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app.py

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+import pandas as pd
+import gradio as gr
+
+catalog = pd.read_csv('cleaned_streaming_catalog.csv')
+users = pd.read_csv('synthetic_users_enriched.csv')
+watch_history = pd.read_csv('final_streamsmart_dataset.csv')
+
+def recommend_for_user(user_id, top_n=5):
+    user = users[users['user_id'] == user_id].iloc[0]
+    watched = set(watch_history.loc[watch_history['user_id'] == user_id, 'title_id'])
+    recs = catalog[~catalog['title_id'].isin(watched)].copy()
+    recs['match_score'] = 0
+    recs.loc[recs['genre'].str.contains(user['favorite_genre_1'], case=False, na=False), 'match_score'] += 2
+    recs.loc[recs['genre'].str.contains(user['favorite_genre_2'], case=False, na=False), 'match_score'] += 1
+    recs.loc[recs['duration_bucket'].astype(str) == user['preferred_length'], 'match_score'] += 1
+    recs['final_score'] = recs['match_score'] * 20 + recs['quality_score'] * 0.5 + recs['platform_popularity'] * 0.3
+    return recs.sort_values(['match_score', 'final_score'], ascending=False).head(top_n)
+
+def app_recommend(user_id):
+    recs = recommend_for_user(user_id)
+    user = users[users['user_id'] == user_id].iloc[0]
+    summary = f"Top picks for {user['first_name']} ({user_id}) based on {user['favorite_genre_1']} / {user['favorite_genre_2']} preferences."
+    return summary, recs[['title', 'type', 'genre', 'release_year', 'final_score']]
+
+with gr.Blocks(title='StreamSmart Recommender') as demo:
+    gr.Markdown('# StreamSmart Recommender')
+    gr.Markdown('Demo interface for the final project.')
+    user_id = gr.Dropdown(choices=users['user_id'].tolist(), label='Choose a synthetic user', value=users['user_id'].iloc[0])
+    btn = gr.Button('Generate Recommendations')
+    summary = gr.Textbox(label='Recommendation summary')
+    table = gr.Dataframe(label='Top recommendations')
+    btn.click(app_recommend, inputs=user_id, outputs=[summary, table])
+
+if __name__ == '__main__':
+    demo.launch(share=True)

cleaned_streaming_catalog.csv

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+title_id,title,type,genre,maturity_rating,release_year,seasons,duration_min,imdb_rating,platform_popularity,description,genre_primary,is_recent_release,duration_bucket,quality_score
+T001,Stranger Things,TV Show,"Sci-Fi, Drama",TV-14,2016,4,51,8.7,95,Supernatural mysteries unfold in a small town.,Sci-Fi,0,short,115.5
+T002,The Crown,TV Show,"Drama, History",TV-MA,2016,6,58,8.6,88,A dramatized history of the British royal family.,Drama,0,short,112.4
+T003,Money Heist,TV Show,"Crime, Thriller",TV-MA,2017,5,50,8.2,91,A criminal mastermind executes an ambitious heist.,Crime,0,short,109.3
+T004,The Queen's Gambit,TV Show,Drama,TV-MA,2020,1,56,8.5,89,A chess prodigy battles addiction and fame.,Drama,1,short,111.7
+T005,Wednesday,TV Show,"Fantasy, Mystery",TV-14,2022,1,48,8.1,93,Wednesday Addams solves mysteries at Nevermore.,Fantasy,1,short,108.9
+T006,Bridgerton,TV Show,"Romance, Drama",TV-MA,2020,3,60,7.4,84,Love and scandal shape the London social season.,Romance,1,short,99.2
+T007,The Witcher,TV Show,"Fantasy, Action",TV-MA,2019,3,57,8.0,86,A monster hunter navigates destiny and politics.,Fantasy,0,short,105.8
+T008,Dark,TV Show,"Sci-Fi, Mystery",TV-MA,2017,3,52,8.7,80,Time-travel secrets emerge in a German town.,Sci-Fi,0,short,111.0
+T009,Narcos,TV Show,"Crime, Drama",TV-MA,2015,3,49,8.7,78,The rise of Pablo Escobar and the drug wars.,Crime,0,short,110.4
+T010,Emily in Paris,TV Show,"Comedy, Romance",TV-MA,2020,4,30,6.9,72,A marketer explores work and romance in Paris.,Comedy,1,short,90.6
+T011,Lupin,TV Show,"Crime, Mystery",TV-14,2021,3,44,7.5,85,A gentleman thief seeks revenge using deception.,Crime,1,short,100.5
+T012,Ozark,TV Show,"Crime, Drama",TV-MA,2017,4,60,8.5,77,A family launders money for a dangerous cartel.,Crime,0,short,108.1
+T013,Black Mirror,TV Show,"Sci-Fi, Thriller",TV-MA,2011,6,60,8.7,76,Dark anthology tales explore technology's consequences.,Sci-Fi,0,short,109.8
+T014,Cobra Kai,TV Show,"Comedy, Action",TV-14,2018,6,34,8.4,75,Old karate rivals reignite decades later.,Comedy,0,short,106.5
+T015,Heartstopper,TV Show,"Romance, Teen",TV-14,2022,2,31,8.5,87,"Two students navigate identity, friendship, and love.",Romance,1,short,111.1
+T016,You,TV Show,"Thriller, Drama",TV-MA,2018,4,47,7.7,82,An obsessive man invades the lives of his targets.,Thriller,0,short,101.6
+T017,The Night Agent,TV Show,"Action, Thriller",TV-MA,2023,1,45,7.5,83,An FBI agent uncovers a conspiracy from a late-night call.,Action,1,short,99.9
+T018,One Piece,TV Show,"Adventure, Fantasy",TV-14,2023,1,55,8.4,90,Pirates hunt treasure in a live-action adaptation.,Adventure,1,short,111.0
+T019,Squid Game,TV Show,"Thriller, Drama",TV-MA,2021,1,55,8.0,97,Cash-strapped players join deadly children's games.,Thriller,1,short,109.1
+T020,Sex Education,TV Show,"Comedy, Drama",TV-MA,2019,4,52,8.2,79,Teen relationships and awkward truths collide at school.,Comedy,0,short,105.7
+T021,Breaking Bad,TV Show,"Crime, Drama",TV-MA,2008,5,47,9.5,99,A chemistry teacher turns to meth production.,Crime,0,short,124.7
+T022,Better Call Saul,TV Show,"Crime, Drama",TV-MA,2015,6,46,9.0,96,The morally flexible lawyer begins his transformation.,Crime,0,short,118.8
+T023,Peaky Blinders,TV Show,"Crime, History",TV-MA,2013,6,58,8.8,83,A Birmingham gang rises after World War I.,Crime,0,short,112.9
+T024,The Office,TV Show,Comedy,TV-14,2005,9,22,9.0,94,Office workers navigate absurd everyday routines.,Comedy,0,short,118.2
+T025,Friends,TV Show,"Comedy, Romance",TV-14,1994,10,22,8.9,92,Six friends face life and love in New York.,Comedy,0,short,116.6
+T026,Seinfeld,TV Show,Comedy,TV-14,1989,9,23,8.9,81,A comedian and friends obsess over daily trivialities.,Comedy,0,short,113.3
+T027,The Irishman,Movie,"Crime, Drama",R,2019,1,209,7.8,70,An aging hitman reflects on loyalty and regret.,Crime,0,long,99.0
+T028,Marriage Story,Movie,Drama,R,2019,1,137,7.9,68,A couple navigates a painful divorce.,Drama,0,long,99.4
+T029,Bird Box,Movie,"Thriller, Horror",R,2018,1,124,6.6,88,Survivors avoid a mysterious force that drives people mad.,Thriller,0,medium,92.4
+T030,Glass Onion,Movie,"Mystery, Comedy",PG-13,2022,1,139,7.1,85,A detective untangles a billionaire's island murder game.,Mystery,1,long,96.5
+T031,Roma,Movie,Drama,R,2018,1,135,7.7,63,A domestic worker supports a family in 1970s Mexico City.,Drama,0,long,95.9
+T032,Don't Look Up,Movie,"Comedy, Sci-Fi",R,2021,1,138,7.2,90,Scientists struggle to warn humanity about a comet.,Comedy,1,long,99.0
+T033,Extraction,Movie,"Action, Thriller",R,2020,1,116,6.8,74,A mercenary attempts a dangerous rescue mission.,Action,1,medium,90.2
+T034,Enola Holmes,Movie,"Mystery, Adventure",PG-13,2020,1,123,6.6,78,Sherlock's sister searches for her missing mother.,Mystery,1,medium,89.4
+T035,The Adam Project,Movie,"Sci-Fi, Adventure",PG-13,2022,1,106,6.7,73,A time-traveling pilot teams up with his younger self.,Sci-Fi,1,medium,88.9
+T036,The Gray Man,Movie,"Action, Thriller",PG-13,2022,1,122,6.5,71,A CIA asset becomes the target of a global manhunt.,Action,1,medium,86.3
+T037,To All the Boys I've Loved Before,Movie,"Romance, Comedy",PG-13,2018,1,99,7.0,76,Secret love letters create romantic chaos.,Romance,0,medium,92.8
+T038,The Old Guard,Movie,"Action, Fantasy",R,2020,1,125,6.7,67,Immortal mercenaries fight to protect their secret.,Action,1,medium,87.1
+T039,"Tick, Tick... Boom!",Movie,"Drama, Musical",PG-13,2021,1,121,7.5,65,An aspiring composer faces artistic and personal pressure.,Drama,1,medium,94.5
+T040,Guillermo del Toro's Pinocchio,Movie,"Animation, Fantasy",PG,2022,1,117,7.6,66,A wooden boy comes to life in wartime Italy.,Animation,1,medium,95.8
+T041,The Killer,Movie,"Thriller, Crime",R,2023,1,118,6.8,60,A meticulous assassin faces unexpected consequences.,Thriller,1,medium,86.0
+T042,Leave the World Behind,Movie,"Thriller, Drama",R,2023,1,141,6.4,82,A family vacation turns ominous during a blackout.,Thriller,1,long,88.6
+T043,Army of the Dead,Movie,"Action, Horror",R,2021,1,148,5.7,58,Mercenaries enter zombie-infested Las Vegas for a heist.,Action,1,long,74.4
+T044,Project Power,Movie,"Action, Sci-Fi",R,2020,1,113,6.0,64,A pill that grants powers sparks chaos in New Orleans.,Action,1,medium,79.2
+T045,Murder Mystery,Movie,"Comedy, Mystery",PG-13,2019,1,97,6.0,81,A couple becomes entangled in a murder case on a yacht.,Comedy,0,medium,84.3
+T046,Red Notice,Movie,"Action, Comedy",PG-13,2021,1,118,6.3,92,An FBI profiler chases two rival art thieves.,Action,1,medium,90.6
+T047,The Mitchells vs. the Machines,Movie,"Animation, Comedy",PG,2021,1,113,7.6,74,A quirky family saves the world from a robot uprising.,Animation,1,medium,98.2
+T048,Klaus,Movie,"Animation, Family",PG,2019,1,96,8.2,69,A postman and a toymaker spark a holiday tradition.,Animation,0,medium,102.7
+T049,Maestro in Blue,TV Show,"Drama, Romance",TV-MA,2022,1,50,7.8,59,A musician becomes entangled in island secrets.,Drama,1,short,95.7
+T050,Baby Reindeer,TV Show,"Drama, Thriller",TV-MA,2024,1,33,8.3,86,A comedian faces a stalking nightmare.,Drama,1,short,108.8
+T051,Ripley,TV Show,"Thriller, Drama",TV-MA,2024,1,55,8.1,67,"A grifter is drawn into wealth, deception, and murder.",Thriller,1,short,101.1
+T052,3 Body Problem,TV Show,"Sci-Fi, Mystery",TV-MA,2024,1,58,7.6,84,Scientists confront a cosmic threat from first contact.,Sci-Fi,1,short,101.2
+T053,Avatar: The Last Airbender,TV Show,"Fantasy, Adventure",TV-14,2024,1,50,7.2,88,Young heroes master elements to end a war.,Fantasy,1,short,98.4
+T054,Beef,TV Show,"Comedy, Drama",TV-MA,2023,1,35,8.0,73,A road-rage incident spirals into obsession.,Comedy,1,short,101.9
+T055,Blue Eye Samurai,TV Show,"Animation, Action",TV-MA,2023,1,45,8.7,70,A swordswoman seeks revenge in Edo-period Japan.,Animation,1,short,108.0
+T056,Damsel,Movie,"Fantasy, Adventure",PG-13,2024,1,109,6.1,89,A princess fights to survive a dragon-filled cave.,Fantasy,1,medium,87.7
+T057,Rebel Moon,Movie,"Sci-Fi, Action",PG-13,2023,1,134,5.6,87,A former soldier gathers warriors to fight an empire.,Sci-Fi,1,long,82.1
+T058,Carry-On,Movie,"Thriller, Action",PG-13,2024,1,112,6.8,90,An airport employee is blackmailed into a dangerous plot.,Thriller,1,medium,95.0
+T059,Anyone But You,Movie,"Romance, Comedy",R,2023,1,103,6.4,77,A fake-couple wedding trip reignites sparks.,Romance,1,medium,87.1
+T060,Society of the Snow,Movie,"Drama, Survival",R,2023,1,145,7.8,72,Survivors of a crash struggle to endure in the Andes.,Drama,1,long,99.6
+T061,The Gentlemen,TV Show,"Crime, Comedy",TV-MA,2024,1,52,8.1,75,An aristocrat inherits a criminal empire beneath his estate.,Crime,1,short,103.5

synthetic_users_enriched.csv

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+user_id,first_name,age_group,favorite_genre_1,favorite_genre_2,preferred_length,viewing_pattern,discovery_style,weekly_sessions,primary_device,avg_rating,avg_completion,titles_watched,liked_share
+U001,Jordan,25-34,Crime,Drama,long,weekends,comfort rewatcher,3,laptop,3.2714285714285714,72.92857142857143,14,0.21428571428571427
+U002,Sam,18-24,Animation,Crime,long,weekends,comfort rewatcher,5,mobile,3.025,68.83333333333333,12,0.0
+U003,Riley,45-54,Animation,Drama,long,weeknights,comfort rewatcher,6,mobile,3.433333333333333,75.26666666666667,15,0.26666666666666666
+U004,Jamie,25-34,Comedy,Action,medium,weekends,comfort rewatcher,3,mobile,3.0374999999999996,74.875,8,0.125
+U005,Cameron,35-44,Action,Crime,medium,weekends,comfort rewatcher,9,laptop,3.6941176470588233,80.11764705882354,17,0.29411764705882354
+U006,Quinn,35-44,Crime,Action,short,mixed,novelty seeker,7,laptop,3.6199999999999997,77.53333333333333,15,0.26666666666666666
+U007,Sam,25-34,Sci-Fi,Crime,short,mixed,balanced explorer,5,mobile,3.4153846153846152,77.84615384615384,13,0.23076923076923078
+U008,Jamie,35-44,Action,Thriller,medium,mixed,comfort rewatcher,7,mobile,2.9857142857142853,80.14285714285714,14,0.07142857142857142
+U009,Cameron,25-34,Thriller,Crime,long,mixed,novelty seeker,5,mobile,3.755555555555555,82.44444444444444,9,0.3333333333333333
+U010,Jamie,25-34,Fantasy,Action,medium,mixed,novelty seeker,2,mobile,3.2363636363636363,81.27272727272727,11,0.36363636363636365
+U011,Quinn,18-24,Drama,Romance,medium,weekends,comfort rewatcher,7,mobile,3.8875,76.875,8,0.375
+U012,Jordan,25-34,Fantasy,Action,long,weekends,balanced explorer,5,laptop,3.0999999999999996,77.44444444444444,9,0.2222222222222222
+U013,Morgan,45-54,Animation,Mystery,medium,mixed,novelty seeker,7,mobile,3.477777777777778,83.0,9,0.1111111111111111
+U014,Jordan,18-24,Comedy,Animation,medium,weeknights,comfort rewatcher,4,laptop,3.5058823529411764,80.05882352941177,17,0.29411764705882354
+U015,Casey,45-54,Action,Crime,medium,weekends,novelty seeker,2,laptop,3.5700000000000003,77.4,10,0.3
+U016,Casey,35-44,Crime,Animation,medium,mixed,comfort rewatcher,8,mobile,3.2875,77.8125,16,0.0625
+U017,Jordan,35-44,Fantasy,Drama,long,mixed,novelty seeker,3,laptop,3.3600000000000003,84.1,10,0.2
+U018,Jordan,25-34,Thriller,Animation,long,weeknights,balanced explorer,2,laptop,3.4,86.05882352941177,17,0.23529411764705882
+U019,Taylor,35-44,Romance,Fantasy,short,weeknights,balanced explorer,2,mobile,3.0125,78.75,8,0.25
+U020,Avery,45-54,Mystery,Crime,short,mixed,comfort rewatcher,4,mobile,3.307142857142857,77.5,14,0.07142857142857142
+U021,Avery,45-54,Fantasy,Animation,short,weekends,comfort rewatcher,5,laptop,3.6333333333333333,78.13333333333334,15,0.2
+U022,Avery,35-44,Thriller,Action,long,mixed,balanced explorer,9,mobile,3.65,82.5,10,0.4
+U023,Avery,18-24,Sci-Fi,Mystery,short,weekends,novelty seeker,5,laptop,3.611111111111111,80.11111111111111,9,0.2222222222222222
+U024,Sam,18-24,Sci-Fi,Drama,short,mixed,comfort rewatcher,2,tv,3.177777777777778,71.55555555555556,9,0.1111111111111111
+U025,Avery,45-54,Crime,Animation,short,weekends,comfort rewatcher,4,laptop,3.18,79.7,10,0.2
+U026,Sam,45-54,Mystery,Fantasy,short,weekends,comfort rewatcher,3,laptop,3.2642857142857147,79.42857142857143,14,0.07142857142857142
+U027,Alex,45-54,Action,Romance,medium,weekends,novelty seeker,3,mobile,3.744444444444445,80.77777777777777,9,0.3333333333333333
+U028,Avery,25-34,Action,Romance,short,weeknights,comfort rewatcher,9,mobile,3.32,72.8,15,0.26666666666666666
+U029,Riley,25-34,Action,Comedy,medium,weekends,comfort rewatcher,3,mobile,2.8461538461538463,70.46153846153847,13,0.0
+U030,Riley,25-34,Animation,Drama,short,weeknights,balanced explorer,9,mobile,3.209090909090909,76.0909090909091,11,0.09090909090909091
+U031,Casey,18-24,Action,Drama,short,weekends,balanced explorer,9,tv,3.76,88.86666666666666,15,0.26666666666666666
+U032,Taylor,45-54,Action,Animation,long,mixed,comfort rewatcher,6,mobile,2.7625,70.625,8,0.125
+U033,Alex,35-44,Drama,Animation,short,mixed,comfort rewatcher,9,laptop,3.6500000000000004,82.27777777777777,18,0.3888888888888889
+U034,Sam,18-24,Animation,Comedy,short,mixed,comfort rewatcher,3,laptop,3.5125,77.5,8,0.25
+U035,Quinn,25-34,Sci-Fi,Action,short,mixed,novelty seeker,2,laptop,3.5200000000000005,76.9,10,0.4
+U036,Taylor,35-44,Crime,Action,long,mixed,balanced explorer,7,mobile,3.2818181818181817,81.81818181818181,11,0.18181818181818182
+U037,Jamie,35-44,Thriller,Action,short,mixed,balanced explorer,3,mobile,3.533333333333333,78.33333333333333,15,0.3333333333333333
+U038,Casey,25-34,Fantasy,Crime,short,mixed,novelty seeker,4,tv,3.4923076923076923,74.53846153846153,13,0.23076923076923078
+U039,Avery,25-34,Crime,Sci-Fi,medium,weekends,balanced explorer,6,laptop,3.511764705882353,80.23529411764706,17,0.23529411764705882
+U040,Sam,35-44,Animation,Drama,long,mixed,novelty seeker,4,tv,3.6636363636363636,78.9090909090909,11,0.2727272727272727
+U041,Casey,25-34,Crime,Mystery,long,mixed,balanced explorer,5,laptop,3.5,84.66666666666667,9,0.2222222222222222
+U042,Riley,35-44,Romance,Sci-Fi,long,mixed,novelty seeker,6,mobile,3.393333333333333,78.8,15,0.13333333333333333
+U043,Jordan,18-24,Crime,Action,medium,weeknights,balanced explorer,6,mobile,3.04,76.9,10,0.1
+U044,Sam,18-24,Fantasy,Animation,long,weekends,comfort rewatcher,4,laptop,3.552941176470588,73.3529411764706,17,0.17647058823529413
+U045,Jordan,25-34,Drama,Romance,long,mixed,balanced explorer,2,tv,3.2600000000000002,77.5,10,0.2
+U046,Sam,25-34,Romance,Drama,medium,weeknights,novelty seeker,7,laptop,3.4,74.54545454545455,11,0.2727272727272727
+U047,Alex,25-34,Action,Comedy,short,weeknights,balanced explorer,4,laptop,3.5733333333333333,75.33333333333333,15,0.26666666666666666
+U048,Jordan,25-34,Romance,Action,long,mixed,balanced explorer,3,tv,3.207142857142857,78.78571428571429,14,0.07142857142857142
+U049,Casey,45-54,Drama,Fantasy,short,weeknights,balanced explorer,5,mobile,3.8125,79.375,16,0.375
+U050,Casey,35-44,Drama,Sci-Fi,medium,weekends,comfort rewatcher,7,laptop,3.15,78.5,12,0.08333333333333333
+U051,Sam,35-44,Animation,Action,long,mixed,comfort rewatcher,6,mobile,3.307142857142857,71.5,14,0.07142857142857142
+U052,Cameron,45-54,Mystery,Thriller,short,weeknights,balanced explorer,7,tv,3.59375,77.1875,16,0.1875
+U053,Alex,25-34,Mystery,Animation,short,weekends,balanced explorer,8,mobile,3.3588235294117648,73.52941176470588,17,0.11764705882352941
+U054,Morgan,25-34,Animation,Mystery,long,mixed,balanced explorer,3,laptop,2.963636363636364,77.18181818181819,11,0.09090909090909091
+U055,Casey,35-44,Romance,Mystery,long,weeknights,novelty seeker,8,tv,3.161111111111111,78.27777777777777,18,0.16666666666666666
+U056,Parker,25-34,Action,Thriller,long,weeknights,balanced explorer,8,laptop,3.4000000000000004,79.38461538461539,13,0.15384615384615385
+U057,Casey,18-24,Comedy,Thriller,medium,mixed,balanced explorer,5,tv,3.353333333333333,72.26666666666667,15,0.26666666666666666
+U058,Taylor,45-54,Mystery,Romance,medium,weekends,novelty seeker,9,laptop,3.5,75.27777777777777,18,0.3333333333333333
+U059,Taylor,35-44,Comedy,Crime,medium,mixed,comfort rewatcher,6,mobile,3.6470588235294117,82.0,17,0.29411764705882354
+U060,Quinn,25-34,Sci-Fi,Comedy,short,weeknights,balanced explorer,3,tv,3.511764705882353,72.41176470588235,17,0.4117647058823529
+U061,Morgan,45-54,Action,Sci-Fi,long,mixed,balanced explorer,5,mobile,3.2,78.0,11,0.18181818181818182
+U062,Avery,25-34,Drama,Crime,medium,weeknights,novelty seeker,9,mobile,3.5470588235294116,77.17647058823529,17,0.47058823529411764
+U063,Parker,25-34,Animation,Sci-Fi,short,weekends,balanced explorer,7,tv,3.4545454545454546,73.0909090909091,11,0.36363636363636365
+U064,Cameron,45-54,Mystery,Animation,medium,mixed,comfort rewatcher,9,tv,3.1,75.16666666666667,12,0.08333333333333333
+U065,Taylor,45-54,Thriller,Sci-Fi,long,weekends,novelty seeker,6,tv,3.5444444444444443,82.83333333333333,18,0.2777777777777778
+U066,Avery,35-44,Crime,Thriller,short,weekends,balanced explorer,3,mobile,3.19375,77.0,16,0.1875
+U067,Taylor,25-34,Comedy,Sci-Fi,medium,mixed,novelty seeker,3,tv,3.5454545454545454,80.18181818181819,11,0.2727272727272727
+U068,Taylor,45-54,Action,Romance,long,weekends,comfort rewatcher,8,tv,3.3800000000000003,77.73333333333333,15,0.06666666666666667
+U069,Jamie,45-54,Mystery,Drama,long,weekends,comfort rewatcher,6,tv,3.18125,77.3125,16,0.125
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