data/Data_Preparation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "metadata = pd.read_csv('movies_metadata.csv', low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adult</th>\n",
       "      <th>belongs_to_collection</th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <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",
       "      <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>...</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",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 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",
       "                                              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",
       "                               homepage     id    imdb_id original_language  \\\n",
       "0  http://toystory.disney.com/toy-story    862  tt0114709                en   \n",
       "1                                   NaN   8844  tt0113497                en   \n",
       "2                                   NaN  15602  tt0113228                en   \n",
       "3                                   NaN  31357  tt0114885                en   \n",
       "4                                   NaN  11862  tt0113041                en   \n",
       "\n",
       "                original_title  \\\n",
       "0                    Toy Story   \n",
       "1                      Jumanji   \n",
       "2             Grumpier Old Men   \n",
       "3            Waiting to Exhale   \n",
       "4  Father of the Bride Part II   \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",
       "       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",
       "     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",
       "                         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",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metadata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "adult                        0\n",
       "belongs_to_collection    40972\n",
       "budget                       0\n",
       "genres                       0\n",
       "homepage                 37684\n",
       "id                           0\n",
       "imdb_id                     17\n",
       "original_language           11\n",
       "original_title               0\n",
       "overview                   954\n",
       "popularity                   5\n",
       "poster_path                386\n",
       "production_companies         3\n",
       "production_countries         3\n",
       "release_date                87\n",
       "revenue                      6\n",
       "runtime                    263\n",
       "spoken_languages             6\n",
       "status                      87\n",
       "tagline                  25054\n",
       "title                        6\n",
       "video                        6\n",
       "vote_average                 6\n",
       "vote_count                   6\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metadata.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "metadata = metadata.dropna(subset=['imdb_id','poster_path'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "metadata = metadata.drop(['belongs_to_collection','homepage','popularity','tagline','status'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "metadata = metadata.drop(['runtime','release_date','original_language','production_countries','production_companies','spoken_languages','video'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import ast\n",
    "metadata['genres'] = metadata['genres'].apply(lambda x: ast.literal_eval(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "metadata['genres'] = metadata['genres'].apply(lambda x: ', '.join([d['name'] for d in x]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "metadata['imdbURL'] = 'https://www.imdb.com/title/' + metadata['imdb_id'] + '/'\n",
    "metadata['tmdbURL'] = 'https://www.themoviedb.org/movie/' + metadata['id']\n",
    "metadata['ImageURL'] = 'https://image.tmdb.org/t/p/w92' + metadata['poster_path']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "adult               0\n",
       "budget              0\n",
       "genres              0\n",
       "id                  0\n",
       "imdb_id             0\n",
       "original_title      0\n",
       "overview          913\n",
       "poster_path         0\n",
       "revenue             3\n",
       "title               3\n",
       "vote_average        3\n",
       "vote_count          3\n",
       "imdbURL             0\n",
       "tmdbURL             0\n",
       "ImageURL            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metadata.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "metadata.to_csv('metadata_prep.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>poster_path</th>\n",
       "      <th>revenue</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>imdbURL</th>\n",
       "      <th>tmdbURL</th>\n",
       "      <th>ImageURL</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>30000000</td>\n",
       "      <td>Animation, Comedy, Family</td>\n",
       "      <td>862</td>\n",
       "      <td>tt0114709</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>Led by Woody, Andy's toys live happily in his ...</td>\n",
       "      <td>/rhIRbceoE9lR4veEXuwCC2wARtG.jpg</td>\n",
       "      <td>373554033.0</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>7.7</td>\n",
       "      <td>5415.0</td>\n",
       "      <td>https://www.imdb.com/title/tt0114709/</td>\n",
       "      <td>https://www.themoviedb.org/movie/862</td>\n",
       "      <td>https://image.tmdb.org/t/p/w92/rhIRbceoE9lR4ve...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>65000000</td>\n",
       "      <td>Adventure, Fantasy, Family</td>\n",
       "      <td>8844</td>\n",
       "      <td>tt0113497</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>When siblings Judy and Peter discover an encha...</td>\n",
       "      <td>/vzmL6fP7aPKNKPRTFnZmiUfciyV.jpg</td>\n",
       "      <td>262797249.0</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2413.0</td>\n",
       "      <td>https://www.imdb.com/title/tt0113497/</td>\n",
       "      <td>https://www.themoviedb.org/movie/8844</td>\n",
       "      <td>https://image.tmdb.org/t/p/w92/vzmL6fP7aPKNKPR...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>Romance, Comedy</td>\n",
       "      <td>15602</td>\n",
       "      <td>tt0113228</td>\n",
       "      <td>Grumpier Old Men</td>\n",
       "      <td>A family wedding reignites the ancient feud be...</td>\n",
       "      <td>/6ksm1sjKMFLbO7UY2i6G1ju9SML.jpg</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Grumpier Old Men</td>\n",
       "      <td>6.5</td>\n",
       "      <td>92.0</td>\n",
       "      <td>https://www.imdb.com/title/tt0113228/</td>\n",
       "      <td>https://www.themoviedb.org/movie/15602</td>\n",
       "      <td>https://image.tmdb.org/t/p/w92/6ksm1sjKMFLbO7U...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>16000000</td>\n",
       "      <td>Comedy, Drama, Romance</td>\n",
       "      <td>31357</td>\n",
       "      <td>tt0114885</td>\n",
       "      <td>Waiting to Exhale</td>\n",
       "      <td>Cheated on, mistreated and stepped on, the wom...</td>\n",
       "      <td>/16XOMpEaLWkrcPqSQqhTmeJuqQl.jpg</td>\n",
       "      <td>81452156.0</td>\n",
       "      <td>Waiting to Exhale</td>\n",
       "      <td>6.1</td>\n",
       "      <td>34.0</td>\n",
       "      <td>https://www.imdb.com/title/tt0114885/</td>\n",
       "      <td>https://www.themoviedb.org/movie/31357</td>\n",
       "      <td>https://image.tmdb.org/t/p/w92/16XOMpEaLWkrcPq...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>11862</td>\n",
       "      <td>tt0113041</td>\n",
       "      <td>Father of the Bride Part II</td>\n",
       "      <td>Just when George Banks has recovered from his ...</td>\n",
       "      <td>/e64sOI48hQXyru7naBFyssKFxVd.jpg</td>\n",
       "      <td>76578911.0</td>\n",
       "      <td>Father of the Bride Part II</td>\n",
       "      <td>5.7</td>\n",
       "      <td>173.0</td>\n",
       "      <td>https://www.imdb.com/title/tt0113041/</td>\n",
       "      <td>https://www.themoviedb.org/movie/11862</td>\n",
       "      <td>https://image.tmdb.org/t/p/w92/e64sOI48hQXyru7...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   adult    budget                      genres     id    imdb_id  \\\n",
       "0  False  30000000   Animation, Comedy, Family    862  tt0114709   \n",
       "1  False  65000000  Adventure, Fantasy, Family   8844  tt0113497   \n",
       "2  False         0             Romance, Comedy  15602  tt0113228   \n",
       "3  False  16000000      Comedy, Drama, Romance  31357  tt0114885   \n",
       "4  False         0                      Comedy  11862  tt0113041   \n",
       "\n",
       "                original_title  \\\n",
       "0                    Toy Story   \n",
       "1                      Jumanji   \n",
       "2             Grumpier Old Men   \n",
       "3            Waiting to Exhale   \n",
       "4  Father of the Bride Part II   \n",
       "\n",
       "                                            overview  \\\n",
       "0  Led by Woody, Andy's toys live happily in his ...   \n",
       "1  When siblings Judy and Peter discover an encha...   \n",
       "2  A family wedding reignites the ancient feud be...   \n",
       "3  Cheated on, mistreated and stepped on, the wom...   \n",
       "4  Just when George Banks has recovered from his ...   \n",
       "\n",
       "                        poster_path      revenue                        title  \\\n",
       "0  /rhIRbceoE9lR4veEXuwCC2wARtG.jpg  373554033.0                    Toy Story   \n",
       "1  /vzmL6fP7aPKNKPRTFnZmiUfciyV.jpg  262797249.0                      Jumanji   \n",
       "2  /6ksm1sjKMFLbO7UY2i6G1ju9SML.jpg          0.0             Grumpier Old Men   \n",
       "3  /16XOMpEaLWkrcPqSQqhTmeJuqQl.jpg   81452156.0            Waiting to Exhale   \n",
       "4  /e64sOI48hQXyru7naBFyssKFxVd.jpg   76578911.0  Father of the Bride Part II   \n",
       "\n",
       "   vote_average  vote_count                                imdbURL  \\\n",
       "0           7.7      5415.0  https://www.imdb.com/title/tt0114709/   \n",
       "1           6.9      2413.0  https://www.imdb.com/title/tt0113497/   \n",
       "2           6.5        92.0  https://www.imdb.com/title/tt0113228/   \n",
       "3           6.1        34.0  https://www.imdb.com/title/tt0114885/   \n",
       "4           5.7       173.0  https://www.imdb.com/title/tt0113041/   \n",
       "\n",
       "                                  tmdbURL  \\\n",
       "0    https://www.themoviedb.org/movie/862   \n",
       "1   https://www.themoviedb.org/movie/8844   \n",
       "2  https://www.themoviedb.org/movie/15602   \n",
       "3  https://www.themoviedb.org/movie/31357   \n",
       "4  https://www.themoviedb.org/movie/11862   \n",
       "\n",
       "                                            ImageURL  \n",
       "0  https://image.tmdb.org/t/p/w92/rhIRbceoE9lR4ve...  \n",
       "1  https://image.tmdb.org/t/p/w92/vzmL6fP7aPKNKPR...  \n",
       "2  https://image.tmdb.org/t/p/w92/6ksm1sjKMFLbO7U...  \n",
       "3  https://image.tmdb.org/t/p/w92/16XOMpEaLWkrcPq...  \n",
       "4  https://image.tmdb.org/t/p/w92/e64sOI48hQXyru7...  "
      ]
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