n",
       "      <th>110</th>\n",
       "      <th>111</th>\n",
       "      <th>112</th>\n",
       "      <th>113</th>\n",
       "      <th>114</th>\n",
       "      <th>115</th>\n",
       "      <th>116</th>\n",
       "      <th>117</th>\n",
       "      <th>118</th>\n",
       "      <th>120</th>\n",
       "      <th>121</th>\n",
       "      <th>122</th>\n",
       "      <th>123</th>\n",
       "      <th>124</th>\n",
       "      <th>127</th>\n",
       "      <th>128</th>\n",
       "      <th>129</th>\n",
       "      <th>132</th>\n",
       "      <th>133</th>\n",
       "      <th>134</th>\n",
       "      <th>135</th>\n",
       "      <th>136</th>\n",
       "      <th>137</th>\n",
       "      <th>138</th>\n",
       "      <th>139</th>\n",
       "      <th>140</th>\n",
       "      <th>141</th>\n",
       "      <th>142</th>\n",
       "      <th>143</th>\n",
       "      <th>144</th>\n",
       "      <th>145</th>\n",
       "      <th>146</th>\n",
       "      <th>147</th>\n",
       "      <th>148</th>\n",
       "      <th>149</th>\n",
       "      <th>150</th>\n",
       "      <th>152</th>\n",
       "      <th>153</th>\n",
       "      <th>154</th>\n",
       "      <th>155</th>\n",
       "      <th>156</th>\n",
       "      <th>157</th>\n",
       "      <th>158</th>\n",
       "      <th>159</th>\n",
       "      <th>160</th>\n",
       "      <th>161</th>\n",
       "      <th>162</th>\n",
       "      <th>163</th>\n",
       "      <th>164</th>\n",
       "      <th>165</th>\n",
       "      <th>166</th>\n",
       "      <th>167</th>\n",
       "      <th>168</th>\n",
       "      <th>169</th>\n",
       "      <th>170</th>\n",
       "      <th>171</th>\n",
       "      <th>172</th>\n",
       "      <th>173</th>\n",
       "      <th>174</th>\n",
       "      <th>175</th>\n",
       "      <th>176</th>\n",
       "      <th>177</th>\n",
       "      <th>178</th>\n",
       "      <th>179</th>\n",
       "      <th>180</th>\n",
       "      <th>182</th>\n",
       "      <th>183</th>\n",
       "      <th>184</th>\n",
       "      <th>185</th>\n",
       "      <th>186</th>\n",
       "      <th>187</th>\n",
       "      <th>189</th>\n",
       "      <th>192</th>\n",
       "      <th>193</th>\n",
       "      <th>194</th>\n",
       "      <th>195</th>\n",
       "      <th>196</th>\n",
       "      <th>197</th>\n",
       "      <th>198</th>\n",
       "      <th>199</th>\n",
       "      <th>200</th>\n",
       "      <th>201</th>\n",
       "      <th>203</th>\n",
       "      <th>204</th>\n",
       "      <th>205</th>\n",
       "      <th>206</th>\n",
       "      <th>207</th>\n",
       "      <th>211</th>\n",
       "      <th>212</th>\n",
       "      <th>213</th>\n",
       "      <th>214</th>\n",
       "      <th>215</th>\n",
       "      <th>216</th>\n",
       "      <th>217</th>\n",
       "      <th>218</th>\n",
       "      <th>219</th>\n",
       "      <th>220</th>\n",
       "      <th>221</th>\n",
       "      <th>222</th>\n",
       "      <th>223</th>\n",
       "      <th>224</th>\n",
       "      <th>225</th>\n",
       "      <th>226</th>\n",
       "      <th>227</th>\n",
       "      <th>228</th>\n",
       "      <th>229</th>\n",
       "      <th>231</th>\n",
       "      <th>232</th>\n",
       "      <th>233</th>\n",
       "      <th>234</th>\n",
       "      <th>235</th>\n",
       "      <th>236</th>\n",
       "      <th>237</th>\n",
       "      <th>238</th>\n",
       "      <th>239</th>\n",
       "      <th>240</th>\n",
       "      <th>241</th>\n",
       "      <th>242</th>\n",
       "      <th>243</th>\n",
       "      <th>244</th>\n",
       "      <th>245</th>\n",
       "      <th>246</th>\n",
       "      <th>247</th>\n",
       "      <th>248</th>\n",
       "      <th>249</th>\n",
       "      <th>250</th>\n",
       "      <th>251</th>\n",
       "      <th>252</th>\n",
       "      <th>253</th>\n",
       "      <th>254</th>\n",
       "      <th>255</th>\n",
       "      <th>256</th>\n",
       "      <th>257</th>\n",
       "      <th>258</th>\n",
       "      <th>259</th>\n",
       "      <th>260</th>\n",
       "      <th>261</th>\n",
       "      <th>262</th>\n",
       "      <th>265</th>\n",
       "      <th>266</th>\n",
       "      <th>267</th>\n",
       "      <th>268</th>\n",
       "      <th>269</th>\n",
       "      <th>271</th>\n",
       "      <th>272</th>\n",
       "      <th>273</th>\n",
       "      <th>274</th>\n",
       "      <th>275</th>\n",
       "      <th>276</th>\n",
       "      <th>277</th>\n",
       "      <th>278</th>\n",
       "      <th>279</th>\n",
       "      <th>280</th>\n",
       "      <th>281</th>\n",
       "      <th>284</th>\n",
       "      <th>285</th>\n",
       "      <th>286</th>\n",
       "      <th>287</th>\n",
       "      <th>288</th>\n",
       "      <th>289</th>\n",
       "      <th>290</th>\n",
       "      <th>291</th>\n",
       "      <th>292</th>\n",
       "      <th>293</th>\n",
       "      <th>294</th>\n",
       "      <th>296</th>\n",
       "      <th>297</th>\n",
       "      <th>298</th>\n",
       "      <th>299</th>\n",
       "      <th>300</th>\n",
       "      <th>301</th>\n",
       "      <th>302</th>\n",
       "      <th>303</th>\n",
       "      <th>306</th>\n",
       "      <th>307</th>\n",
       "      <th>308</th>\n",
       "      <th>309</th>\n",
       "      <th>...</th>\n",
       "      <th>431567</th>\n",
       "      <th>431714</th>\n",
       "      <th>431742</th>\n",
       "      <th>431937</th>\n",
       "      <th>432025</th>\n",
       "      <th>432132</th>\n",
       "      <th>432364</th>\n",
       "      <th>432602</th>\n",
       "      <th>432607</th>\n",
       "      <th>432615</th>\n",
       "      <th>432789</th>\n",
       "      <th>432799</th>\n",
       "      <th>432883</th>\n",
       "      <th>432959</th>\n",
       "      <th>433054</th>\n",
       "      <th>433056</th>\n",
       "      <th>433067</th>\n",
       "      <th>433082</th>\n",
       "      <th>433084</th>\n",
       "      <th>433086</th>\n",
       "      <th>433244</th>\n",
       "      <th>433245</th>\n",
       "      <th>433356</th>\n",
       "      <th>433410</th>\n",
       "      <th>433471</th>\n",
       "      <th>433630</th>\n",
       "      <th>433711</th>\n",
       "      <th>433878</th>\n",
       "      <th>433945</th>\n",
       "      <th>434119</th>\n",
       "      <th>434166</th>\n",
       "      <th>434178</th>\n",
       "      <th>434234</th>\n",
       "      <th>434306</th>\n",
       "      <th>434336</th>\n",
       "      <th>434510</th>\n",
       "      <th>434616</th>\n",
       "      <th>434661</th>\n",
       "      <th>434711</th>\n",
       "      <th>434724</th>\n",
       "      <th>434758</th>\n",
       "      <th>434873</th>\n",
       "      <th>435041</th>\n",
       "      <th>435351</th>\n",
       "      <th>435366</th>\n",
       "      <th>435473</th>\n",
       "      <th>435707</th>\n",
       "      <th>435737</th>\n",
       "      <th>435821</th>\n",
       "      <th>435921</th>\n",
       "      <th>436279</th>\n",
       "      <th>436305</th>\n",
       "      <th>436334</th>\n",
       "      <th>436339</th>\n",
       "      <th>436340</th>\n",
       "      <th>436343</th>\n",
       "      <th>436352</th>\n",
       "      <th>436450</th>\n",
       "      <th>436769</th>\n",
       "      <th>436882</th>\n",
       "      <th>436932</th>\n",
       "      <th>436994</th>\n",
       "      <th>437031</th>\n",
       "      <th>437122</th>\n",
       "      <th>437220</th>\n",
       "      <th>437253</th>\n",
       "      <th>437311</th>\n",
       "      <th>437372</th>\n",
       "      <th>437623</th>\n",
       "      <th>437752</th>\n",
       "      <th>437830</th>\n",
       "      <th>437838</th>\n",
       "      <th>438012</th>\n",
       "      <th>438081</th>\n",
       "      <th>438108</th>\n",
       "      <th>438137</th>\n",
       "      <th>438144</th>\n",
       "      <th>438283</th>\n",
       "      <th>438446</th>\n",
       "      <th>438493</th>\n",
       "      <th>438597</th>\n",
       "      <th>438634</th>\n",
       "      <th>438635</th>\n",
       "      <th>438643</th>\n",
       "      <th>438665</th>\n",
       "      <th>439050</th>\n",
       "      <th>439056</th>\n",
       "      <th>439107</th>\n",
       "      <th>439121</th>\n",
       "      <th>439154</th>\n",
       "      <th>439263</th>\n",
       "      <th>439502</th>\n",
       "      <th>439695</th>\n",
       "      <th>439998</th>\n",
       "      <th>440047</th>\n",
       "      <th>440143</th>\n",
       "      <th>440145</th>\n",
       "      <th>440249</th>\n",
       "      <th>440266</th>\n",
       "      <th>440508</th>\n",
       "      <th>440597</th>\n",
       "      <th>440642</th>\n",
       "      <th>440708</th>\n",
       "      <th>440767</th>\n",
       "      <th>440777</th>\n",
       "      <th>441043</th>\n",
       "      <th>441168</th>\n",
       "      <th>441483</th>\n",
       "      <th>441652</th>\n",
       "      <th>441728</th>\n",
       "      <th>441881</th>\n",
       "      <th>442075</th>\n",
       "      <th>442087</th>\n",
       "      <th>442640</th>\n",
       "      <th>442750</th>\n",
       "      <th>442752</th>\n",
       "      <th>442949</th>\n",
       "      <th>443007</th>\n",
       "      <th>443053</th>\n",
       "      <th>443113</th>\n",
       "      <th>443297</th>\n",
       "      <th>443319</th>\n",
       "      <th>443700</th>\n",
       "      <th>444066</th>\n",
       "      <th>444193</th>\n",
       "      <th>444513</th>\n",
       "      <th>444623</th>\n",
       "      <th>444705</th>\n",
       "      <th>444706</th>\n",
       "      <th>444713</th>\n",
       "      <th>444902</th>\n",
       "      <th>444935</th>\n",
       "      <th>445126</th>\n",
       "      <th>445224</th>\n",
       "      <th>445590</th>\n",
       "      <th>445602</th>\n",
       "      <th>445605</th>\n",
       "      <th>445727</th>\n",
       "      <th>445840</th>\n",
       "      <th>445916</th>\n",
       "      <th>445993</th>\n",
       "      <th>446048</th>\n",
       "      <th>446076</th>\n",
       "      <th>446345</th>\n",
       "      <th>446493</th>\n",
       "      <th>447061</th>\n",
       "      <th>447113</th>\n",
       "      <th>447169</th>\n",
       "      <th>447236</th>\n",
       "      <th>447352</th>\n",
       "      <th>447511</th>\n",
       "      <th>447758</th>\n",
       "      <th>447818</th>\n",
       "      <th>448290</th>\n",
       "      <th>448448</th>\n",
       "      <th>448449</th>\n",
       "      <th>448538</th>\n",
       "      <th>448763</th>\n",
       "      <th>448847</th>\n",
       "      <th>448879</th>\n",
       "      <th>448992</th>\n",
       "      <th>449012</th>\n",
       "      <th>449131</th>\n",
       "      <th>449503</th>\n",
       "      <th>449674</th>\n",
       "      <th>449696</th>\n",
       "      <th>449742</th>\n",
       "      <th>449758</th>\n",
       "      <th>449863</th>\n",
       "      <th>450225</th>\n",
       "      <th>450530</th>\n",
       "      <th>450768</th>\n",
       "      <th>450875</th>\n",
       "      <th>450945</th>\n",
       "      <th>451644</th>\n",
       "      <th>451709</th>\n",
       "      <th>451955</th>\n",
       "      <th>452068</th>\n",
       "      <th>452142</th>\n",
       "      <th>452166</th>\n",
       "      <th>452372</th>\n",
       "      <th>452413</th>\n",
       "      <th>452606</th>\n",
       "      <th>452922</th>\n",
       "      <th>453008</th>\n",
       "      <th>453053</th>\n",
       "      <th>453062</th>\n",
       "      <th>453354</th>\n",
       "      <th>453596</th>\n",
       "      <th>454361</th>\n",
       "      <th>454774</th>\n",
       "      <th>454787</th>\n",
       "      <th>455043</th>\n",
       "      <th>455188</th>\n",
       "      <th>455363</th>\n",
       "      <th>455368</th>\n",
       "      <th>455601</th>\n",
       "      <th>455661</th>\n",
       "      <th>455675</th>\n",
       "      <th>455963</th>\n",
       "      <th>455968</th>\n",
       "      <th>456098</th>\n",
       "      <th>456101</th>\n",
       "      <th>456187</th>\n",
       "      <th>456193</th>\n",
       "      <th>456348</th>\n",
       "      <th>456781</th>\n",
       "      <th>456956</th>\n",
       "      <th>457307</th>\n",
       "      <th>457470</th>\n",
       "      <th>457962</th>\n",
       "      <th>458298</th>\n",
       "      <th>458310</th>\n",
       "      <th>458335</th>\n",
       "      <th>458428</th>\n",
       "      <th>458506</th>\n",
       "      <th>458618</th>\n",
       "      <th>458808</th>\n",
       "      <th>458961</th>\n",
       "      <th>459295</th>\n",
       "      <th>459802</th>\n",
       "      <th>459928</th>\n",
       "      <th>459950</th>\n",
       "      <th>460024</th>\n",
       "      <th>460135</th>\n",
       "      <th>460822</th>\n",
       "      <th>460846</th>\n",
       "      <th>460870</th>\n",
       "      <th>461053</th>\n",
       "      <th>461088</th>\n",
       "      <th>461089</th>\n",
       "      <th>461297</th>\n",
       "      <th>461533</th>\n",
       "      <th>461615</th>\n",
       "      <th>461634</th>\n",
       "      <th>461805</th>\n",
       "      <th>461955</th>\n",
       "      <th>462026</th>\n",
       "      <th>462108</th>\n",
       "      <th>462788</th>\n",
       "      <th>463800</th>\n",
       "      <th>463906</th>\n",
       "      <th>464111</th>\n",
       "      <th>464207</th>\n",
       "      <th>464819</th>\n",
       "      <th>465044</th>\n",
       "      <th>467731</th>\n",
       "      <th>468343</th>\n",
       "      <th>468707</th>\n",
       "      <th>469172</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movieId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "</table>\n",
       "<p>42991 rows × 42991 columns</p>\n",
       "</div>"
      ],
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       "movieId    2         3         5         6         11      12        13      \\\n",
       "movieId                                                                       \n",
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       "...           ...       ...       ...       ...       ...     ...       ...   \n",
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       "\n",
       "movieId    14        15        16        17        18        19        20      \\\n",
       "movieId                                                                         \n",
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       "\n",
       "movieId  21        22        24        25        26        27        28      \\\n",
       "movieId                                                                       \n",
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       "\n",
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       "movieId                                                                       \n",
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       "\n",
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       "movieId                                                                         \n",
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       "\n",
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       "movieId                                                                         \n",
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       "\n",
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       "movieId                                                                         \n",
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       "movieId                                                                       \n",
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       "movieId                                                                       \n",
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       "movieId                                                                         \n",
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       "movieId                                                                         \n",
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       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.000000  0.408248  0.408248  0.408248  0.353553  0.408248  0.707107   \n",
       "467731   0.000000  0.577350  0.577350  0.577350  0.500000  0.577350  1.000000   \n",
       "468343   0.000000  0.408248  0.408248  0.816497  0.353553  0.816497  0.707107   \n",
       "468707   0.000000  0.000000  0.408248  0.408248  0.000000  0.816497  0.000000   \n",
       "469172   0.000000  0.408248  0.408248  0.408248  0.353553  0.408248  0.707107   \n",
       "\n",
       "movieId  114       115       116       117       118       120       121     \\\n",
       "movieId                                                                       \n",
       "2           0.0  0.500000  0.707107  0.707107  0.000000  0.000000  0.000000   \n",
       "3           0.5  0.500000  0.353553  0.353553  0.353553  0.000000  0.000000   \n",
       "5           0.5  1.000000  0.353553  0.353553  0.353553  0.000000  0.000000   \n",
       "6           0.0  0.408248  0.577350  0.577350  0.000000  0.333333  0.333333   \n",
       "11          0.0  0.000000  0.000000  0.000000  0.288675  0.666667  0.666667   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "465044      0.0  0.000000  0.353553  0.353553  0.353553  0.408248  0.408248   \n",
       "467731      0.0  0.000000  0.500000  0.500000  0.000000  0.000000  0.000000   \n",
       "468343      0.5  0.000000  0.707107  0.353553  0.000000  0.000000  0.000000   \n",
       "468707      1.0  0.500000  0.353553  0.000000  0.353553  0.000000  0.000000   \n",
       "469172      0.0  0.000000  0.353553  0.353553  0.353553  0.408248  0.408248   \n",
       "\n",
       "movieId    122       123       124       127       128       129     132     \\\n",
       "movieId                                                                       \n",
       "2        0.000000  0.353553  0.500000  0.707107  0.000000  0.000000     0.0   \n",
       "3        0.000000  0.353553  0.500000  0.707107  0.000000  0.000000     0.0   \n",
       "5        0.000000  0.000000  0.000000  0.000000  0.000000  0.000000     0.0   \n",
       "6        0.333333  0.000000  0.000000  0.000000  0.000000  0.000000     0.0   \n",
       "11       0.666667  0.288675  0.000000  0.000000  0.333333  0.288675     0.0   \n",
       "...           ...       ...       ...       ...       ...       ...     ...   \n",
       "465044   0.408248  0.707107  1.000000  0.707107  0.408248  0.353553     0.0   \n",
       "467731   0.000000  0.500000  0.707107  1.000000  0.000000  0.000000     0.0   \n",
       "468343   0.000000  0.353553  0.500000  0.707107  0.000000  0.000000     0.0   \n",
       "468707   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000     0.0   \n",
       "469172   0.408248  0.707107  1.000000  0.707107  0.408248  0.353553     0.0   \n",
       "\n",
       "movieId  133       134     135       136       137     138       139     \\\n",
       "movieId                                                                   \n",
       "2           0.0  0.000000     0.0  0.500000  0.353553     0.0  0.408248   \n",
       "3           0.0  0.408248     0.0  0.500000  0.707107     0.0  0.816497   \n",
       "5           0.0  0.408248     0.0  0.000000  0.353553     0.0  0.408248   \n",
       "6           0.0  0.333333     0.0  0.000000  0.000000     0.0  0.000000   \n",
       "11          0.0  0.666667     0.0  0.000000  0.000000     0.0  0.000000   \n",
       "...         ...       ...     ...       ...       ...     ...       ...   \n",
       "465044      0.0  0.000000     0.0  0.500000  0.707107     0.0  0.408248   \n",
       "467731      0.0  0.000000     0.0  0.707107  0.500000     0.0  0.577350   \n",
       "468343      0.0  0.000000     0.0  0.500000  0.707107     0.0  0.816497   \n",
       "468707      0.0  0.408248     0.0  0.000000  0.707107     0.0  0.816497   \n",
       "469172      0.0  0.000000     0.0  0.500000  0.707107     0.0  0.408248   \n",
       "\n",
       "movieId    140       141       142       143       144       145       146     \\\n",
       "movieId                                                                         \n",
       "2        0.707107  0.408248  0.500000  0.500000  0.408248  0.500000  0.353553   \n",
       "3        0.353553  0.408248  0.500000  0.500000  0.408248  0.500000  0.353553   \n",
       "5        0.353553  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "6        0.577350  0.000000  0.000000  0.000000  0.000000  0.000000  0.288675   \n",
       "11       0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.577350   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.353553  0.816497  0.500000  0.500000  0.816497  0.500000  0.353553   \n",
       "467731   0.500000  0.577350  0.707107  0.707107  0.577350  0.707107  0.500000   \n",
       "468343   0.707107  0.408248  1.000000  0.500000  0.816497  1.000000  0.707107   \n",
       "468707   0.353553  0.000000  0.500000  0.000000  0.408248  0.500000  0.353553   \n",
       "469172   0.353553  0.816497  0.500000  0.500000  0.816497  0.500000  0.353553   \n",
       "\n",
       "movieId    147       148       149       150       152       153       154     \\\n",
       "movieId                                                                         \n",
       "2        0.707107  0.500000  0.000000  0.632456  0.000000  0.707107  0.000000   \n",
       "3        0.707107  0.500000  0.000000  0.632456  0.000000  0.707107  0.000000   \n",
       "5        0.000000  0.000000  0.000000  0.632456  0.000000  0.000000  0.000000   \n",
       "6        0.000000  0.000000  0.000000  0.774597  0.000000  0.000000  0.577350   \n",
       "11       0.000000  0.000000  0.408248  0.258199  0.666667  0.000000  0.866025   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.707107  0.500000  0.000000  0.316228  0.000000  0.707107  0.000000   \n",
       "467731   1.000000  0.707107  0.000000  0.447214  0.000000  1.000000  0.000000   \n",
       "468343   0.707107  1.000000  0.000000  0.316228  0.000000  0.707107  0.000000   \n",
       "468707   0.000000  0.500000  0.000000  0.316228  0.000000  0.000000  0.000000   \n",
       "469172   0.707107  0.500000  0.000000  0.316228  0.000000  0.707107  0.000000   \n",
       "\n",
       "movieId    155       156       157       158       159     160       161     \\\n",
       "movieId                                                                       \n",
       "2        0.707107  0.408248  0.000000  0.500000  0.500000     0.0  0.500000   \n",
       "3        0.353553  0.816497  0.000000  0.500000  1.000000     0.0  0.000000   \n",
       "5        0.353553  0.408248  0.000000  1.000000  0.500000     0.0  0.500000   \n",
       "6        0.866025  0.000000  0.577350  0.408248  0.000000     0.0  0.816497   \n",
       "11       0.288675  0.000000  0.866025  0.000000  0.000000     0.0  0.000000   \n",
       "...           ...       ...       ...       ...       ...     ...       ...   \n",
       "465044   0.353553  0.408248  0.000000  0.000000  0.500000     0.0  0.000000   \n",
       "467731   0.500000  0.577350  0.000000  0.000000  0.707107     0.0  0.000000   \n",
       "468343   0.353553  0.816497  0.000000  0.000000  0.500000     0.0  0.000000   \n",
       "468707   0.000000  0.816497  0.000000  0.500000  0.500000     0.0  0.000000   \n",
       "469172   0.353553  0.408248  0.000000  0.000000  0.500000     0.0  0.000000   \n",
       "\n",
       "movieId    162       163       164       165       166       167       168     \\\n",
       "movieId                                                                         \n",
       "2        0.408248  0.500000  0.408248  0.000000  0.408248  0.500000  0.000000   \n",
       "3        0.408248  0.000000  0.816497  0.353553  0.816497  0.500000  0.000000   \n",
       "5        0.000000  0.500000  0.408248  0.353553  0.408248  0.000000  0.000000   \n",
       "6        0.000000  0.816497  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "11       0.000000  0.000000  0.000000  0.577350  0.000000  0.408248  0.816497   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.816497  0.000000  0.408248  0.000000  0.408248  0.500000  0.000000   \n",
       "467731   0.577350  0.000000  0.577350  0.000000  0.577350  0.707107  0.000000   \n",
       "468343   0.816497  0.000000  0.816497  0.000000  0.816497  0.500000  0.000000   \n",
       "468707   0.408248  0.000000  0.816497  0.353553  0.816497  0.000000  0.000000   \n",
       "469172   0.816497  0.000000  0.408248  0.000000  0.408248  0.500000  0.000000   \n",
       "\n",
       "movieId    169       170       171       172       173       174       175     \\\n",
       "movieId                                                                         \n",
       "2        0.000000  0.000000  0.000000  0.000000  0.408248  0.000000  0.408248   \n",
       "3        0.000000  0.000000  0.707107  0.000000  0.408248  0.000000  0.408248   \n",
       "5        0.000000  0.000000  0.707107  0.000000  0.000000  0.000000  0.000000   \n",
       "6        0.666667  0.333333  0.000000  0.577350  0.000000  0.577350  0.000000   \n",
       "11       0.666667  0.333333  0.000000  0.866025  0.666667  0.866025  0.333333   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.000000  0.000000  0.000000  0.000000  0.408248  0.000000  0.408248   \n",
       "467731   0.000000  0.000000  0.000000  0.000000  0.577350  0.000000  0.577350   \n",
       "468343   0.000000  0.000000  0.000000  0.000000  0.408248  0.000000  0.816497   \n",
       "468707   0.000000  0.000000  0.707107  0.000000  0.000000  0.000000  0.408248   \n",
       "469172   0.000000  0.000000  0.000000  0.000000  0.408248  0.000000  0.408248   \n",
       "\n",
       "movieId    176       177       178       179      180       182       183     \\\n",
       "movieId                                                                        \n",
       "2        0.408248  0.500000  0.408248  0.500000  0.00000  0.577350  0.316228   \n",
       "3        0.000000  1.000000  0.408248  0.000000  0.00000  0.288675  0.632456   \n",
       "5        0.408248  0.500000  0.000000  0.500000  0.00000  0.288675  0.316228   \n",
       "6        0.333333  0.000000  0.666667  0.816497  0.57735  0.471405  0.000000   \n",
       "11       0.000000  0.000000  0.333333  0.000000  0.57735  0.000000  0.258199   \n",
       "...           ...       ...       ...       ...      ...       ...       ...   \n",
       "465044   0.000000  0.500000  0.408248  0.000000  0.00000  0.288675  0.316228   \n",
       "467731   0.000000  0.707107  0.577350  0.000000  0.00000  0.408248  0.447214   \n",
       "468343   0.000000  0.500000  0.408248  0.000000  0.00000  0.577350  0.632456   \n",
       "468707   0.000000  0.500000  0.000000  0.000000  0.00000  0.288675  0.632456   \n",
       "469172   0.000000  0.500000  0.408248  0.000000  0.00000  0.288675  0.316228   \n",
       "\n",
       "movieId    184       185       186       187       189       192       193     \\\n",
       "movieId                                                                         \n",
       "2        0.408248  0.500000  0.707107  0.408248  0.500000  0.408248  0.000000   \n",
       "3        0.408248  0.500000  0.353553  0.000000  0.000000  0.408248  0.000000   \n",
       "5        0.816497  0.000000  0.353553  0.408248  0.500000  0.000000  0.000000   \n",
       "6        0.333333  0.000000  0.577350  1.000000  0.816497  0.333333  0.577350   \n",
       "11       0.000000  0.408248  0.000000  0.333333  0.000000  0.000000  0.866025   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.000000  0.500000  0.353553  0.000000  0.000000  0.408248  0.000000   \n",
       "467731   0.000000  0.707107  0.500000  0.000000  0.000000  0.577350  0.000000   \n",
       "468343   0.408248  0.500000  0.353553  0.000000  0.000000  0.408248  0.000000   \n",
       "468707   0.816497  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "469172   0.000000  0.500000  0.353553  0.000000  0.000000  0.408248  0.000000   \n",
       "\n",
       "movieId  194     195       196       197     198       199       200     \\\n",
       "movieId                                                                   \n",
       "2           0.0     0.0  0.000000  0.353553     0.0  0.000000  0.000000   \n",
       "3           0.5     0.5  0.353553  0.353553     0.5  0.000000  0.000000   \n",
       "5           0.5     0.5  0.353553  0.000000     0.5  0.000000  0.000000   \n",
       "6           0.0     0.0  0.000000  0.288675     0.0  0.577350  0.577350   \n",
       "11          0.0     0.0  0.577350  0.288675     0.0  0.866025  0.866025   \n",
       "...         ...     ...       ...       ...     ...       ...       ...   \n",
       "465044      0.0     0.0  0.000000  0.353553     0.0  0.000000  0.000000   \n",
       "467731      0.0     0.0  0.000000  0.500000     0.0  0.000000  0.000000   \n",
       "468343      0.5     0.5  0.000000  0.353553     0.0  0.000000  0.000000   \n",
       "468707      1.0     1.0  0.353553  0.000000     0.5  0.000000  0.000000   \n",
       "469172      0.0     0.0  0.000000  0.353553     0.0  0.000000  0.000000   \n",
       "\n",
       "movieId    201       203       204       205       206       207       211     \\\n",
       "movieId                                                                         \n",
       "2        0.000000  1.000000  0.408248  0.408248  0.707107  0.707107  0.500000   \n",
       "3        0.000000  0.500000  0.408248  0.408248  0.707107  0.707107  1.000000   \n",
       "5        0.000000  0.500000  0.000000  0.000000  0.000000  0.000000  0.500000   \n",
       "6        0.577350  0.408248  0.333333  0.000000  0.000000  0.000000  0.000000   \n",
       "11       0.866025  0.000000  0.333333  0.000000  0.000000  0.000000  0.000000   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.000000  0.500000  0.408248  0.408248  0.707107  0.707107  0.500000   \n",
       "467731   0.000000  0.707107  0.577350  0.577350  1.000000  1.000000  0.707107   \n",
       "468343   0.000000  0.500000  0.408248  0.408248  0.707107  0.707107  0.500000   \n",
       "468707   0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.500000   \n",
       "469172   0.000000  0.500000  0.408248  0.408248  0.707107  0.707107  0.500000   \n",
       "\n",
       "movieId    212       213       214     215       216       217       218     \\\n",
       "movieId                                                                       \n",
       "2        0.500000  0.000000  0.408248     0.0  0.500000  0.000000  0.000000   \n",
       "3        0.500000  0.000000  0.000000     0.0  0.500000  0.000000  0.000000   \n",
       "5        1.000000  0.000000  0.408248     0.0  0.000000  0.000000  0.000000   \n",
       "6        0.408248  0.408248  0.666667     0.0  0.000000  0.408248  0.666667   \n",
       "11       0.000000  0.000000  0.000000     0.0  0.000000  0.816497  0.666667   \n",
       "...           ...       ...       ...     ...       ...       ...       ...   \n",
       "465044   0.000000  0.000000  0.000000     0.0  0.500000  0.000000  0.000000   \n",
       "467731   0.000000  0.000000  0.000000     0.0  0.707107  0.000000  0.000000   \n",
       "468343   0.000000  0.000000  0.000000     0.0  1.000000  0.000000  0.000000   \n",
       "468707   0.500000  0.000000  0.000000     0.0  0.500000  0.000000  0.000000   \n",
       "469172   0.000000  0.000000  0.000000     0.0  0.500000  0.000000  0.000000   \n",
       "\n",
       "movieId    219       220       221     222       223       224       225     \\\n",
       "movieId                                                                       \n",
       "2        0.408248  0.707107  0.707107     0.0  0.500000  0.500000  0.500000   \n",
       "3        0.816497  0.707107  0.707107     0.0  0.500000  0.500000  0.500000   \n",
       "5        0.408248  0.000000  0.000000     0.0  0.000000  0.000000  0.000000   \n",
       "6        0.000000  0.000000  0.000000     0.0  0.000000  0.000000  0.000000   \n",
       "11       0.000000  0.000000  0.000000     0.0  0.000000  0.000000  0.000000   \n",
       "...           ...       ...       ...     ...       ...       ...       ...   \n",
       "465044   0.408248  0.707107  0.707107     0.0  0.500000  0.500000  0.500000   \n",
       "467731   0.577350  1.000000  1.000000     0.0  0.707107  0.707107  0.707107   \n",
       "468343   0.816497  0.707107  0.707107     0.0  0.500000  0.500000  0.500000   \n",
       "468707   0.816497  0.000000  0.000000     0.0  0.000000  0.000000  0.000000   \n",
       "469172   0.408248  0.707107  0.707107     0.0  0.500000  0.500000  0.500000   \n",
       "\n",
       "movieId    226       227       228       229       231       232       233     \\\n",
       "movieId                                                                         \n",
       "2        1.000000  1.000000  0.707107  0.000000  0.500000  0.632456  0.707107   \n",
       "3        0.500000  0.500000  0.707107  0.000000  0.500000  0.316228  0.707107   \n",
       "5        0.500000  0.500000  0.000000  0.000000  0.000000  0.316228  0.000000   \n",
       "6        0.408248  0.408248  0.000000  0.000000  0.408248  0.516398  0.000000   \n",
       "11       0.000000  0.000000  0.000000  0.408248  0.000000  0.516398  0.000000   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.500000  0.500000  0.707107  0.000000  0.500000  0.316228  0.707107   \n",
       "467731   0.707107  0.707107  1.000000  0.000000  0.707107  0.447214  1.000000   \n",
       "468343   0.500000  0.500000  0.707107  0.000000  0.500000  0.632456  0.707107   \n",
       "468707   0.000000  0.000000  0.000000  0.000000  0.000000  0.316228  0.000000   \n",
       "469172   0.500000  0.500000  0.707107  0.000000  0.500000  0.316228  0.707107   \n",
       "\n",
       "movieId    234       235       236       237       238     239       240     \\\n",
       "movieId                                                                       \n",
       "2        0.707107  1.000000  0.408248  0.707107  1.000000     0.0  1.000000   \n",
       "3        0.353553  0.500000  0.816497  0.353553  0.500000     0.5  0.500000   \n",
       "5        0.353553  0.500000  0.408248  0.353553  0.500000     0.5  0.500000   \n",
       "6        0.577350  0.408248  0.000000  0.577350  0.408248     0.0  0.408248   \n",
       "11       0.000000  0.000000  0.000000  0.000000  0.000000     0.0  0.000000   \n",
       "...           ...       ...       ...       ...       ...     ...       ...   \n",
       "465044   0.353553  0.500000  0.408248  0.353553  0.500000     0.0  0.500000   \n",
       "467731   0.500000  0.707107  0.577350  0.500000  0.707107     0.0  0.707107   \n",
       "468343   0.353553  0.500000  0.816497  0.707107  0.500000     0.5  0.500000   \n",
       "468707   0.000000  0.000000  0.816497  0.353553  0.000000     1.0  0.000000   \n",
       "469172   0.353553  0.500000  0.408248  0.353553  0.500000     0.0  0.500000   \n",
       "\n",
       "movieId    241       242       243       244       245       246       247     \\\n",
       "movieId                                                                         \n",
       "2        0.816497  0.816497  0.353553  0.353553  0.408248  0.408248  0.707107   \n",
       "3        0.408248  0.408248  0.707107  0.353553  0.816497  0.408248  0.353553   \n",
       "5        0.408248  0.408248  0.353553  0.000000  0.408248  0.000000  0.353553   \n",
       "6        0.666667  0.666667  0.000000  0.288675  0.000000  0.333333  0.866025   \n",
       "11       0.000000  0.000000  0.000000  0.577350  0.000000  0.666667  0.288675   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.408248  0.408248  0.353553  0.353553  0.408248  0.408248  0.353553   \n",
       "467731   0.577350  0.577350  0.500000  0.500000  0.577350  0.577350  0.500000   \n",
       "468343   0.408248  0.408248  0.707107  0.353553  0.816497  0.408248  0.353553   \n",
       "468707   0.000000  0.000000  0.707107  0.000000  0.816497  0.000000  0.000000   \n",
       "469172   0.408248  0.408248  0.353553  0.353553  0.408248  0.408248  0.353553   \n",
       "\n",
       "movieId    248       249       250       251     252       253       254     \\\n",
       "movieId                                                                       \n",
       "2        0.500000  0.408248  0.408248  0.316228     0.0  0.000000  0.408248   \n",
       "3        1.000000  0.816497  0.408248  0.316228     0.0  0.000000  0.408248   \n",
       "5        0.500000  0.408248  0.816497  0.000000     0.0  0.000000  0.000000   \n",
       "6        0.000000  0.333333  0.666667  0.258199     0.0  0.666667  0.333333   \n",
       "11       0.000000  0.000000  0.333333  0.000000     0.0  0.666667  0.666667   \n",
       "...           ...       ...       ...       ...     ...       ...       ...   \n",
       "465044   0.500000  0.408248  0.000000  0.632456     0.5  0.000000  0.408248   \n",
       "467731   0.707107  0.577350  0.000000  0.447214     0.0  0.000000  0.577350   \n",
       "468343   0.500000  0.408248  0.000000  0.632456     0.0  0.000000  0.408248   \n",
       "468707   0.500000  0.408248  0.408248  0.316228     0.0  0.000000  0.000000   \n",
       "469172   0.500000  0.408248  0.000000  0.632456     0.5  0.000000  0.408248   \n",
       "\n",
       "movieId    255       256       257       258       259       260       261     \\\n",
       "movieId                                                                         \n",
       "2        0.408248  0.707107  0.816497  0.408248  0.408248  0.000000  0.500000   \n",
       "3        0.816497  0.707107  0.408248  0.816497  0.816497  0.000000  0.500000   \n",
       "5        0.408248  0.000000  0.408248  0.408248  0.408248  0.000000  0.000000   \n",
       "6        0.000000  0.000000  0.333333  0.000000  0.000000  0.666667  0.000000   \n",
       "11       0.000000  0.000000  0.000000  0.000000  0.000000  0.333333  0.000000   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.408248  0.707107  0.408248  0.408248  0.408248  0.000000  0.500000   \n",
       "467731   0.577350  1.000000  0.577350  0.577350  0.577350  0.000000  0.707107   \n",
       "468343   0.816497  0.707107  0.408248  0.816497  0.816497  0.000000  1.000000   \n",
       "468707   0.816497  0.000000  0.000000  0.816497  0.816497  0.000000  0.500000   \n",
       "469172   0.408248  0.707107  0.408248  0.408248  0.408248  0.000000  0.500000   \n",
       "\n",
       "movieId    262       265       266       267       268       269       271     \\\n",
       "movieId                                                                         \n",
       "2        0.500000  0.408248  0.707107  0.408248  0.000000  1.000000  0.353553   \n",
       "3        1.000000  0.408248  0.707107  0.408248  0.000000  0.500000  0.353553   \n",
       "5        0.500000  0.000000  0.000000  0.000000  0.000000  0.500000  0.000000   \n",
       "6        0.000000  0.000000  0.000000  0.333333  0.408248  0.408248  0.000000   \n",
       "11       0.000000  0.000000  0.000000  0.000000  0.408248  0.000000  0.288675   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.500000  0.408248  0.707107  0.408248  0.500000  0.500000  0.707107   \n",
       "467731   0.707107  0.577350  1.000000  0.577350  0.000000  0.707107  0.500000   \n",
       "468343   0.500000  0.816497  0.707107  0.816497  0.000000  0.500000  0.353553   \n",
       "468707   0.500000  0.408248  0.000000  0.408248  0.000000  0.000000  0.000000   \n",
       "469172   0.500000  0.408248  0.707107  0.408248  0.500000  0.500000  0.707107   \n",
       "\n",
       "movieId    272       273       274       275       276       277       278     \\\n",
       "movieId                                                                         \n",
       "2        0.816497  0.707107  0.816497  0.816497  0.500000  0.000000  1.000000   \n",
       "3        0.408248  0.707107  0.408248  0.408248  1.000000  0.000000  0.500000   \n",
       "5        0.408248  0.000000  0.408248  0.408248  0.500000  0.000000  0.500000   \n",
       "6        0.666667  0.000000  0.666667  0.666667  0.000000  0.666667  0.408248   \n",
       "11       0.333333  0.000000  0.000000  0.000000  0.000000  0.333333  0.000000   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.408248  0.707107  0.408248  0.408248  0.500000  0.408248  0.500000   \n",
       "467731   0.577350  1.000000  0.577350  0.577350  0.707107  0.000000  0.707107   \n",
       "468343   0.408248  0.707107  0.408248  0.408248  0.500000  0.000000  0.500000   \n",
       "468707   0.000000  0.000000  0.000000  0.000000  0.500000  0.000000  0.000000   \n",
       "469172   0.408248  0.707107  0.408248  0.408248  0.500000  0.408248  0.500000   \n",
       "\n",
       "movieId    279       280       281       284       285     286     287     \\\n",
       "movieId                                                                     \n",
       "2        0.408248  0.000000  0.707107  0.408248  0.000000     0.0     0.0   \n",
       "3        0.408248  0.000000  0.353553  0.816497  0.000000     0.0     0.5   \n",
       "5        0.000000  0.000000  0.353553  0.408248  0.000000     0.0     0.5   \n",
       "6        0.000000  0.666667  0.577350  0.000000  0.333333     0.0     0.0   \n",
       "11       0.000000  0.666667  0.288675  0.000000  0.666667     0.0     0.0   \n",
       "...           ...       ...       ...       ...       ...     ...     ...   \n",
       "465044   0.408248  0.000000  0.353553  0.408248  0.408248     0.0     0.0   \n",
       "467731   0.577350  0.000000  0.500000  0.577350  0.000000     0.0     0.0   \n",
       "468343   0.408248  0.000000  0.353553  0.816497  0.000000     0.0     0.5   \n",
       "468707   0.000000  0.000000  0.000000  0.816497  0.000000     0.0     1.0   \n",
       "469172   0.408248  0.000000  0.353553  0.408248  0.408248     0.0     0.0   \n",
       "\n",
       "movieId  288       289       290     291       292       293       294     \\\n",
       "movieId                                                                     \n",
       "2           0.0  0.500000  0.500000     0.0  0.000000  0.707107  0.500000   \n",
       "3           0.0  0.500000  1.000000     0.0  0.408248  0.707107  0.500000   \n",
       "5           0.0  0.000000  0.500000     0.0  0.408248  0.000000  0.000000   \n",
       "6           0.0  0.000000  0.000000     0.0  0.000000  0.000000  0.000000   \n",
       "11          0.0  0.000000  0.000000     0.0  0.000000  0.000000  0.000000   \n",
       "...         ...       ...       ...     ...       ...       ...       ...   \n",
       "465044      0.0  0.500000  0.500000     0.0  0.000000  0.707107  0.500000   \n",
       "467731      0.0  0.707107  0.707107     0.0  0.000000  1.000000  0.707107   \n",
       "468343      0.0  1.000000  0.500000     0.0  0.000000  0.707107  1.000000   \n",
       "468707      0.0  0.500000  0.500000     0.0  0.408248  0.000000  0.500000   \n",
       "469172      0.0  0.500000  0.500000     0.0  0.000000  0.707107  0.500000   \n",
       "\n",
       "movieId    296       297       298       299       300     301       302     \\\n",
       "movieId                                                                       \n",
       "2        0.000000  0.408248  0.500000  0.353553  0.408248     0.0  0.500000   \n",
       "3        0.000000  0.408248  0.000000  0.353553  0.816497     0.0  0.000000   \n",
       "5        0.000000  0.000000  0.500000  0.707107  0.408248     0.0  0.500000   \n",
       "6        0.666667  0.000000  0.816497  0.577350  0.000000     0.0  0.816497   \n",
       "11       0.666667  0.000000  0.000000  0.000000  0.000000     0.0  0.000000   \n",
       "...           ...       ...       ...       ...       ...     ...       ...   \n",
       "465044   0.000000  0.816497  0.000000  0.000000  0.816497     0.0  0.000000   \n",
       "467731   0.000000  0.577350  0.000000  0.000000  0.577350     0.0  0.000000   \n",
       "468343   0.000000  0.408248  0.000000  0.000000  0.408248     0.0  0.000000   \n",
       "468707   0.000000  0.000000  0.000000  0.353553  0.408248     0.0  0.000000   \n",
       "469172   0.000000  0.816497  0.000000  0.000000  0.816497     0.0  0.000000   \n",
       "\n",
       "movieId    303       306       307       308       309     ...    431567  \\\n",
       "movieId                                                    ...             \n",
       "2        0.408248  0.408248  0.500000  0.353553  0.707107  ...  0.408248   \n",
       "3        0.408248  0.408248  0.500000  0.707107  0.707107  ...  0.408248   \n",
       "5        0.000000  0.816497  0.000000  0.353553  0.000000  ...  0.000000   \n",
       "6        0.333333  0.666667  0.000000  0.000000  0.000000  ...  0.333333   \n",
       "11       0.000000  0.333333  0.000000  0.000000  0.000000  ...  0.000000   \n",
       "...           ...       ...       ...       ...       ...  ...       ...   \n",
       "465044   0.408248  0.000000  0.500000  0.353553  0.707107  ...  0.408248   \n",
       "467731   0.577350  0.000000  0.707107  0.500000  1.000000  ...  0.577350   \n",
       "468343   0.816497  0.000000  0.500000  0.707107  0.707107  ...  0.408248   \n",
       "468707   0.408248  0.408248  0.000000  0.707107  0.000000  ...  0.000000   \n",
       "469172   0.408248  0.000000  0.500000  0.353553  0.707107  ...  0.408248   \n",
       "\n",
       "movieId  431714    431742    431937    432025    432132  432364  432602  \\\n",
       "movieId                                                                   \n",
       "2           0.0  0.000000  0.408248  0.707107  0.707107     0.0     0.0   \n",
       "3           0.0  0.408248  0.816497  0.707107  0.707107     0.0     0.0   \n",
       "5           0.0  0.408248  0.408248  0.000000  0.000000     0.0     0.0   \n",
       "6           0.0  0.000000  0.000000  0.000000  0.000000     0.0     0.0   \n",
       "11          0.0  0.333333  0.000000  0.000000  0.000000     0.0     0.0   \n",
       "...         ...       ...       ...       ...       ...     ...     ...   \n",
       "465044      0.0  0.408248  0.408248  0.707107  0.707107     0.0     0.0   \n",
       "467731      0.0  0.000000  0.577350  1.000000  1.000000     0.0     0.0   \n",
       "468343      0.0  0.000000  0.816497  0.707107  0.707107     0.0     0.0   \n",
       "468707      0.0  0.408248  0.816497  0.000000  0.000000     0.0     0.0   \n",
       "469172      0.0  0.408248  0.408248  0.707107  0.707107     0.0     0.0   \n",
       "\n",
       "movieId  432607  432615  432789    432799    432883    432959  433054  433056  \\\n",
       "movieId                                                                         \n",
       "2           0.0     0.0     0.0  0.707107  0.000000  0.000000     0.0     0.0   \n",
       "3           0.0     0.0     0.5  0.353553  0.707107  0.707107     0.0     0.0   \n",
       "5           0.0     0.0     0.5  0.353553  0.707107  0.707107     0.0     0.0   \n",
       "6           0.0     0.0     0.0  0.577350  0.000000  0.000000     0.0     0.0   \n",
       "11          0.0     0.0     0.0  0.000000  0.000000  0.000000     0.0     0.0   \n",
       "...         ...     ...     ...       ...       ...       ...     ...     ...   \n",
       "465044      0.0     0.0     0.0  0.353553  0.000000  0.000000     0.0     0.0   \n",
       "467731      0.0     0.0     0.0  0.500000  0.000000  0.000000     0.0     0.0   \n",
       "468343      0.0     0.0     0.5  0.353553  0.000000  0.000000     0.0     0.0   \n",
       "468707      0.0     0.0     1.0  0.000000  0.707107  0.707107     0.0     0.0   \n",
       "469172      0.0     0.0     0.0  0.353553  0.000000  0.000000     0.0     0.0   \n",
       "\n",
       "movieId  433067    433082  433084  433086   433244    433245    433356  \\\n",
       "movieId                                                                  \n",
       "2           0.0  0.408248     0.0     0.0  0.00000  0.000000  0.408248   \n",
       "3           0.0  0.408248     0.0     0.0  0.00000  0.707107  0.408248   \n",
       "5           0.0  0.000000     0.0     0.0  0.00000  0.707107  0.000000   \n",
       "6           0.0  0.000000     0.0     0.0  0.57735  0.000000  0.000000   \n",
       "11          0.0  0.000000     0.0     0.0  0.00000  0.000000  0.000000   \n",
       "...         ...       ...     ...     ...      ...       ...       ...   \n",
       "465044      0.0  0.408248     0.0     0.0  0.00000  0.000000  0.408248   \n",
       "467731      0.0  0.577350     0.0     0.0  0.00000  0.000000  0.577350   \n",
       "468343      0.0  0.408248     0.0     0.0  0.00000  0.000000  0.816497   \n",
       "468707      0.0  0.000000     0.0     0.0  0.00000  0.707107  0.408248   \n",
       "469172      0.0  0.408248     0.0     0.0  0.00000  0.000000  0.408248   \n",
       "\n",
       "movieId    433410  433471    433630    433711  433878    433945    434119  \\\n",
       "movieId                                                                     \n",
       "2        0.000000     0.0  0.500000  0.000000     0.0  0.353553  0.408248   \n",
       "3        0.707107     0.0  0.500000  0.000000     0.0  0.353553  0.816497   \n",
       "5        0.707107     0.0  0.000000  0.000000     0.0  0.000000  0.408248   \n",
       "6        0.000000     0.0  0.408248  0.000000     0.0  0.577350  0.333333   \n",
       "11       0.000000     0.0  0.000000  0.408248     0.0  0.288675  0.333333   \n",
       "...           ...     ...       ...       ...     ...       ...       ...   \n",
       "465044   0.000000     0.0  0.500000  0.000000     0.0  0.353553  0.408248   \n",
       "467731   0.000000     0.0  0.707107  0.000000     0.0  0.500000  0.577350   \n",
       "468343   0.000000     0.0  0.500000  0.000000     0.0  0.353553  0.408248   \n",
       "468707   0.707107     0.0  0.000000  0.000000     0.0  0.000000  0.408248   \n",
       "469172   0.000000     0.0  0.500000  0.000000     0.0  0.353553  0.408248   \n",
       "\n",
       "movieId    434166  434178    434234    434306  434336    434510    434616  \\\n",
       "movieId                                                                     \n",
       "2        0.408248     0.0  0.000000  0.500000     0.0  0.000000  0.500000   \n",
       "3        0.816497     0.0  0.707107  0.500000     0.0  0.000000  1.000000   \n",
       "5        0.408248     0.0  0.707107  0.000000     0.0  0.000000  0.500000   \n",
       "6        0.000000     0.0  0.000000  0.000000     0.0  0.333333  0.000000   \n",
       "11       0.000000     0.0  0.000000  0.000000     0.0  0.333333  0.000000   \n",
       "...           ...     ...       ...       ...     ...       ...       ...   \n",
       "465044   0.408248     0.0  0.000000  0.500000     0.0  0.000000  0.500000   \n",
       "467731   0.577350     0.0  0.000000  0.707107     0.0  0.000000  0.707107   \n",
       "468343   0.408248     0.0  0.000000  1.000000     0.0  0.408248  0.500000   \n",
       "468707   0.408248     0.0  0.707107  0.500000     0.0  0.408248  0.500000   \n",
       "469172   0.408248     0.0  0.000000  0.500000     0.0  0.000000  0.500000   \n",
       "\n",
       "movieId  434661  434711    434724    434758    434873    435041    435351  \\\n",
       "movieId                                                                     \n",
       "2           0.0     0.0  1.000000  0.408248  0.408248  0.000000  0.000000   \n",
       "3           0.5     0.0  0.500000  0.408248  0.816497  0.707107  0.707107   \n",
       "5           0.5     0.0  0.500000  0.000000  0.408248  0.707107  0.707107   \n",
       "6           0.0     0.0  0.408248  0.333333  0.000000  0.000000  0.000000   \n",
       "11          0.0     0.0  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "...         ...     ...       ...       ...       ...       ...       ...   \n",
       "465044      0.0     0.0  0.500000  0.408248  0.408248  0.000000  0.000000   \n",
       "467731      0.0     0.0  0.707107  0.577350  0.577350  0.000000  0.000000   \n",
       "468343      0.0     0.0  0.500000  0.408248  0.408248  0.000000  0.000000   \n",
       "468707      0.5     0.0  0.000000  0.000000  0.408248  0.707107  0.707107   \n",
       "469172      0.0     0.0  0.500000  0.408248  0.408248  0.000000  0.000000   \n",
       "\n",
       "movieId   435366    435473    435707    435737    435821    435921    436279  \\\n",
       "movieId                                                                        \n",
       "2        0.00000  0.816497  0.500000  0.000000  0.707107  0.000000  0.707107   \n",
       "3        0.00000  0.408248  1.000000  0.408248  0.707107  0.707107  0.707107   \n",
       "5        0.00000  0.408248  0.500000  0.408248  0.000000  0.707107  0.000000   \n",
       "6        0.57735  0.666667  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "11       0.57735  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "...          ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.00000  0.408248  0.500000  0.408248  0.707107  0.000000  0.707107   \n",
       "467731   0.00000  0.577350  0.707107  0.000000  1.000000  0.000000  1.000000   \n",
       "468343   0.00000  0.408248  0.500000  0.000000  0.707107  0.000000  0.707107   \n",
       "468707   0.00000  0.000000  0.500000  0.408248  0.000000  0.707107  0.000000   \n",
       "469172   0.00000  0.408248  0.500000  0.408248  0.707107  0.000000  0.707107   \n",
       "\n",
       "movieId  436305    436334    436339    436340    436343    436352  436450  \\\n",
       "movieId                                                                     \n",
       "2           0.0  0.707107  0.707107  0.707107  0.500000  0.707107     0.0   \n",
       "3           0.0  0.707107  0.707107  0.707107  0.500000  0.707107     0.0   \n",
       "5           0.0  0.000000  0.000000  0.000000  0.000000  0.000000     0.0   \n",
       "6           0.0  0.000000  0.000000  0.000000  0.000000  0.000000     0.0   \n",
       "11          0.0  0.000000  0.000000  0.000000  0.000000  0.000000     0.0   \n",
       "...         ...       ...       ...       ...       ...       ...     ...   \n",
       "465044      0.0  0.707107  0.707107  0.707107  0.500000  0.707107     0.0   \n",
       "467731      0.0  1.000000  1.000000  1.000000  0.707107  1.000000     0.0   \n",
       "468343      0.0  0.707107  0.707107  0.707107  1.000000  0.707107     0.0   \n",
       "468707      0.0  0.000000  0.000000  0.000000  0.500000  0.000000     0.0   \n",
       "469172      0.0  0.707107  0.707107  0.707107  0.500000  0.707107     0.0   \n",
       "\n",
       "movieId  436769    436882    436932    436994  437031    437122    437220  \\\n",
       "movieId                                                                     \n",
       "2           0.0  0.500000  0.500000  0.000000     0.0  0.500000  0.500000   \n",
       "3           0.0  0.500000  0.500000  0.000000     0.0  0.500000  0.000000   \n",
       "5           0.0  0.000000  0.000000  0.000000     0.0  0.000000  0.500000   \n",
       "6           0.0  0.000000  0.408248  0.408248     0.0  0.000000  0.408248   \n",
       "11          0.0  0.000000  0.408248  0.408248     0.0  0.408248  0.000000   \n",
       "...         ...       ...       ...       ...     ...       ...       ...   \n",
       "465044      0.0  0.500000  0.500000  0.000000     0.0  0.500000  0.000000   \n",
       "467731      0.0  0.707107  0.707107  0.000000     0.0  0.707107  0.000000   \n",
       "468343      0.0  1.000000  0.500000  0.000000     0.0  0.500000  0.000000   \n",
       "468707      0.0  0.500000  0.000000  0.000000     0.0  0.000000  0.000000   \n",
       "469172      0.0  0.500000  0.500000  0.000000     0.0  0.500000  0.000000   \n",
       "\n",
       "movieId    437253    437311  437372    437623    437752   437830    437838  \\\n",
       "movieId                                                                      \n",
       "2        0.500000  0.408248     0.0  0.707107  0.000000  0.00000  0.707107   \n",
       "3        1.000000  0.408248     0.0  0.707107  0.707107  0.00000  0.707107   \n",
       "5        0.500000  0.000000     0.0  0.000000  0.707107  0.00000  0.000000   \n",
       "6        0.000000  0.000000     0.0  0.000000  0.000000  0.57735  0.000000   \n",
       "11       0.000000  0.333333     0.0  0.000000  0.000000  0.00000  0.000000   \n",
       "...           ...       ...     ...       ...       ...      ...       ...   \n",
       "465044   0.500000  0.408248     0.0  0.707107  0.000000  0.00000  0.707107   \n",
       "467731   0.707107  0.577350     0.0  1.000000  0.000000  0.00000  1.000000   \n",
       "468343   0.500000  0.816497     0.0  0.707107  0.000000  0.00000  0.707107   \n",
       "468707   0.500000  0.408248     0.0  0.000000  0.707107  0.00000  0.000000   \n",
       "469172   0.500000  0.408248     0.0  0.707107  0.000000  0.00000  0.707107   \n",
       "\n",
       "movieId    438012    438081   438108  438137  438144    438283  438446  \\\n",
       "movieId                                                                  \n",
       "2        0.000000  0.500000  0.00000     0.0     0.0  1.000000     0.0   \n",
       "3        0.707107  1.000000  0.00000     0.0     0.0  0.500000     0.0   \n",
       "5        0.707107  0.500000  0.00000     0.0     0.0  0.500000     0.0   \n",
       "6        0.000000  0.000000  0.00000     0.0     0.0  0.408248     0.0   \n",
       "11       0.000000  0.000000  0.57735     0.0     0.0  0.000000     0.0   \n",
       "...           ...       ...      ...     ...     ...       ...     ...   \n",
       "465044   0.000000  0.500000  0.00000     0.0     0.0  0.500000     0.0   \n",
       "467731   0.000000  0.707107  0.00000     0.0     0.0  0.707107     0.0   \n",
       "468343   0.000000  0.500000  0.00000     0.0     0.0  0.500000     0.0   \n",
       "468707   0.707107  0.500000  0.00000     0.0     0.0  0.000000     0.0   \n",
       "469172   0.000000  0.500000  0.00000     0.0     0.0  0.500000     0.0   \n",
       "\n",
       "movieId  438493    438597    438634  438635  438643  438665    439050  \\\n",
       "movieId                                                                 \n",
       "2           0.0  0.353553  0.500000     0.0     0.0     0.0  0.500000   \n",
       "3           0.5  0.353553  0.500000     0.0     0.0     0.0  0.500000   \n",
       "5           0.5  0.000000  0.000000     0.0     0.0     0.0  0.000000   \n",
       "6           0.0  0.288675  0.000000     0.0     0.0     0.0  0.000000   \n",
       "11          0.0  0.866025  0.000000     0.0     0.0     0.0  0.000000   \n",
       "...         ...       ...       ...     ...     ...     ...       ...   \n",
       "465044      0.0  0.353553  0.500000     0.0     0.0     0.0  0.500000   \n",
       "467731      0.0  0.500000  0.707107     0.0     0.0     0.0  0.707107   \n",
       "468343      0.0  0.353553  0.500000     0.0     0.0     0.0  0.500000   \n",
       "468707      0.5  0.000000  0.000000     0.0     0.0     0.0  0.000000   \n",
       "469172      0.0  0.353553  0.500000     0.0     0.0     0.0  0.500000   \n",
       "\n",
       "movieId    439056    439107  439121    439154  439263  439502    439695  \\\n",
       "movieId                                                                   \n",
       "2        1.000000  0.000000     0.0  0.500000     0.0     0.0  0.500000   \n",
       "3        0.500000  0.707107     0.0  1.000000     0.5     0.0  1.000000   \n",
       "5        0.500000  0.707107     0.0  0.500000     0.5     0.0  0.500000   \n",
       "6        0.408248  0.000000     0.0  0.000000     0.0     0.0  0.000000   \n",
       "11       0.000000  0.000000     0.0  0.000000     0.0     0.0  0.000000   \n",
       "...           ...       ...     ...       ...     ...     ...       ...   \n",
       "465044   0.500000  0.000000     0.0  0.500000     0.0     0.0  0.500000   \n",
       "467731   0.707107  0.000000     0.0  0.707107     0.0     0.0  0.707107   \n",
       "468343   0.500000  0.000000     0.0  0.500000     0.0     0.0  0.500000   \n",
       "468707   0.000000  0.707107     0.0  0.500000     0.5     0.0  0.500000   \n",
       "469172   0.500000  0.000000     0.0  0.500000     0.0     0.0  0.500000   \n",
       "\n",
       "movieId    439998    440047    440143  440145  440249    440266   440508  \\\n",
       "movieId                                                                    \n",
       "2        0.000000  0.000000  0.316228     0.0     0.0  0.408248  0.00000   \n",
       "3        0.707107  0.707107  0.632456     0.0     0.0  0.000000  0.00000   \n",
       "5        0.707107  0.707107  0.316228     0.0     0.0  0.408248  0.00000   \n",
       "6        0.000000  0.000000  0.258199     0.0     0.0  0.666667  0.57735   \n",
       "11       0.000000  0.000000  0.516398     0.0     0.0  0.333333  0.57735   \n",
       "...           ...       ...       ...     ...     ...       ...      ...   \n",
       "465044   0.000000  0.000000  0.316228     0.0     0.0  0.000000  0.00000   \n",
       "467731   0.000000  0.000000  0.447214     0.0     0.0  0.000000  0.00000   \n",
       "468343   0.000000  0.000000  0.632456     0.0     0.0  0.000000  0.00000   \n",
       "468707   0.707107  0.707107  0.632456     0.0     0.0  0.000000  0.00000   \n",
       "469172   0.000000  0.000000  0.316228     0.0     0.0  0.000000  0.00000   \n",
       "\n",
       "movieId    440597    440642    440708    440767    440777    441043    441168  \\\n",
       "movieId                                                                         \n",
       "2        0.000000  0.408248  0.000000  0.000000  0.500000  0.000000  0.707107   \n",
       "3        0.000000  0.408248  0.707107  0.707107  0.500000  0.408248  0.707107   \n",
       "5        0.000000  0.000000  0.707107  0.707107  0.000000  0.408248  0.000000   \n",
       "6        0.333333  0.000000  0.000000  0.000000  0.408248  0.000000  0.000000   \n",
       "11       0.000000  0.333333  0.000000  0.000000  0.408248  0.333333  0.000000   \n",
       "...           ...       ...       ...       ...       ...       ...       ...   \n",
       "465044   0.408248  0.408248  0.000000  0.000000  0.500000  0.000000  0.707107   \n",
       "467731   0.000000  0.577350  0.000000  0.000000  0.707107  0.000000  1.000000   \n",
       "468343   0.000000  0.408248  0.000000  0.000000  0.500000  0.000000  0.707107   \n",
       "468707   0.000000  0.000000  0.707107  0.707107  0.000000  0.408248  0.000000   \n",
       "469172   0.408248  0.408248  0.000000  0.000000  0.500000  0.000000  0.707107   \n",
       "\n",
       "movieId    441483  441652  441728    441881  442075    442087  442640  \\\n",
       "movieId                                                                 \n",
       "2        0.500000     0.0     0.0  0.408248     0.0  0.000000     0.0   \n",
       "3        0.500000     0.0     0.5  0.408248     0.0  0.707107     0.0   \n",
       "5        0.000000     0.0     0.5  0.000000     0.0  0.707107     0.0   \n",
       "6        0.408248     0.0     0.0  0.000000     0.0  0.000000     0.0   \n",
       "11       0.000000     0.0     0.0  0.000000     0.0  0.000000     0.0   \n",
       "...           ...     ...     ...       ...     ...       ...     ...   \n",
       "465044   0.500000     0.0     0.0  0.408248     0.0  0.000000     0.0   \n",
       "467731   0.707107     0.0     0.0  0.577350     0.0  0.000000     0.0   \n",
       "468343   0.500000     0.0     0.5  0.408248     0.0  0.000000     0.0   \n",
       "468707   0.000000     0.0     1.0  0.000000     0.0  0.707107     0.0   \n",
       "469172   0.500000     0.0     0.0  0.408248     0.0  0.000000     0.0   \n",
       "\n",
       "movieId    442750    442752   442949    443007    443053    443113    443297  \\\n",
       "movieId                                                                        \n",
       "2        0.000000  0.707107  0.00000  0.500000  1.000000  0.000000  0.000000   \n",
       "3        0.707107  0.000000  0.00000  0.500000  0.500000  0.707107  0.000000   \n",
       "5        0.707107  0.707107  0.00000  0.000000  0.500000  0.707107  0.000000   \n",
       "6        0.000000  0.577350  0.57735  0.408248  0.408248  0.000000  0.333333   \n",
       "11       0.000000  0.000000  0.57735  0.000000  0.000000  0.000000  1.000000   \n",
       "...           ...       ...      ...       ...       ...       ...       ...   \n",
       "465044   0.000000  0.000000  0.00000  0.500000  0.500000  0.000000  0.000000   \n",
       "467731   0.000000  0.000000  0.00000  0.707107  0.707107  0.000000  0.000000   \n",
       "468343   0.000000  0.000000  0.00000  0.500000  0.500000  0.000000  0.000000   \n",
       "468707   0.707107  0.000000  0.00000  0.000000  0.000000  0.707107  0.000000   \n",
       "469172   0.000000  0.000000  0.00000  0.500000  0.500000  0.000000  0.000000   \n",
       "\n",
       "movieId    443319    443700  444066  444193    444513  444623    444705  \\\n",
       "movieId                                                                   \n",
       "2        0.000000  0.000000     0.0     0.0  0.000000     0.0  0.000000   \n",
       "3        0.000000  0.000000     0.0     0.0  0.707107     0.0  0.707107   \n",
       "5        0.000000  0.000000     0.0     0.0  0.707107     0.0  0.707107   \n",
       "6        0.000000  0.816497     0.0     0.0  0.000000     0.0  0.000000   \n",
       "11       0.333333  0.408248     0.0     0.0  0.000000     0.0  0.000000   \n",
       "...           ...       ...     ...     ...       ...     ...       ...   \n",
       "465044   0.000000  0.000000     0.0     0.0  0.000000     0.0  0.000000   \n",
       "467731   0.000000  0.000000     0.0     0.0  0.000000     0.0  0.000000   \n",
       "468343   0.000000  0.000000     0.0     0.0  0.000000     0.0  0.000000   \n",
       "468707   0.000000  0.000000     0.0     0.0  0.707107     0.0  0.707107   \n",
       "469172   0.000000  0.000000     0.0     0.0  0.000000     0.0  0.000000   \n",
       "\n",
       "movieId    444706   444713    444902    444935    445126    445224  445590  \\\n",
       "movieId                                                                      \n",
       "2        0.000000  0.00000  0.353553  0.408248  0.000000  0.408248     0.0   \n",
       "3        0.707107  0.00000  0.353553  0.816497  0.000000  0.000000     0.0   \n",
       "5        0.707107  0.00000  0.000000  0.408248  0.000000  0.408248     0.0   \n",
       "6        0.000000  0.57735  0.000000  0.000000  0.000000  1.000000     0.0   \n",
       "11       0.000000  0.57735  0.000000  0.000000  0.000000  0.333333     0.0   \n",
       "...           ...      ...       ...       ...       ...       ...     ...   \n",
       "465044   0.000000  0.00000  0.353553  0.408248  0.000000  0.000000     0.0   \n",
       "467731   0.000000  0.00000  0.500000  0.577350  0.000000  0.000000     0.0   \n",
       "468343   0.000000  0.00000  0.707107  0.816497  0.707107  0.000000     0.0   \n",
       "468707   0.707107  0.00000  0.353553  0.816497  0.707107  0.000000     0.0   \n",
       "469172   0.000000  0.00000  0.353553  0.408248  0.000000  0.000000     0.0   \n",
       "\n",
       "movieId  445602    445605    445727    445840  445916   445993    446048  \\\n",
       "movieId                                                                    \n",
       "2           0.0  0.000000  0.000000  0.000000     0.0  0.00000  0.000000   \n",
       "3           0.0  0.707107  0.707107  0.707107     0.0  0.00000  0.707107   \n",
       "5           0.0  0.707107  0.707107  0.707107     0.0  0.00000  0.707107   \n",
       "6           0.0  0.000000  0.000000  0.000000     0.0  0.57735  0.000000   \n",
       "11          0.0  0.000000  0.000000  0.000000     0.0  0.57735  0.000000   \n",
       "...         ...       ...       ...       ...     ...      ...       ...   \n",
       "465044      0.0  0.000000  0.000000  0.000000     0.0  0.00000  0.000000   \n",
       "467731      0.0  0.000000  0.000000  0.000000     0.0  0.00000  0.000000   \n",
       "468343      0.0  0.000000  0.000000  0.000000     0.0  0.00000  0.000000   \n",
       "468707      0.0  0.707107  0.707107  0.707107     0.0  0.00000  0.707107   \n",
       "469172      0.0  0.000000  0.000000  0.000000     0.0  0.00000  0.000000   \n",
       "\n",
       "movieId    446076  446345  446493    447061  447113  447169    447236  \\\n",
       "movieId                                                                 \n",
       "2        0.000000     0.0     0.0  0.000000     0.0     0.0  0.353553   \n",
       "3        0.000000     0.5     0.0  0.408248     0.0     0.0  0.353553   \n",
       "5        0.000000     0.5     0.0  0.408248     0.0     0.0  0.000000   \n",
       "6        0.408248     0.0     0.0  0.000000     0.0     0.0  0.000000   \n",
       "11       0.000000     0.0     0.0  0.000000     0.0     0.0  0.288675   \n",
       "...           ...     ...     ...       ...     ...     ...       ...   \n",
       "465044   0.000000     0.0     0.0  0.000000     0.0     0.0  0.353553   \n",
       "467731   0.000000     0.0     0.0  0.000000     0.0     0.0  0.500000   \n",
       "468343   0.000000     0.5     0.5  0.408248     0.0     0.0  0.707107   \n",
       "468707   0.000000     1.0     0.5  0.816497     0.0     0.0  0.353553   \n",
       "469172   0.000000     0.0     0.0  0.000000     0.0     0.0  0.353553   \n",
       "\n",
       "movieId   447352  447511    447758  447818    448290  448448  448449  448538  \\\n",
       "movieId                                                                        \n",
       "2        0.00000     0.0  0.000000     0.0  0.000000     0.0     0.0     0.0   \n",
       "3        0.00000     0.0  0.408248     0.0  0.000000     0.0     0.0     0.0   \n",
       "5        0.00000     0.0  0.408248     0.0  0.000000     0.0     0.0     0.0   \n",
       "6        0.00000     0.0  0.000000     0.0  0.408248     0.0     0.0     0.0   \n",
       "11       0.57735     0.0  0.333333     0.0  0.408248     0.0     0.0     0.0   \n",
       "...          ...     ...       ...     ...       ...     ...     ...     ...   \n",
       "465044   0.00000     0.0  0.000000     0.0  0.000000     0.0     0.0     0.5   \n",
       "467731   0.00000     0.0  0.000000     0.0  0.000000     0.0     0.0     0.0   \n",
       "468343   0.00000     0.0  0.000000     0.0  0.000000     0.0     0.0     0.0   \n",
       "468707   0.00000     0.0  0.408248     0.0  0.000000     0.0     0.0     0.0   \n",
       "469172   0.00000     0.0  0.000000     0.0  0.000000     0.0     0.0     0.5   \n",
       "\n",
       "movieId    448763    448847  448879  448992  449012    449131   449503  \\\n",
       "movieId                                                                  \n",
       "2        0.000000  0.707107     0.0     0.0     0.0  1.000000  0.00000   \n",
       "3        0.000000  0.000000     0.0     0.0     0.0  0.500000  0.00000   \n",
       "5        0.000000  0.707107     0.0     0.0     0.0  0.500000  0.00000   \n",
       "6        0.000000  0.577350     0.0     0.0     0.0  0.408248  0.57735   \n",
       "11       0.000000  0.000000     0.0     0.0     0.0  0.000000  0.57735   \n",
       "...           ...       ...     ...     ...     ...       ...      ...   \n",
       "465044   0.000000  0.000000     0.0     0.0     0.0  0.500000  0.00000   \n",
       "467731   0.000000  0.000000     0.0     0.0     0.0  0.707107  0.00000   \n",
       "468343   0.707107  0.000000     0.0     0.0     0.0  0.500000  0.00000   \n",
       "468707   0.707107  0.000000     0.0     0.0     0.0  0.000000  0.00000   \n",
       "469172   0.000000  0.000000     0.0     0.0     0.0  0.500000  0.00000   \n",
       "\n",
       "movieId    449674   449696    449742  449758  449863    450225    450530  \\\n",
       "movieId                                                                    \n",
       "2        0.000000  0.00000  0.500000     0.0     0.0  0.500000  0.408248   \n",
       "3        0.707107  0.00000  0.500000     0.0     0.0  1.000000  0.408248   \n",
       "5        0.707107  0.00000  0.000000     0.0     0.0  0.500000  0.000000   \n",
       "6        0.000000  0.00000  0.408248     0.0     0.0  0.000000  0.000000   \n",
       "11       0.000000  0.57735  0.000000     0.0     0.0  0.000000  0.333333   \n",
       "...           ...      ...       ...     ...     ...       ...       ...   \n",
       "465044   0.000000  0.00000  0.500000     0.0     0.0  0.500000  0.408248   \n",
       "467731   0.000000  0.00000  0.707107     0.0     0.0  0.707107  0.577350   \n",
       "468343   0.000000  0.00000  0.500000     0.0     0.0  0.500000  0.408248   \n",
       "468707   0.707107  0.00000  0.000000     0.0     0.0  0.500000  0.000000   \n",
       "469172   0.000000  0.00000  0.500000     0.0     0.0  0.500000  0.408248   \n",
       "\n",
       "movieId   450768  450875  450945   451644    451709   451955   452068  \\\n",
       "movieId                                                                 \n",
       "2        0.00000     0.0     0.0  0.00000  0.000000  0.00000  0.00000   \n",
       "3        0.00000     0.0     0.0  0.00000  0.707107  0.00000  0.00000   \n",
       "5        0.00000     0.0     0.0  0.00000  0.707107  0.00000  0.00000   \n",
       "6        0.57735     0.0     0.0  0.00000  0.000000  0.57735  0.57735   \n",
       "11       0.00000     0.0     0.0  0.57735  0.000000  0.00000  0.00000   \n",
       "...          ...     ...     ...      ...       ...      ...      ...   \n",
       "465044   0.00000     0.0     0.0  0.00000  0.000000  0.00000  0.00000   \n",
       "467731   0.00000     0.0     0.0  0.00000  0.000000  0.00000  0.00000   \n",
       "468343   0.00000     0.0     0.0  0.00000  0.000000  0.00000  0.00000   \n",
       "468707   0.00000     0.0     0.0  0.00000  0.707107  0.00000  0.00000   \n",
       "469172   0.00000     0.0     0.0  0.00000  0.000000  0.00000  0.00000   \n",
       "\n",
       "movieId    452142  452166  452372  452413    452606  452922  453008  453053  \\\n",
       "movieId                                                                       \n",
       "2        0.353553     0.0     0.0     0.0  0.000000     0.0     0.0     0.0   \n",
       "3        0.000000     0.0     0.0     0.5  0.408248     0.0     0.0     0.0   \n",
       "5        0.353553     0.0     0.0     0.5  0.408248     0.0     0.0     0.0   \n",
       "6        0.577350     0.0     0.0     0.0  0.000000     0.0     0.0     0.0   \n",
       "11       0.000000     0.0     0.0     0.0  0.000000     0.0     0.0     0.0   \n",
       "...           ...     ...     ...     ...       ...     ...     ...     ...   \n",
       "465044   0.000000     0.0     0.0     0.0  0.000000     0.0     0.0     0.0   \n",
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       "468343   0.000000     0.0     0.0     0.5  0.408248     0.0     0.0     0.0   \n",
       "468707   0.000000     0.0     0.0     1.0  0.816497     0.0     0.0     0.0   \n",
       "469172   0.000000     0.0     0.0     0.0  0.000000     0.0     0.0     0.0   \n",
       "\n",
       "movieId  453062    453354    453596    454361    454774    454787    455043  \\\n",
       "movieId                                                                       \n",
       "2           0.0  0.707107  0.000000  0.000000  0.408248  0.000000  0.000000   \n",
       "3           0.0  0.707107  0.707107  0.707107  0.408248  0.707107  0.000000   \n",
       "5           0.0  0.000000  0.707107  0.707107  0.000000  0.707107  0.000000   \n",
       "6           0.0  0.000000  0.000000  0.000000  0.000000  0.000000  0.408248   \n",
       "11          0.0  0.000000  0.000000  0.000000  0.000000  0.000000  0.408248   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "465044      0.0  0.707107  0.000000  0.000000  0.408248  0.000000  0.000000   \n",
       "467731      0.0  1.000000  0.000000  0.000000  0.577350  0.000000  0.000000   \n",
       "468343      0.0  0.707107  0.000000  0.000000  0.816497  0.000000  0.000000   \n",
       "468707      0.0  0.000000  0.707107  0.707107  0.408248  0.707107  0.000000   \n",
       "469172      0.0  0.707107  0.000000  0.000000  0.408248  0.000000  0.000000   \n",
       "\n",
       "movieId  455188  455363  455368    455601    455661  455675  455963  455968  \\\n",
       "movieId                                                                       \n",
       "2           0.0     0.0     0.0  0.000000  0.000000     0.0     0.0     0.0   \n",
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       "5           0.0     0.0     0.0  0.707107  0.353553     0.0     0.0     0.0   \n",
       "6           0.0     0.0     0.0  0.000000  0.000000     0.0     0.0     0.0   \n",
       "11          0.0     0.0     0.0  0.000000  0.000000     0.0     0.0     0.0   \n",
       "...         ...     ...     ...       ...       ...     ...     ...     ...   \n",
       "465044      0.0     0.0     0.0  0.000000  0.000000     0.0     0.0     0.0   \n",
       "467731      0.0     0.0     0.0  0.000000  0.000000     0.0     0.0     0.0   \n",
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       "468707      0.0     0.0     0.0  0.707107  0.707107     0.0     0.0     0.0   \n",
       "469172      0.0     0.0     0.0  0.000000  0.000000     0.0     0.0     0.0   \n",
       "\n",
       "movieId    456098    456101    456187    456193  456348   456781    456956  \\\n",
       "movieId                                                                      \n",
       "2        0.000000  0.353553  0.707107  0.000000     0.0  0.00000  0.707107   \n",
       "3        0.408248  0.353553  0.707107  0.707107     0.0  0.00000  0.707107   \n",
       "5        0.408248  0.000000  0.000000  0.707107     0.0  0.00000  0.000000   \n",
       "6        0.333333  0.288675  0.000000  0.000000     0.0  0.57735  0.000000   \n",
       "11       0.666667  0.000000  0.000000  0.000000     0.0  0.57735  0.000000   \n",
       "...           ...       ...       ...       ...     ...      ...       ...   \n",
       "465044   0.000000  0.353553  0.707107  0.000000     0.0  0.00000  0.707107   \n",
       "467731   0.000000  0.500000  1.000000  0.000000     0.0  0.00000  1.000000   \n",
       "468343   0.000000  0.353553  0.707107  0.000000     0.0  0.00000  0.707107   \n",
       "468707   0.408248  0.000000  0.000000  0.707107     0.0  0.00000  0.000000   \n",
       "469172   0.000000  0.353553  0.707107  0.000000     0.0  0.00000  0.707107   \n",
       "\n",
       "movieId  457307  457470    457962    458298    458310    458335    458428  \\\n",
       "movieId                                                                     \n",
       "2           0.0     0.0  0.707107  0.816497  0.000000  0.707107  0.000000   \n",
       "3           0.0     0.0  0.353553  0.408248  0.707107  0.707107  0.408248   \n",
       "5           0.0     0.0  0.353553  0.408248  0.707107  0.000000  0.408248   \n",
       "6           0.0     0.0  0.577350  0.333333  0.000000  0.000000  0.333333   \n",
       "11          0.0     0.0  0.000000  0.000000  0.000000  0.000000  0.666667   \n",
       "...         ...     ...       ...       ...       ...       ...       ...   \n",
       "465044      0.0     0.0  0.353553  0.408248  0.000000  0.707107  0.000000   \n",
       "467731      0.0     0.0  0.500000  0.577350  0.000000  1.000000  0.000000   \n",
       "468343      0.0     0.0  0.353553  0.408248  0.000000  0.707107  0.000000   \n",
       "468707      0.0     0.0  0.000000  0.000000  0.707107  0.000000  0.408248   \n",
       "469172      0.0     0.0  0.353553  0.408248  0.000000  0.707107  0.000000   \n",
       "\n",
       "movieId  458506  458618  458808  458961    459295    459802   459928  \\\n",
       "movieId                                                                \n",
       "2           0.0     0.0     0.0     0.0  0.000000  0.000000  0.00000   \n",
       "3           0.5     0.0     0.0     0.0  0.707107  0.408248  0.00000   \n",
       "5           0.5     0.0     0.0     0.0  0.707107  0.408248  0.00000   \n",
       "6           0.0     0.0     0.0     0.0  0.000000  0.000000  0.57735   \n",
       "11          0.0     0.0     0.0     0.0  0.000000  0.333333  0.00000   \n",
       "...         ...     ...     ...     ...       ...       ...      ...   \n",
       "465044      0.0     0.0     0.0     0.0  0.000000  0.000000  0.00000   \n",
       "467731      0.0     0.0     0.0     0.0  0.000000  0.000000  0.00000   \n",
       "468343      0.0     0.0     0.0     0.0  0.000000  0.000000  0.00000   \n",
       "468707      0.5     0.0     0.0     0.0  0.707107  0.408248  0.00000   \n",
       "469172      0.0     0.0     0.0     0.0  0.000000  0.000000  0.00000   \n",
       "\n",
       "movieId    459950    460024  460135    460822   460846  460870    461053  \\\n",
       "movieId                                                                    \n",
       "2        0.707107  0.000000     0.0  0.000000  0.00000     0.0  0.408248   \n",
       "3        0.707107  0.000000     0.0  0.707107  0.00000     0.0  0.000000   \n",
       "5        0.000000  0.000000     0.0  0.707107  0.00000     0.0  0.408248   \n",
       "6        0.000000  0.000000     0.0  0.000000  0.57735     0.0  1.000000   \n",
       "11       0.000000  0.816497     0.0  0.000000  0.57735     0.0  0.333333   \n",
       "...           ...       ...     ...       ...      ...     ...       ...   \n",
       "465044   0.707107  0.000000     0.0  0.000000  0.00000     0.0  0.000000   \n",
       "467731   1.000000  0.000000     0.0  0.000000  0.00000     0.0  0.000000   \n",
       "468343   0.707107  0.000000     0.0  0.000000  0.00000     0.0  0.000000   \n",
       "468707   0.000000  0.000000     0.0  0.707107  0.00000     0.0  0.000000   \n",
       "469172   0.707107  0.000000     0.0  0.000000  0.00000     0.0  0.000000   \n",
       "\n",
       "movieId    461088  461089    461297  461533    461615    461634  461805  \\\n",
       "movieId                                                                   \n",
       "2        0.408248     0.0  0.353553     0.0  0.000000  0.000000     0.0   \n",
       "3        0.816497     0.0  0.353553     0.0  0.000000  0.707107     0.0   \n",
       "5        0.408248     0.0  0.707107     0.0  0.000000  0.707107     0.0   \n",
       "6        0.000000     0.0  0.577350     0.0  0.000000  0.000000     0.0   \n",
       "11       0.000000     0.0  0.288675     0.0  0.408248  0.000000     0.0   \n",
       "...           ...     ...       ...     ...       ...       ...     ...   \n",
       "465044   0.408248     0.0  0.000000     0.0  0.000000  0.000000     0.0   \n",
       "467731   0.577350     0.0  0.000000     0.0  0.000000  0.000000     0.0   \n",
       "468343   0.408248     0.0  0.000000     0.0  0.000000  0.000000     0.0   \n",
       "468707   0.408248     0.0  0.353553     0.0  0.000000  0.707107     0.0   \n",
       "469172   0.408248     0.0  0.000000     0.0  0.000000  0.000000     0.0   \n",
       "\n",
       "movieId    461955  462026    462108    462788    463800    463906    464111  \\\n",
       "movieId                                                                       \n",
       "2        0.000000     0.0  0.000000  0.500000  0.000000  0.408248  0.000000   \n",
       "3        0.000000     0.0  0.707107  0.500000  0.000000  0.000000  0.000000   \n",
       "5        0.000000     0.0  0.707107  0.000000  0.000000  0.408248  0.000000   \n",
       "6        0.408248     0.0  0.000000  0.000000  0.333333  0.666667  0.000000   \n",
       "11       0.816497     0.0  0.000000  0.000000  0.666667  0.666667  0.408248   \n",
       "...           ...     ...       ...       ...       ...       ...       ...   \n",
       "465044   0.000000     0.0  0.000000  0.500000  0.000000  0.000000  0.000000   \n",
       "467731   0.000000     0.0  0.000000  0.707107  0.000000  0.000000  0.000000   \n",
       "468343   0.000000     0.0  0.000000  0.500000  0.000000  0.000000  0.000000   \n",
       "468707   0.000000     0.0  0.707107  0.000000  0.000000  0.000000  0.000000   \n",
       "469172   0.000000     0.0  0.000000  0.500000  0.000000  0.000000  0.000000   \n",
       "\n",
       "movieId  464207  464819    465044    467731    468343  468707    469172  \n",
       "movieId                                                                  \n",
       "2           0.0     0.0  0.500000  0.707107  0.500000     0.0  0.500000  \n",
       "3           0.0     0.0  0.500000  0.707107  0.500000     0.5  0.500000  \n",
       "5           0.0     0.0  0.000000  0.000000  0.000000     0.5  0.000000  \n",
       "6           0.0     0.0  0.000000  0.000000  0.000000     0.0  0.000000  \n",
       "11          0.0     0.0  0.000000  0.000000  0.000000     0.0  0.000000  \n",
       "...         ...     ...       ...       ...       ...     ...       ...  \n",
       "465044      0.0     0.0  1.000000  0.707107  0.500000     0.0  1.000000  \n",
       "467731      0.0     0.0  0.707107  1.000000  0.707107     0.0  0.707107  \n",
       "468343      0.0     0.0  0.500000  0.707107  1.000000     0.5  0.500000  \n",
       "468707      0.0     0.0  0.000000  0.000000  0.500000     1.0  0.000000  \n",
       "469172      0.0     0.0  1.000000  0.707107  0.500000     0.0  1.000000  \n",
       "\n",
       "[42991 rows x 42991 columns]"
      ]
     },
     "execution_count": 345,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sms = pd.DataFrame(similarity_score,index=pt.index,columns=pt.index)\n",
    "sms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce65e079-f6a6-444a-802d-ca978097ebb9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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