imdb_bertopic

This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.

Usage

To use this model, please install BERTopic:

pip install -U bertopic

You can use the model as follows:

from bertopic import BERTopic
topic_model = BERTopic.load("davanstrien/imdb_bertopic")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 148
  • Number of training documents: 103062
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 film - movie - character - characters - very 40 -1_film_movie_character_characters
0 movie - film - movies - acting - actors 25087 0_movie_film_movies_acting
1 episodes - shows - tv - television - watching 2886 1_episodes_shows_tv_television
2 bollywood - kapoor - hindi - indian - rani 1945 2_bollywood_kapoor_hindi_indian
3 horror - films - film - haunted - movies 858 3_horror_films_film_haunted
4 takashi - samurai - manga - anime - films 800 4_takashi_samurai_manga_anime
5 predator - alien - aliens - movie - film 658 5_predator_alien_aliens_movie
6 amelie - cinema - films - film - movie 652 6_amelie_cinema_films_film
7 nudity - porn - film - sexual - films 647 7_nudity_porn_film_sexual
8 mexican - film - spanish - movie - mexico 619 8_mexican_film_spanish_movie
9 comedies - comedy - humor - laughing - laughs 589 9_comedies_comedy_humor_laughing
10 homosexuality - queer - homosexual - sexuality - gay 562 10_homosexuality_queer_homosexual_sexuality
11 cary - cast - comedies - dunne - comedy 459 11_cary_cast_comedies_dunne
12 film - wwii - movie - patton - war 408 12_film_wwii_movie_patton
13 dracula - vampire - vampires - frankenstein - vlad 405 13_dracula_vampire_vampires_frankenstein
14 zombie - zombies - romero - undead - horror 402 14_zombie_zombies_romero_undead
15 kung - martial - chun - chan - fighter 370 15_kung_martial_chun_chan
16 soviet - stalin - moscow - russian - russians 355 16_soviet_stalin_moscow_russian
17 western - film - westerns - cast - wayne 310 17_western_film_westerns_cast
18 blacks - slavery - racism - racial - slaves 308 18_blacks_slavery_racism_racial
19 satanic - demon - satanist - devil - satan 289 19_satanic_demon_satanist_devil
20 jurassic - prehistoric - lost - dinosaur - dinosaurs 241 20_jurassic_prehistoric_lost_dinosaur
21 gameplay - rpg - games - adventure - game 231 21_gameplay_rpg_games_adventure
22 daffy - looney - bunny - cartoon - cartoons 228 22_daffy_looney_bunny_cartoon
23 bergman - films - swedish - henrik - film 224 23_bergman_films_swedish_henrik
24 movie - dogs - animals - film - puppies 216 24_movie_dogs_animals_film
25 hitchcock - thriller - suspense - film - films 204 25_hitchcock_thriller_suspense_film
26 criminal - criminals - film - crime - cop 199 26_criminal_criminals_film_crime
27 cinderella - disney - aladdin - fairy - anastasia 191 27_cinderella_disney_aladdin_fairy
28 films - film - movie - racing - racer 188 28_films_film_movie_racing
29 cinema - film - movie - actors - australian 186 29_cinema_film_movie_actors
30 natives - tribe - tribes - film - navajo 184 30_natives_tribe_tribes_film
31 jaws - shark - sharks - megalodon - movie 174 31_jaws_shark_sharks_megalodon
32 holocaust - auschwitz - schindler - nazi - nazis 173 32_holocaust_auschwitz_schindler_nazi
33 woodstock - concert - tour - documentary - stones 170 33_woodstock_concert_tour_documentary
34 adoption - abortion - ending - movie - daughter 166 34_adoption_abortion_ending_movie
35 bond - royale - connery - sutherland - craig 161 35_bond_royale_connery_sutherland
36 zhang - chinese - beijing - wong - films 154 36_zhang_chinese_beijing_wong
37 santa - scrooge - claus - christmas - carol 152 37_santa_scrooge_claus_christmas
38 messiah - biblical - gospel - jesus - film 149 38_messiah_biblical_gospel_jesus
39 sandler - gilmore - adam - comedies - comedy 145 39_sandler_gilmore_adam_comedies
40 woody - allen - wilder - bogart - movies 142 40_woody_allen_wilder_bogart
41 pacino - film - movie - actor - al 142 41_pacino_film_movie_actor
42 novel - book - books - movie - reading 140 42_novel_book_books_movie
43 yankee - yankees - baseball - ruth - 1961 138 43_yankee_yankees_baseball_ruth
44 musicals - astaire - roberta - musical - irene 136 44_musicals_astaire_roberta_musical
45 gangster - gangsters - cagney - mafia - gangs 135 45_gangster_gangsters_cagney_mafia
46 actress - joan - crawford - film - movie 134 46_actress_joan_crawford_film
47 italian - italians - sicily - cinema - films 127 47_italian_italians_sicily_cinema
48 holmes - sherlock - doyle - watson - hound 124 48_holmes_sherlock_doyle_watson
49 slashers - movie - film - slasher - movies 117 49_slashers_movie_film_slasher
50 romance - movie - comedy - movies - romantic 116 50_romance_movie_comedy_movies
51 hogan - daredevil - hulk - daredevils - movies 114 51_hogan_daredevil_hulk_daredevils
52 werewolf - werewolves - wolf - wolfen - movie 112 52_werewolf_werewolves_wolf_wolfen
53 robin - flynn - films - hood - film 110 53_robin_flynn_films_hood
54 agatha - novels - novel - cast - marple 108 54_agatha_novels_novel_cast
55 netforce - supercomputer - security - hacking - computers 104 55_netforce_supercomputer_security_hacking
56 dragonball - goku - dragon - dragonheart - dragons 104 56_dragonball_goku_dragon_dragonheart
57 pirates - pirate - blackbeard - captain - film 102 57_pirates_pirate_blackbeard_captain
58 dancing - dance - dancer - choreography - dancers 97 58_dancing_dance_dancer_choreography
59 conspiracy - 911 - documentary - documentaries - pentagon 94 59_conspiracy_911_documentary_documentaries
60 chainsaw - massacre - slaughterhouse - movie - movies 94 60_chainsaw_massacre_slaughterhouse_movie
61 musical - soundtrack - film - movie - music 93 61_musical_soundtrack_film_movie
62 manhattan - burns - woody - films - sidewalks 90 62_manhattan_burns_woody_films
63 afghan - taliban - osama - film - movie 89 63_afghan_taliban_osama_film
64 turkish - turk - turks - turkey - kurdish 89 64_turkish_turk_turks_turkey
65 cannibalism - cannibal - cannibals - slaughterhouse - holocaust 84 65_cannibalism_cannibal_cannibals_slaughterhouse
66 movie - movies - kids - film - children 82 66_movie_movies_kids_film
67 hellraiser - hellraisers - hellworld - hellbound - hellboy 82 67_hellraiser_hellraisers_hellworld_hellbound
68 korean - korea - seoul - cinema - film 81 68_korean_korea_seoul_cinema
69 jedi - darth - prequels - skywalker - lightsaber 81 69_jedi_darth_prequels_skywalker
70 eddie - sequel - beverly - murphy - cop 80 70_eddie_sequel_beverly_murphy
71 fiona - irish - donegal - ireland - dublin 79 71_fiona_irish_donegal_ireland
72 beatles - ringo - mccartney - lennon - concert 79 72_beatles_ringo_mccartney_lennon
73 ninja - ninjas - kung - martial - cobra 79 73_ninja_ninjas_kung_martial
74 murder - prosecutor - innocent - justice - courtroom 77 74_murder_prosecutor_innocent_justice
75 lynch - mulholland - films - film - eraserhead 76 75_lynch_mulholland_films_film
76 godzilla - monster - monsters - shinoda - tokyo 76 76_godzilla_monster_monsters_shinoda
77 scorsese - film - films - comedy - goodfellas 74 77_scorsese_film_films_comedy
78 clancy - ryan - cia - director - thriller 74 78_clancy_ryan_cia_director
79 ringu - ring - prequel - sequel - film 72 79_ringu_ring_prequel_sequel
80 candyman - candy - tale - horror - movie 70 80_candyman_candy_tale_horror
81 guns - gun - shooting - bullets - lethal 70 81_guns_gun_shooting_bullets
82 claudius - roman - romans - emperors - emperor 69 82_claudius_roman_romans_emperors
83 jason - friday - 13th - movie - sequel 69 83_jason_friday_13th_movie
84 yugoslav - yugoslavian - bosnians - bosnian - croatians 69 84_yugoslav_yugoslavian_bosnians_bosnian
85 giallo - gialli - giallos - thriller - film 68 85_giallo_gialli_giallos_thriller
86 arthurian - arthur - merlin - medieval - excalibur 68 86_arthurian_arthur_merlin_medieval
87 robot - robots - robocop - asimov - film 67 87_robot_robots_robocop_asimov
88 thai - thailand - movie - bangkok - jungle 67 88_thai_thailand_movie_bangkok
89 batman - gotham - joker - superhero - comic 67 89_batman_gotham_joker_superhero
90 chaplin - comedies - films - film - circus 67 90_chaplin_comedies_films_film
91 superman - lois - reeve - clark - krypton 67 91_superman_lois_reeve_clark
92 marvel - wolverine - superhero - comics - cyclops 66 92_marvel_wolverine_superhero_comics
93 austen - novel - prejudice - emma - firth 65 93_austen_novel_prejudice_emma
94 movie - film - movies - future - time 64 94_movie_film_movies_future
95 doris - actress - ruth - judy - hollywood 64 95_doris_actress_ruth_judy
96 vhs - dvd - movie - film - movies 63 96_vhs_dvd_movie_film
97 corpses - flesh - cadavers - bodies - snatcher 63 97_corpses_flesh_cadavers_bodies
98 ants - ant - movie - wasp - wasps 62 98_ants_ant_movie_wasp
99 apostle - sermon - actor - duvall - preacher 60 99_apostle_sermon_actor_duvall
100 twins - twin - olsen - actresses - movie 60 100_twins_twin_olsen_actresses
101 tudors - tudor - anne - elizabeth - boleyn 59 101_tudors_tudor_anne_elizabeth
102 rocky - movie - film - tommy - rusty 59 102_rocky_movie_film_tommy
103 seagal - movie - movies - scenes - mercenary 56 103_seagal_movie_movies_scenes
104 film - documentary - witch - movies - movie 56 104_film_documentary_witch_movies
105 panther - clouseau - films - film - movies 55 105_panther_clouseau_films_film
106 van - cyborg - movie - film - arquette 55 106_van_cyborg_movie_film
107 freddy - nightmare - elm - horror - sequel 54 107_freddy_nightmare_elm_horror
108 crow - movie - film - films - angels 53 108_crow_movie_film_films
109 bambi - sequels - sequel - disney - movie 53 109_bambi_sequels_sequel_disney
110 potter - narnia - hogwarts - harry - dumbledore 53 110_potter_narnia_hogwarts_harry
111 puppetmaster - puppet - puppets - curse - magrew 51 111_puppetmaster_puppet_puppets_curse
112 germans - german - cinema - film - hans 51 112_germans_german_cinema_film
113 eastwood - harry - callahan - cop - dirty 51 113_eastwood_harry_callahan_cop
114 bruce - willis - movies - film - mcclane 51 114_bruce_willis_movies_film
115 dutch - dutchman - amsterdam - netherlands - holland 50 115_dutch_dutchman_amsterdam_netherlands
116 highlander - macleod - sequel - immortals - movie 50 116_highlander_macleod_sequel_immortals
117 clerks - comedy - film - movies - movie 50 117_clerks_comedy_film_movies
118 metalhead - metallica - metal - genres - genre 50 118_metalhead_metallica_metal_genres
119 angelopoulos - greek - trilogy - greece - tragedy 50 119_angelopoulos_greek_trilogy_greece
120 wilder - pryor - comedy - comedian - comedians 49 120_wilder_pryor_comedy_comedian
121 sopranos - soprano - tony - godfather - mafia 48 121_sopranos_soprano_tony_godfather
122 dracula - frankenstein - cat - poelzig - horror 48 122_dracula_frankenstein_cat_poelzig
123 myers - comedy - mike - guru - wayne 48 123_myers_comedy_mike_guru
124 comedy - lemmon - movie - cast - neil 47 124_comedy_lemmon_movie_cast
125 jezebel - scarlett - actress - warner - film 47 125_jezebel_scarlett_actress_warner
126 cast - crystal - mafia - comedies - movie 47 126_cast_crystal_mafia_comedies
127 marijuana - drug - pot - weed - marihuana 47 127_marijuana_drug_pot_weed
128 autism - autistic - charlie - movie - sam 46 128_autism_autistic_charlie_movie
129 sergio - corbucci - franco - mercenary - italian 45 129_sergio_corbucci_franco_mercenary
130 actress - acting - audrey - hollywood - griffith 45 130_actress_acting_audrey_hollywood
131 columbo - murderer - murder - detective - movie 44 131_columbo_murderer_murder_detective
132 egyptian - mohamed - egyptians - egypt - ahmed 44 132_egyptian_mohamed_egyptians_egypt
133 che - castro - ernesto - cuban - havana 44 133_che_castro_ernesto_cuban
134 horse - horses - thoroughbred - stallion - dakota 44 134_horse_horses_thoroughbred_stallion
135 costello - abbott - comedy - comedians - films 43 135_costello_abbott_comedy_comedians
136 conchita - surrealistic - surrealism - actresses - surrealist 43 136_conchita_surrealistic_surrealism_actresses
137 lindsay - movie - actress - film - teenage 43 137_lindsay_movie_actress_film
138 mummy - mummies - tomb - archaeologist - film 42 138_mummy_mummies_tomb_archaeologist
139 ebola - virus - movie - epidemic - film 42 139_ebola_virus_movie_epidemic
140 anaïs - anais - erotica - film - fiction 42 140_anaïs_anais_erotica_film
141 mormon - lds - mormons - brigham - missionaries 42 141_mormon_lds_mormons_brigham
142 chuck - chucks - norris - karate - fights 42 142_chuck_chucks_norris_karate
143 beowulf - grendel - hrothgar - siegfried - gaiman 41 143_beowulf_grendel_hrothgar_siegfried
144 martin - rigby - comedy - film - noir 41 144_martin_rigby_comedy_film
145 troma - tromeo - keoma - film - movie 41 145_troma_tromeo_keoma_film
146 airplane - passengers - airlines - plane - pilot 41 146_airplane_passengers_airlines_plane

Training hyperparameters

  • calculate_probabilities: False
  • language: None
  • low_memory: False
  • min_topic_size: 40
  • n_gram_range: (1, 1)
  • nr_topics: None
  • seed_topic_list: None
  • top_n_words: 10
  • verbose: False

Framework versions

  • Numpy: 1.22.4
  • HDBSCAN: 0.8.29
  • UMAP: 0.5.3
  • Pandas: 1.5.3
  • Scikit-Learn: 1.2.2
  • Sentence-transformers: 2.2.2
  • Transformers: 4.29.2
  • Numba: 0.56.4
  • Plotly: 5.13.1
  • Python: 3.10.11
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Dataset used to train davanstrien/imdb_bertopic