nlp-tf-idf-similarity.ipynb

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/yannicksteph/nlp-tf-idf-similarity?scriptVersionId=166612153\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown"},{"cell_type":"markdown","id":"5fefbad5","metadata":{"papermill":{"duration":0.013394,"end_time":"2024-03-12T09:28:25.128543","exception":false,"start_time":"2024-03-12T09:28:25.115149","status":"completed"},"tags":[]},"source":["# Setup"]},{"cell_type":"code","execution_count":1,"id":"dd3a7e00","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2024-03-12T09:28:25.152532Z","iopub.status.busy":"2024-03-12T09:28:25.151827Z","iopub.status.idle":"2024-03-12T09:28:27.419856Z","shell.execute_reply":"2024-03-12T09:28:27.418792Z"},"papermill":{"duration":2.282444,"end_time":"2024-03-12T09:28:27.422948","exception":false,"start_time":"2024-03-12T09:28:25.140504","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import matplotlib.pyplot as plt\n","import json\n","\n","from sklearn.feature_extraction.text import TfidfVectorizer\n","from sklearn.metrics.pairwise import cosine_similarity, euclidean_distances"]},{"cell_type":"code","execution_count":2,"id":"5e5c0a00","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:27.445118Z","iopub.status.busy":"2024-03-12T09:28:27.444298Z","iopub.status.idle":"2024-03-12T09:28:27.706992Z","shell.execute_reply":"2024-03-12T09:28:27.705966Z"},"papermill":{"duration":0.27663,"end_time":"2024-03-12T09:28:27.709629","exception":false,"start_time":"2024-03-12T09:28:27.432999","status":"completed"},"tags":[]},"outputs":[],"source":["df = pd.read_csv('/kaggle/input/tmdb-movie-metadata/tmdb_5000_movies.csv')"]},{"cell_type":"code","execution_count":3,"id":"48713105","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:27.73157Z","iopub.status.busy":"2024-03-12T09:28:27.730793Z","iopub.status.idle":"2024-03-12T09:28:27.762388Z","shell.execute_reply":"2024-03-12T09:28:27.761325Z"},"papermill":{"duration":0.045759,"end_time":"2024-03-12T09:28:27.765258","exception":false,"start_time":"2024-03-12T09:28:27.719499","status":"completed"},"tags":[]},"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>budget</th>\n","      <th>genres</th>\n","      <th>homepage</th>\n","      <th>id</th>\n","      <th>keywords</th>\n","      <th>original_language</th>\n","      <th>original_title</th>\n","      <th>overview</th>\n","      <th>popularity</th>\n","      <th>production_companies</th>\n","      <th>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>vote_average</th>\n","      <th>vote_count</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>237000000</td>\n","      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n","      <td>http://www.avatarmovie.com/</td>\n","      <td>19995</td>\n","      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n","      <td>en</td>\n","      <td>Avatar</td>\n","      <td>In the 22nd century, a paraplegic Marine is di...</td>\n","      <td>150.437577</td>\n","      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n","      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n","      <td>2009-12-10</td>\n","      <td>2787965087</td>\n","      <td>162.0</td>\n","      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n","      <td>Released</td>\n","      <td>Enter the World of Pandora.</td>\n","      <td>Avatar</td>\n","      <td>7.2</td>\n","      <td>11800</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>300000000</td>\n","      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n","      <td>http://disney.go.com/disneypictures/pirates/</td>\n","      <td>285</td>\n","      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n","      <td>en</td>\n","      <td>Pirates of the Caribbean: At World's End</td>\n","      <td>Captain Barbossa, long believed to be dead, ha...</td>\n","      <td>139.082615</td>\n","      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n","      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n","      <td>2007-05-19</td>\n","      <td>961000000</td>\n","      <td>169.0</td>\n","      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n","      <td>Released</td>\n","      <td>At the end of the world, the adventure begins.</td>\n","      <td>Pirates of the Caribbean: At World's End</td>\n","      <td>6.9</td>\n","      <td>4500</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>245000000</td>\n","      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n","      <td>http://www.sonypictures.com/movies/spectre/</td>\n","      <td>206647</td>\n","      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n","      <td>en</td>\n","      <td>Spectre</td>\n","      <td>A cryptic message from Bond’s past sends him o...</td>\n","      <td>107.376788</td>\n","      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n","      <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n","      <td>2015-10-26</td>\n","      <td>880674609</td>\n","      <td>148.0</td>\n","      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n","      <td>Released</td>\n","      <td>A Plan No One Escapes</td>\n","      <td>Spectre</td>\n","      <td>6.3</td>\n","      <td>4466</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>250000000</td>\n","      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n","      <td>http://www.thedarkknightrises.com/</td>\n","      <td>49026</td>\n","      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n","      <td>en</td>\n","      <td>The Dark Knight Rises</td>\n","      <td>Following the death of District Attorney Harve...</td>\n","      <td>112.312950</td>\n","      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n","      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n","      <td>2012-07-16</td>\n","      <td>1084939099</td>\n","      <td>165.0</td>\n","      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n","      <td>Released</td>\n","      <td>The Legend Ends</td>\n","      <td>The Dark Knight Rises</td>\n","      <td>7.6</td>\n","      <td>9106</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>260000000</td>\n","      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n","      <td>http://movies.disney.com/john-carter</td>\n","      <td>49529</td>\n","      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n","      <td>en</td>\n","      <td>John Carter</td>\n","      <td>John Carter is a war-weary, former military ca...</td>\n","      <td>43.926995</td>\n","      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n","      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n","      <td>2012-03-07</td>\n","      <td>284139100</td>\n","      <td>132.0</td>\n","      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n","      <td>Released</td>\n","      <td>Lost in our world, found in another.</td>\n","      <td>John Carter</td>\n","      <td>6.1</td>\n","      <td>2124</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      budget                                             genres  \\\n","0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n","1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n","2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n","3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n","4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n","\n","                                       homepage      id  \\\n","0                   http://www.avatarmovie.com/   19995   \n","1  http://disney.go.com/disneypictures/pirates/     285   \n","2   http://www.sonypictures.com/movies/spectre/  206647   \n","3            http://www.thedarkknightrises.com/   49026   \n","4          http://movies.disney.com/john-carter   49529   \n","\n","                                            keywords original_language  \\\n","0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n","1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n","2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n","3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n","4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n","\n","                             original_title  \\\n","0                                    Avatar   \n","1  Pirates of the Caribbean: At World's End   \n","2                                   Spectre   \n","3                     The Dark Knight Rises   \n","4                               John Carter   \n","\n","                                            overview  popularity  \\\n","0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n","1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n","2  A cryptic message from Bond’s past sends him o...  107.376788   \n","3  Following the death of District Attorney Harve...  112.312950   \n","4  John Carter is a war-weary, former military ca...   43.926995   \n","\n","                                production_companies  \\\n","0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n","1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n","2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n","3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n","4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   \n","\n","                                production_countries release_date     revenue  \\\n","0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n","1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n","2  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2015-10-26   880674609   \n","3  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-07-16  1084939099   \n","4  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-03-07   284139100   \n","\n","   runtime                                   spoken_languages    status  \\\n","0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n","1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n","2    148.0  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n","3    165.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n","4    132.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n","\n","                                          tagline  \\\n","0                     Enter the World of Pandora.   \n","1  At the end of the world, the adventure begins.   \n","2                           A Plan No One Escapes   \n","3                                 The Legend Ends   \n","4            Lost in our world, found in another.   \n","\n","                                      title  vote_average  vote_count  \n","0                                    Avatar           7.2       11800  \n","1  Pirates of the Caribbean: At World's End           6.9        4500  \n","2                                   Spectre           6.3        4466  \n","3                     The Dark Knight Rises           7.6        9106  \n","4                               John Carter           6.1        2124  "]},"execution_count":3,"metadata":{},"output_type":"execute_result"}],"source":["df.head()"]},{"cell_type":"code","execution_count":4,"id":"bef1d4dc","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:27.78792Z","iopub.status.busy":"2024-03-12T09:28:27.78738Z","iopub.status.idle":"2024-03-12T09:28:27.796059Z","shell.execute_reply":"2024-03-12T09:28:27.795067Z"},"papermill":{"duration":0.022781,"end_time":"2024-03-12T09:28:27.798362","exception":false,"start_time":"2024-03-12T09:28:27.775581","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["budget                                                          237000000\n","genres                  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...\n","homepage                                      http://www.avatarmovie.com/\n","id                                                                  19995\n","keywords                [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...\n","original_language                                                      en\n","original_title                                                     Avatar\n","overview                In the 22nd century, a paraplegic Marine is di...\n","popularity                                                     150.437577\n","production_companies    [{\"name\": \"Ingenious Film Partners\", \"id\": 289...\n","production_countries    [{\"iso_3166_1\": \"US\", \"name\": \"United States o...\n","release_date                                                   2009-12-10\n","revenue                                                        2787965087\n","runtime                                                             162.0\n","spoken_languages        [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...\n","status                                                           Released\n","tagline                                       Enter the World of Pandora.\n","title                                                              Avatar\n","vote_average                                                          7.2\n","vote_count                                                          11800\n","Name: 0, dtype: object"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["x = df.iloc[0]\n","x"]},{"cell_type":"code","execution_count":5,"id":"7103e17c","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:27.822124Z","iopub.status.busy":"2024-03-12T09:28:27.821395Z","iopub.status.idle":"2024-03-12T09:28:27.83006Z","shell.execute_reply":"2024-03-12T09:28:27.828845Z"},"papermill":{"duration":0.023426,"end_time":"2024-03-12T09:28:27.832503","exception":false,"start_time":"2024-03-12T09:28:27.809077","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["'[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]'"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["x['genres']"]},{"cell_type":"code","execution_count":6,"id":"a21c1ec1","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:27.856654Z","iopub.status.busy":"2024-03-12T09:28:27.856254Z","iopub.status.idle":"2024-03-12T09:28:27.862955Z","shell.execute_reply":"2024-03-12T09:28:27.861768Z"},"papermill":{"duration":0.021899,"end_time":"2024-03-12T09:28:27.865502","exception":false,"start_time":"2024-03-12T09:28:27.843603","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["'[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\": 2964, \"name\": \"future\"}, {\"id\": 3386, \"name\": \"space war\"}, {\"id\": 3388, \"name\": \"space colony\"}, {\"id\": 3679, \"name\": \"society\"}, {\"id\": 3801, \"name\": \"space travel\"}, {\"id\": 9685, \"name\": \"futuristic\"}, {\"id\": 9840, \"name\": \"romance\"}, {\"id\": 9882, \"name\": \"space\"}, {\"id\": 9951, \"name\": \"alien\"}, {\"id\": 10148, \"name\": \"tribe\"}, {\"id\": 10158, \"name\": \"alien planet\"}, {\"id\": 10987, \"name\": \"cgi\"}, {\"id\": 11399, \"name\": \"marine\"}, {\"id\": 13065, \"name\": \"soldier\"}, {\"id\": 14643, \"name\": \"battle\"}, {\"id\": 14720, \"name\": \"love affair\"}, {\"id\": 165431, \"name\": \"anti war\"}, {\"id\": 193554, \"name\": \"power relations\"}, {\"id\": 206690, \"name\": \"mind and soul\"}, {\"id\": 209714, \"name\": \"3d\"}]'"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["x['keywords']"]},{"cell_type":"code","execution_count":7,"id":"721746b7","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:27.891568Z","iopub.status.busy":"2024-03-12T09:28:27.890535Z","iopub.status.idle":"2024-03-12T09:28:27.898389Z","shell.execute_reply":"2024-03-12T09:28:27.897248Z"},"papermill":{"duration":0.024225,"end_time":"2024-03-12T09:28:27.900821","exception":false,"start_time":"2024-03-12T09:28:27.876596","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["[{'id': 28, 'name': 'Action'},\n"," {'id': 12, 'name': 'Adventure'},\n"," {'id': 14, 'name': 'Fantasy'},\n"," {'id': 878, 'name': 'Science Fiction'}]"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["j = json.loads(x['genres'])\n","j"]},{"cell_type":"code","execution_count":8,"id":"0873166d","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:27.924524Z","iopub.status.busy":"2024-03-12T09:28:27.924138Z","iopub.status.idle":"2024-03-12T09:28:27.931529Z","shell.execute_reply":"2024-03-12T09:28:27.930434Z"},"papermill":{"duration":0.022189,"end_time":"2024-03-12T09:28:27.934032","exception":false,"start_time":"2024-03-12T09:28:27.911843","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["'Action Adventure Fantasy ScienceFiction'"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["' '.join(''.join(jj['name'].split()) for jj in j)"]},{"cell_type":"code","execution_count":9,"id":"bbc6de5d","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:27.958554Z","iopub.status.busy":"2024-03-12T09:28:27.958164Z","iopub.status.idle":"2024-03-12T09:28:27.964506Z","shell.execute_reply":"2024-03-12T09:28:27.963695Z"},"papermill":{"duration":0.021034,"end_time":"2024-03-12T09:28:27.966586","exception":false,"start_time":"2024-03-12T09:28:27.945552","status":"completed"},"tags":[]},"outputs":[],"source":["# convert the relevant data for each movie into a single string\n","# to be ingested by TfidfVectorizer\n","def genres_and_keywords_to_string(row):\n","  genres = json.loads(row['genres'])\n","  genres = ' '.join(''.join(j['name'].split()) for j in genres)\n","\n","  keywords = json.loads(row['keywords'])\n","  keywords = ' '.join(''.join(j['name'].split()) for j in keywords)\n","  return \"%s %s\" % (genres, keywords)"]},{"cell_type":"code","execution_count":10,"id":"0c1a7286","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:27.991744Z","iopub.status.busy":"2024-03-12T09:28:27.991258Z","iopub.status.idle":"2024-03-12T09:28:28.212634Z","shell.execute_reply":"2024-03-12T09:28:28.211421Z"},"papermill":{"duration":0.237477,"end_time":"2024-03-12T09:28:28.215413","exception":false,"start_time":"2024-03-12T09:28:27.977936","status":"completed"},"tags":[]},"outputs":[],"source":["# create a new string representation of each movie\n","df['string'] = df.apply(genres_and_keywords_to_string, axis=1)"]},{"cell_type":"code","execution_count":11,"id":"7524c352","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:28.240607Z","iopub.status.busy":"2024-03-12T09:28:28.240173Z","iopub.status.idle":"2024-03-12T09:28:28.248139Z","shell.execute_reply":"2024-03-12T09:28:28.24703Z"},"papermill":{"duration":0.022888,"end_time":"2024-03-12T09:28:28.250375","exception":false,"start_time":"2024-03-12T09:28:28.227487","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["0    Action Adventure Fantasy ScienceFiction cultur...\n","1    Adventure Fantasy Action ocean drugabuse exoti...\n","2    Action Adventure Crime spy basedonnovel secret...\n","3    Action Crime Drama Thriller dccomics crimefigh...\n","4    Action Adventure ScienceFiction basedonnovel m...\n","Name: string, dtype: object"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["df['string'].head()"]},{"cell_type":"markdown","id":"8ab07119","metadata":{"papermill":{"duration":0.011084,"end_time":"2024-03-12T09:28:28.273064","exception":false,"start_time":"2024-03-12T09:28:28.26198","status":"completed"},"tags":[]},"source":["# Similarity"]},{"cell_type":"code","execution_count":12,"id":"e8f5af29","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:28.298205Z","iopub.status.busy":"2024-03-12T09:28:28.297777Z","iopub.status.idle":"2024-03-12T09:28:28.302627Z","shell.execute_reply":"2024-03-12T09:28:28.301594Z"},"papermill":{"duration":0.020012,"end_time":"2024-03-12T09:28:28.304872","exception":false,"start_time":"2024-03-12T09:28:28.28486","status":"completed"},"tags":[]},"outputs":[],"source":["# create a tf-idf vectorizer object\n","tfidf = TfidfVectorizer(max_features=2000)"]},{"cell_type":"code","execution_count":13,"id":"6b8c2237","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:28.329266Z","iopub.status.busy":"2024-03-12T09:28:28.328869Z","iopub.status.idle":"2024-03-12T09:28:28.541053Z","shell.execute_reply":"2024-03-12T09:28:28.539974Z"},"papermill":{"duration":0.227658,"end_time":"2024-03-12T09:28:28.543856","exception":false,"start_time":"2024-03-12T09:28:28.316198","status":"completed"},"tags":[]},"outputs":[],"source":["# create a data matrix from the overviews\n","X = tfidf.fit_transform(df['string'])"]},{"cell_type":"code","execution_count":14,"id":"6b6717e2","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:28.568498Z","iopub.status.busy":"2024-03-12T09:28:28.568128Z","iopub.status.idle":"2024-03-12T09:28:28.574963Z","shell.execute_reply":"2024-03-12T09:28:28.573918Z"},"papermill":{"duration":0.021736,"end_time":"2024-03-12T09:28:28.57719","exception":false,"start_time":"2024-03-12T09:28:28.555454","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["<4803x2000 sparse matrix of type '<class 'numpy.float64'>'\n","\twith 37285 stored elements in Compressed Sparse Row format>"]},"execution_count":14,"metadata":{},"output_type":"execute_result"}],"source":["X"]},{"cell_type":"code","execution_count":15,"id":"6e18a67a","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:28.602526Z","iopub.status.busy":"2024-03-12T09:28:28.601648Z","iopub.status.idle":"2024-03-12T09:28:28.618564Z","shell.execute_reply":"2024-03-12T09:28:28.617478Z"},"papermill":{"duration":0.032149,"end_time":"2024-03-12T09:28:28.620864","exception":false,"start_time":"2024-03-12T09:28:28.588715","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["title\n","Avatar                                         0\n","Pirates of the Caribbean: At World's End       1\n","Spectre                                        2\n","The Dark Knight Rises                          3\n","John Carter                                    4\n","                                            ... \n","El Mariachi                                 4798\n","Newlyweds                                   4799\n","Signed, Sealed, Delivered                   4800\n","Shanghai Calling                            4801\n","My Date with Drew                           4802\n","Length: 4803, dtype: int64"]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["# generate a mapping from movie title -> index (in df)\n","movie2idx = pd.Series(df.index, index=df['title'])\n","movie2idx"]},{"cell_type":"code","execution_count":16,"id":"34ba2551","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:28.645867Z","iopub.status.busy":"2024-03-12T09:28:28.645442Z","iopub.status.idle":"2024-03-12T09:28:28.652784Z","shell.execute_reply":"2024-03-12T09:28:28.651792Z"},"papermill":{"duration":0.02242,"end_time":"2024-03-12T09:28:28.65489","exception":false,"start_time":"2024-03-12T09:28:28.63247","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["1164"]},"execution_count":16,"metadata":{},"output_type":"execute_result"}],"source":["idx = movie2idx['Scream 3']\n","idx"]},{"cell_type":"code","execution_count":17,"id":"155e646f","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:28.681711Z","iopub.status.busy":"2024-03-12T09:28:28.681258Z","iopub.status.idle":"2024-03-12T09:28:28.688643Z","shell.execute_reply":"2024-03-12T09:28:28.687881Z"},"papermill":{"duration":0.023072,"end_time":"2024-03-12T09:28:28.69103","exception":false,"start_time":"2024-03-12T09:28:28.667958","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["<1x2000 sparse matrix of type '<class 'numpy.float64'>'\n","\twith 9 stored elements in Compressed Sparse Row format>"]},"execution_count":17,"metadata":{},"output_type":"execute_result"}],"source":["query = X[idx]\n","query"]},{"cell_type":"code","execution_count":18,"id":"548bf653","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:28.717792Z","iopub.status.busy":"2024-03-12T09:28:28.717364Z","iopub.status.idle":"2024-03-12T09:28:28.724742Z","shell.execute_reply":"2024-03-12T09:28:28.723678Z"},"papermill":{"duration":0.023792,"end_time":"2024-03-12T09:28:28.727124","exception":false,"start_time":"2024-03-12T09:28:28.703332","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["array([[0., 0., 0., ..., 0., 0., 0.]])"]},"execution_count":18,"metadata":{},"output_type":"execute_result"}],"source":["# print the query vector\n","query.toarray()"]},{"cell_type":"code","execution_count":19,"id":"7384edfe","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:28.753248Z","iopub.status.busy":"2024-03-12T09:28:28.752843Z","iopub.status.idle":"2024-03-12T09:28:28.762519Z","shell.execute_reply":"2024-03-12T09:28:28.761297Z"},"papermill":{"duration":0.025563,"end_time":"2024-03-12T09:28:28.76485","exception":false,"start_time":"2024-03-12T09:28:28.739287","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["array([[0., 0., 0., ..., 0., 0., 0.]])"]},"execution_count":19,"metadata":{},"output_type":"execute_result"}],"source":["# compute similarity between query and every vector in X\n","scores = cosine_similarity(query, X)\n","scores"]},{"cell_type":"code","execution_count":20,"id":"82134308","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:28.791577Z","iopub.status.busy":"2024-03-12T09:28:28.791188Z","iopub.status.idle":"2024-03-12T09:28:28.795129Z","shell.execute_reply":"2024-03-12T09:28:28.794153Z"},"papermill":{"duration":0.020194,"end_time":"2024-03-12T09:28:28.797529","exception":false,"start_time":"2024-03-12T09:28:28.777335","status":"completed"},"tags":[]},"outputs":[],"source":["# currently the array is 1 x N, make it just a 1-D array\n","scores = scores.flatten()"]},{"cell_type":"code","execution_count":21,"id":"e10f1811","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:28.824278Z","iopub.status.busy":"2024-03-12T09:28:28.823921Z","iopub.status.idle":"2024-03-12T09:28:29.164122Z","shell.execute_reply":"2024-03-12T09:28:29.162956Z"},"papermill":{"duration":0.356974,"end_time":"2024-03-12T09:28:29.166984","exception":false,"start_time":"2024-03-12T09:28:28.81001","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(scores);"]},{"cell_type":"code","execution_count":22,"id":"7203921e","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:29.200286Z","iopub.status.busy":"2024-03-12T09:28:29.198894Z","iopub.status.idle":"2024-03-12T09:28:29.207332Z","shell.execute_reply":"2024-03-12T09:28:29.206273Z"},"papermill":{"duration":0.025868,"end_time":"2024-03-12T09:28:29.209757","exception":false,"start_time":"2024-03-12T09:28:29.183889","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["array([1164, 3902, 4628, ..., 1714, 1720, 4802])"]},"execution_count":22,"metadata":{},"output_type":"execute_result"}],"source":["(-scores).argsort()"]},{"cell_type":"code","execution_count":23,"id":"f808082b","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:29.239429Z","iopub.status.busy":"2024-03-12T09:28:29.238557Z","iopub.status.idle":"2024-03-12T09:28:29.527689Z","shell.execute_reply":"2024-03-12T09:28:29.526523Z"},"papermill":{"duration":0.306681,"end_time":"2024-03-12T09:28:29.530313","exception":false,"start_time":"2024-03-12T09:28:29.223632","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(scores[(-scores).argsort()]);"]},{"cell_type":"code","execution_count":24,"id":"71ddb5dc","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:29.559474Z","iopub.status.busy":"2024-03-12T09:28:29.558749Z","iopub.status.idle":"2024-03-12T09:28:29.564184Z","shell.execute_reply":"2024-03-12T09:28:29.563109Z"},"papermill":{"duration":0.022837,"end_time":"2024-03-12T09:28:29.566474","exception":false,"start_time":"2024-03-12T09:28:29.543637","status":"completed"},"tags":[]},"outputs":[],"source":["# get top 5 matches\n","# exclude self (similarity between query and itself yields max score)\n","recommended_idx = (-scores).argsort()[1:6]"]},{"cell_type":"code","execution_count":25,"id":"1fd44f4a","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:29.594862Z","iopub.status.busy":"2024-03-12T09:28:29.594438Z","iopub.status.idle":"2024-03-12T09:28:29.604731Z","shell.execute_reply":"2024-03-12T09:28:29.603638Z"},"papermill":{"duration":0.027252,"end_time":"2024-03-12T09:28:29.607017","exception":false,"start_time":"2024-03-12T09:28:29.579765","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["3902    Friday the 13th Part VI: Jason Lives\n","4628                          Graduation Day\n","4053        Friday the 13th: A New Beginning\n","4048                             The Calling\n","1084                         The Glimmer Man\n","Name: title, dtype: object"]},"execution_count":25,"metadata":{},"output_type":"execute_result"}],"source":["# convert indices back to titles\n","df['title'].iloc[recommended_idx]"]},{"cell_type":"code","execution_count":26,"id":"243e32c1","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:29.636246Z","iopub.status.busy":"2024-03-12T09:28:29.635174Z","iopub.status.idle":"2024-03-12T09:28:29.642901Z","shell.execute_reply":"2024-03-12T09:28:29.641843Z"},"papermill":{"duration":0.024786,"end_time":"2024-03-12T09:28:29.64509","exception":false,"start_time":"2024-03-12T09:28:29.620304","status":"completed"},"tags":[]},"outputs":[],"source":["# create a function that generates recommendations\n","def recommend(title):\n","  # get the row in the dataframe for this movie\n","  idx = movie2idx[title]\n","  if type(idx) == pd.Series:\n","    idx = idx.iloc[0]\n","\n","  # calculate the pairwise similarities for this movie\n","  query = X[idx]\n","  scores = cosine_similarity(query, X)\n","\n","  # currently the array is 1 x N, make it just a 1-D array\n","  scores = scores.flatten()\n","\n","  # get the indexes of the highest scoring movies\n","  # get the first K recommendations\n","  # don't return itself!\n","  recommended_idx = (-scores).argsort()[1:6]\n","\n","  # return the titles of the recommendations\n","  return df['title'].iloc[recommended_idx]"]},{"cell_type":"code","execution_count":27,"id":"51a62389","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:29.677452Z","iopub.status.busy":"2024-03-12T09:28:29.676545Z","iopub.status.idle":"2024-03-12T09:28:29.688174Z","shell.execute_reply":"2024-03-12T09:28:29.686636Z"},"papermill":{"duration":0.031801,"end_time":"2024-03-12T09:28:29.690569","exception":false,"start_time":"2024-03-12T09:28:29.658768","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Recommendations for 'Scream 3':\n","3902    Friday the 13th Part VI: Jason Lives\n","4628                          Graduation Day\n","4053        Friday the 13th: A New Beginning\n","4048                             The Calling\n","1084                         The Glimmer Man\n","Name: title, dtype: object\n"]}],"source":["print(\"Recommendations for 'Scream 3':\")\n","print(recommend('Scream 3'))"]},{"cell_type":"code","execution_count":28,"id":"30a50288","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:29.720753Z","iopub.status.busy":"2024-03-12T09:28:29.719784Z","iopub.status.idle":"2024-03-12T09:28:29.731558Z","shell.execute_reply":"2024-03-12T09:28:29.730073Z"},"papermill":{"duration":0.029804,"end_time":"2024-03-12T09:28:29.734025","exception":false,"start_time":"2024-03-12T09:28:29.704221","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Recommendations for 'Mortal Kombat':\n","1611              Mortal Kombat: Annihilation\n","1670                       DOA: Dead or Alive\n","3856              In the Name of the King III\n","1001    Street Fighter: The Legend of Chun-Li\n","2237                        Alone in the Dark\n","Name: title, dtype: object\n"]}],"source":["print(\"Recommendations for 'Mortal Kombat':\")\n","print(recommend('Mortal Kombat'))"]},{"cell_type":"code","execution_count":29,"id":"d4ef942d","metadata":{"execution":{"iopub.execute_input":"2024-03-12T09:28:29.764175Z","iopub.status.busy":"2024-03-12T09:28:29.76319Z","iopub.status.idle":"2024-03-12T09:28:29.775027Z","shell.execute_reply":"2024-03-12T09:28:29.77368Z"},"papermill":{"duration":0.029739,"end_time":"2024-03-12T09:28:29.777523","exception":false,"start_time":"2024-03-12T09:28:29.747784","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Recommendations for 'Runaway Bride':\n","4115                    House of D\n","2325    My Big Fat Greek Wedding 2\n","4604         It Happened One Night\n","3313                  An Education\n","2689            Our Family Wedding\n","Name: title, dtype: object\n"]}],"source":["print(\"Recommendations for 'Runaway Bride':\")\n","print(recommend('Runaway Bride'))"]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":138,"sourceId":4508,"sourceType":"datasetVersion"}],"dockerImageVersionId":30664,"isGpuEnabled":false,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.13"},"papermill":{"default_parameters":{},"duration":8.297384,"end_time":"2024-03-12T09:28:30.412602","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2024-03-12T09:28:22.115218","version":"2.5.0"}},"nbformat":4,"nbformat_minor":5}