
# transformers_imdb_topics

This is a [BERTopic](https://github.com/MaartenGr/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:

```python
from bertopic import BERTopic
topic_model = BERTopic.load("nsugianto/transformers_imdb_topics")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 438
* Number of training documents: 25000

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | this - it - the - br - to | 10 | -1_this_it_the_br | 
| 0 | horror - scary - house - gore - ghost | 10344 | 0_horror_scary_house_gore | 
| 1 | funny - jokes - comedy - laugh - humor | 614 | 1_funny_jokes_comedy_laugh | 
| 2 | bollywood - indian - amitabh - akshay - kapoor | 366 | 2_bollywood_indian_amitabh_akshay | 
| 3 | christian - jesus - god - christ - church | 331 | 3_christian_jesus_god_christ | 
| 4 | japanese - japan - miike - samurai - kurosawa | 263 | 4_japanese_japan_miike_samurai | 
| 5 | french - paris - mathieu - love - alexandre | 232 | 5_french_paris_mathieu_love | 
| 6 | war - vietnam - soldiers - army - military | 221 | 6_war_vietnam_soldiers_army | 
| 7 | spanish - portuguese - spain - brazilian - xica | 188 | 7_spanish_portuguese_spain_brazilian | 
| 8 | zombie - zombies - dead - gore - revolt | 175 | 8_zombie_zombies_dead_gore | 
| 9 | western - stewart - mann - westerns - winchester | 160 | 9_western_stewart_mann_westerns | 
| 10 | kids - worms - children - kid - billy | 150 | 10_kids_worms_children_kid | 
| 11 | sex - porn - beast - sexual - scenes | 148 | 11_sex_porn_beast_sexual | 
| 12 | gay - arthur - ben - mraovich - norman | 143 | 12_gay_arthur_ben_mraovich | 
| 13 | vampire - vampires - dracula - blood - jovi | 131 | 13_vampire_vampires_dracula_blood | 
| 14 | santa - christmas - claus - affleck - holiday | 121 | 14_santa_christmas_claus_affleck | 
| 15 | italian - giovanna - visconti - gino - italy | 120 | 15_italian_giovanna_visconti_gino | 
| 16 | worst - bad - ever - seen - movie | 114 | 16_worst_bad_ever_seen | 
| 17 | baseball - sox - sports - angels - team | 106 | 17_baseball_sox_sports_angels | 
| 18 | shakespeare - hamlet - branagh - othello - play | 103 | 18_shakespeare_hamlet_branagh_othello | 
| 19 | slasher - marty - killer - flick - scream | 103 | 19_slasher_marty_killer_flick | 
| 20 | russian - soviet - rea - russia - sutherland | 97 | 20_russian_soviet_rea_russia | 
| 21 | ending - minutes - end - movie - it | 95 | 21_ending_minutes_end_movie | 
| 22 | emma - austen - paltrow - gwyneth - jane | 94 | 22_emma_austen_paltrow_gwyneth | 
| 23 | longoria - she - eva - kate - her | 90 | 23_longoria_she_eva_kate | 
| 24 | hitler - nazi - german - rosenstrasse - war | 89 | 24_hitler_nazi_german_rosenstrasse | 
| 25 | chinese - china - wang - muni - rainer | 88 | 25_chinese_china_wang_muni | 
| 26 | black - white - racist - singleton - racism | 85 | 26_black_white_racist_singleton | 
| 27 | dinosaurs - dinosaur - rex - lake - aztec | 84 | 27_dinosaurs_dinosaur_rex_lake | 
| 28 | trek - spock - enterprise - kirk - star | 78 | 28_trek_spock_enterprise_kirk | 
| 29 | crocodile - shark - whale - hammerhead - jaws | 78 | 29_crocodile_shark_whale_hammerhead | 
| 30 | werewolf - werewolves - wolf - danning - naschy | 70 | 30_werewolf_werewolves_wolf_danning | 
| 31 | eddie - murphy - delirious - izzard - stand | 69 | 31_eddie_murphy_delirious_izzard | 
| 32 | swedish - danish - sweden - norwegian - finnish | 68 | 32_swedish_danish_sweden_norwegian | 
| 33 | mother - lanisha - daughter - child - she | 67 | 33_mother_lanisha_daughter_child | 
| 34 | rating - bad - b5 - movie - 10 | 67 | 34_rating_bad_b5_movie | 
| 35 | stanwyck - lily - barbara - code - her | 66 | 35_stanwyck_lily_barbara_code | 
| 36 | book - read - novel - lorna - doone | 66 | 36_book_read_novel_lorna | 
| 37 | dance - chorus - stage - broadway - dancers | 65 | 37_dance_chorus_stage_broadway | 
| 38 | freddy - nightmare - elm - krueger - street | 64 | 38_freddy_nightmare_elm_krueger | 
| 39 | alien - aliens - planet - space - wirth | 62 | 39_alien_aliens_planet_space | 
| 40 | body - broken - doctor - head - brain | 60 | 40_body_broken_doctor_head | 
| 41 | cars - car - race - racing - mph | 60 | 41_cars_car_race_racing | 
| 42 | great - very - amazing - movie - good | 58 | 42_great_very_amazing_movie | 
| 43 | disney - animation - menstruation - animated - kids | 58 | 43_disney_animation_menstruation_animated | 
| 44 | cinderella - disney - fairy - mice - stepmother | 57 | 44_cinderella_disney_fairy_mice | 
| 45 | show - dexter - johnny - doodlebops - cartoon | 55 | 45_show_dexter_johnny_doodlebops | 
| 46 | serbian - kusturica - serbs - yugoslavia - czech | 52 | 46_serbian_kusturica_serbs_yugoslavia | 
| 47 | batman - joker - batwoman - animated - robin | 51 | 47_batman_joker_batwoman_animated | 
| 48 | sandler - cheadle - adam - charlie - alan | 51 | 48_sandler_cheadle_adam_charlie | 
| 49 | allen - woody - scoop - johansson - jackman | 51 | 49_allen_woody_scoop_johansson | 
| 50 | seagal - steven - segal - stealth - flight | 50 | 50_seagal_steven_segal_stealth | 
| 51 | jane - rochester - eyre - dalton - zelah | 50 | 51_jane_rochester_eyre_dalton | 
| 52 | murder - bullock - she - gina - tritter | 48 | 52_murder_bullock_she_gina | 
| 53 | bakshi - animation - jackson - rings - tolkien | 48 | 53_bakshi_animation_jackson_rings | 
| 54 | columbo - falk - cassidy - culp - episode | 48 | 54_columbo_falk_cassidy_culp | 
| 55 | darren - ann - her - paula - mother | 47 | 55_darren_ann_her_paula | 
| 56 | sammo - martial - kung - fu - arts | 47 | 56_sammo_martial_kung_fu | 
| 57 | gypo - irish - mclaglen - ireland - ford | 46 | 57_gypo_irish_mclaglen_ireland | 
| 58 | police - cop - cops - lommel - hopper | 46 | 58_police_cop_cops_lommel | 
| 59 | rooney - hanks - newman - sullivan - mendes | 46 | 59_rooney_hanks_newman_sullivan | 
| 60 | goldsworthy - art - burtynsky - artist - work | 46 | 60_goldsworthy_art_burtynsky_artist | 
| 61 | joseph - mormon - lds - church - smith | 45 | 61_joseph_mormon_lds_church | 
| 62 | sandra - hepburn - cary - her - grant | 45 | 62_sandra_hepburn_cary_her | 
| 63 | ninja - chiba - ninjas - gymnast - gymkata | 43 | 63_ninja_chiba_ninjas_gymnast | 
| 64 | show - season - abc - episode - fox | 43 | 64_show_season_abc_episode | 
| 65 | rap - hop - spinal - tap - hip | 43 | 65_rap_hop_spinal_tap | 
| 66 | tulip - we - ruth - pain - life | 42 | 66_tulip_we_ruth_pain | 
| 67 | luke - vader - jedi - wars - lucas | 42 | 67_luke_vader_jedi_wars | 
| 68 | tarzan - jane - jungle - holt - weissmuller | 42 | 68_tarzan_jane_jungle_holt | 
| 69 | stan - ollie - laurel - hardy - boys | 42 | 69_stan_ollie_laurel_hardy | 
| 70 | tony - sopranos - soprano - gandolfini - episode | 40 | 70_tony_sopranos_soprano_gandolfini | 
| 71 | freebird - biker - bikers - british - phil | 40 | 71_freebird_biker_bikers_british | 
| 72 | holmes - wonderland - kilmer - milverton - sherlock | 40 | 72_holmes_wonderland_kilmer_milverton | 
| 73 | arthur - moore - gielgud - dudley - liza | 40 | 73_arthur_moore_gielgud_dudley | 
| 74 | dentist - feinstone - yuzna - bernsen - corbin | 39 | 74_dentist_feinstone_yuzna_bernsen | 
| 75 | grinch - seuss - carrey - christmas - jim | 39 | 75_grinch_seuss_carrey_christmas | 
| 76 | dvd - waste - blu - blank - my | 39 | 76_dvd_waste_blu_blank | 
| 77 | prison - cell - carrère - warden - prisoners | 39 | 77_prison_cell_carrère_warden | 
| 78 | show - house - full - stephanie - michelle | 38 | 78_show_house_full_stephanie | 
| 79 | astaire - fred - rogers - ginger - dance | 38 | 79_astaire_fred_rogers_ginger | 
| 80 | japanese - ghost - grudge - asian - horror | 38 | 80_japanese_ghost_grudge_asian | 
| 81 | kung - fu - venoms - shaolin - martial | 38 | 81_kung_fu_venoms_shaolin | 
| 82 | halloween - carpenter - myers - michael - horror | 38 | 82_halloween_carpenter_myers_michael | 
| 83 | carrey - bruce - god - jim - almighty | 37 | 83_carrey_bruce_god_jim | 
| 84 | iran - panahi - iranian - offside - stadium | 37 | 84_iran_panahi_iranian_offside | 
| 85 | cagney - powell - berkeley - busby - keeler | 37 | 85_cagney_powell_berkeley_busby | 
| 86 | bsg - caprica - galactica - battlestar - pilot | 36 | 86_bsg_caprica_galactica_battlestar | 
| 87 | vance - powell - philo - detective - william | 36 | 87_vance_powell_philo_detective | 
| 88 | victoria - albert - blunt - queen - emily | 35 | 88_victoria_albert_blunt_queen | 
| 89 | space - lea - spacecamp - challenger - phoenix | 35 | 89_space_lea_spacecamp_challenger | 
| 90 | streisand - barbra - kristofferson - kris - esther | 35 | 90_streisand_barbra_kristofferson_kris | 
| 91 | scrooge - christmas - scott - dickens - carol | 35 | 91_scrooge_christmas_scott_dickens | 
| 92 | turkey - turkish - erika - errol - istanbul | 34 | 92_turkey_turkish_erika_errol | 
| 93 | harry - eastwood - dirty - callahan - locke | 34 | 93_harry_eastwood_dirty_callahan | 
| 94 | bettie - page - mol - harron - gretchen | 34 | 94_bettie_page_mol_harron | 
| 95 | sinatra - brando - simmons - nathan - blaine | 33 | 95_sinatra_brando_simmons_nathan | 
| 96 | arnold - arnie - richards - running - stalkers | 33 | 96_arnold_arnie_richards_running | 
| 97 | league - gentlemen - series - royston - vasey | 33 | 97_league_gentlemen_series_royston | 
| 98 | dragon - dragons - cgi - cain - gwizdo | 33 | 98_dragon_dragons_cgi_cain | 
| 99 | ice - sid - scrat - animated - mammoth | 33 | 99_ice_sid_scrat_animated | 
| 100 | pet - king - sleepwalkers - stephen - sematary | 33 | 100_pet_king_sleepwalkers_stephen | 
| 101 | hobgoblins - munchies - gremlins - korman - munchie | 33 | 101_hobgoblins_munchies_gremlins_korman | 
| 102 | sarah - silverman - show - oprah - program | 33 | 102_sarah_silverman_show_oprah | 
| 103 | 60s - 60 - family - nbc - dutton | 33 | 103_60s_60_family_nbc | 
| 104 | war - series - documentary - world - olivier | 33 | 104_war_series_documentary_world | 
| 105 | bourne - ultimatum - damon - supremacy - cia | 32 | 105_bourne_ultimatum_damon_supremacy | 
| 106 | soap - celeste - kline - sally - downey | 32 | 106_soap_celeste_kline_sally | 
| 107 | robots - robot - jox - giant - kristofferson | 32 | 107_robots_robot_jox_giant | 
| 108 | superman - lois - luthor - lex - mole | 32 | 108_superman_lois_luthor_lex | 
| 109 | welles - hayworth - shanghai - orson - rita | 32 | 109_welles_hayworth_shanghai_orson | 
| 110 | joe - baker - palermo - malta - leno | 31 | 110_joe_baker_palermo_malta | 
| 111 | stardust - yvaine - gaiman - tristan - fantasy | 31 | 111_stardust_yvaine_gaiman_tristan | 
| 112 | elvis - presley - meredith - kurt - burgess | 31 | 112_elvis_presley_meredith_kurt | 
| 113 | snowman - frost - snow - jack - killer | 31 | 113_snowman_frost_snow_jack | 
| 114 | godzilla - yeti - gamera - kong - gammera | 31 | 114_godzilla_yeti_gamera_kong | 
| 115 | ramones - riff - rock - togar - roll | 31 | 115_ramones_riff_rock_togar | 
| 116 | love - romantic - stories - hawke - story | 31 | 116_love_romantic_stories_hawke | 
| 117 | connery - sean - harris - fishburne - ed | 31 | 117_connery_sean_harris_fishburne | 
| 118 | jackson - michael - mj - moonwalker - smooth | 30 | 118_jackson_michael_mj_moonwalker | 
| 119 | invisible - bacon - verhoeven - hollow - caine | 30 | 119_invisible_bacon_verhoeven_hollow | 
| 120 | apes - burton - monkey - planet - ape | 30 | 120_apes_burton_monkey_planet | 
| 121 | capote - blake - clutter - perry - cold | 30 | 121_capote_blake_clutter_perry | 
| 122 | israeli - israel - noam - palestinian - ashraf | 30 | 122_israeli_israel_noam_palestinian | 
| 123 | zizek - ek - hundstage - wegener - slavoj | 30 | 123_zizek_ek_hundstage_wegener | 
| 124 | brosnan - kinnear - pierce - julian - matador | 30 | 124_brosnan_kinnear_pierce_julian | 
| 125 | streep - lindy - meryl - chamberlain - dingo | 30 | 125_streep_lindy_meryl_chamberlain | 
| 126 | titanic - ship - rose - cameron - dicaprio | 30 | 126_titanic_ship_rose_cameron | 
| 127 | cage - hopper - walsh - dahl - boyle | 30 | 127_cage_hopper_walsh_dahl | 
| 128 | paulie - parrot - marie - bird - mohr | 30 | 128_paulie_parrot_marie_bird | 
| 129 | dukes - hazzard - daisy - hogg - simpson | 30 | 129_dukes_hazzard_daisy_hogg | 
| 130 | davies - marion - pickford - haines - peggy | 30 | 130_davies_marion_pickford_haines | 
| 131 | match - wwe - cena - vs - championship | 30 | 131_match_wwe_cena_vs | 
| 132 | nancy - drew - books - roberts - emma | 30 | 132_nancy_drew_books_roberts | 
| 133 | pacino - al - kinski - ned - revolution | 29 | 133_pacino_al_kinski_ned | 
| 134 | stack - sirk - malone - kyle - hudson | 29 | 134_stack_sirk_malone_kyle | 
| 135 | chavez - coup - venezuela - chávez - venezuelan | 29 | 135_chavez_coup_venezuela_chávez | 
| 136 | oliver - fagin - dickens - musical - sykes | 29 | 136_oliver_fagin_dickens_musical | 
| 137 | europa - trier - von - zentropa - german | 29 | 137_europa_trier_von_zentropa | 
| 138 | diana - boxing - girlfight - rodriguez - michelle | 29 | 138_diana_boxing_girlfight_rodriguez | 
| 139 | prince - purple - rain - apollonia - music | 29 | 139_prince_purple_rain_apollonia | 
| 140 | lennon - beatles - mccartney - john - paul | 29 | 140_lennon_beatles_mccartney_john | 
| 141 | verhoeven - gerard - reve - christine - fourth | 28 | 141_verhoeven_gerard_reve_christine | 
| 142 | metal - sammi - eddie - curr - trick | 28 | 142_metal_sammi_eddie_curr | 
| 143 | lisa - craven - mcadams - cillian - eye | 28 | 143_lisa_craven_mcadams_cillian | 
| 144 | cabin - lake - sequel - walken - prophecy | 28 | 144_cabin_lake_sequel_walken | 
| 145 | polanski - tenant - trelkovsky - paranoia - apartment | 28 | 145_polanski_tenant_trelkovsky_paranoia | 
| 146 | giallo - martino - miraglia - gialli - scorpion | 28 | 146_giallo_martino_miraglia_gialli | 
| 147 | blob - mcqueen - steve - baldwin - corsaut | 28 | 147_blob_mcqueen_steve_baldwin | 
| 148 | greek - iphigenia - troy - cacoyannis - euripides | 28 | 148_greek_iphigenia_troy_cacoyannis | 
| 149 | witch - necromancy - witchcraft - witches - welles | 28 | 149_witch_necromancy_witchcraft_witches | 
| 150 | biko - woods - south - apartheid - africa | 28 | 150_biko_woods_south_apartheid | 
| 151 | jackie - chan - stunts - police - action | 27 | 151_jackie_chan_stunts_police | 
| 152 | fay - hartley - henry - fool - grim | 27 | 152_fay_hartley_henry_fool | 
| 153 | christy - lewis - brown - foot - daniel | 27 | 153_christy_lewis_brown_foot | 
| 154 | sabrina - melissa - hart - aunts - teenage | 27 | 154_sabrina_melissa_hart_aunts | 
| 155 | che - soderbergh - guevara - bolivia - toro | 27 | 155_che_soderbergh_guevara_bolivia | 
| 156 | reda - muslim - arabic - mecca - iran | 27 | 156_reda_muslim_arabic_mecca | 
| 157 | einstein - robbins - meg - ryan - matthau | 27 | 157_einstein_robbins_meg_ryan | 
| 158 | guinea - pig - experiment - torture - snuff | 27 | 158_guinea_pig_experiment_torture | 
| 159 | dan - carell - steve - jansen - marie | 27 | 159_dan_carell_steve_jansen | 
| 160 | pegg - dunst - sidney - alienate - simon | 27 | 160_pegg_dunst_sidney_alienate | 
| 161 | cole - gilliam - monkeys - willis - virus | 27 | 161_cole_gilliam_monkeys_willis | 
| 162 | andrews - tierney - dixon - preminger - dana | 27 | 162_andrews_tierney_dixon_preminger | 
| 163 | omen - delia - iv - antichrist - awakening | 27 | 163_omen_delia_iv_antichrist | 
| 164 | timon - lion - pumbaa - simba - king | 27 | 164_timon_lion_pumbaa_simba | 
| 165 | andre - cal - zero - columbine - school | 27 | 165_andre_cal_zero_columbine | 
| 166 | thailand - danes - beckinsale - brokedown - darlene | 26 | 166_thailand_danes_beckinsale_brokedown | 
| 167 | cbc - show - canadian - muslim - muslims | 26 | 167_cbc_show_canadian_muslim | 
| 168 | muppets - muppet - kermit - piggy - manhattan | 26 | 168_muppets_muppet_kermit_piggy | 
| 169 | gackt - hyde - sho - kei - moon | 26 | 169_gackt_hyde_sho_kei | 
| 170 | lynch - dumbland - david - farnsworth - mulholland | 26 | 170_lynch_dumbland_david_farnsworth | 
| 171 | mildred - davis - philip - howard - bette | 26 | 171_mildred_davis_philip_howard | 
| 172 | 11 - september - wtc - eleven - chahine | 26 | 172_11_september_wtc_eleven | 
| 173 | 11 - documentary - firefighters - firemen - jules | 26 | 173_11_documentary_firefighters_firemen | 
| 174 | edie - edith - gardens - maysles - bouvier | 26 | 174_edie_edith_gardens_maysles | 
| 175 | freeman - vega - scarlet - paz - morgan | 26 | 175_freeman_vega_scarlet_paz | 
| 176 | kazan - palance - widmark - plague - panic | 26 | 176_kazan_palance_widmark_plague | 
| 177 | smith - pounds - seven - ben - rosario | 26 | 177_smith_pounds_seven_ben | 
| 178 | drugs - meth - drug - addiction - iowa | 26 | 178_drugs_meth_drug_addiction | 
| 179 | kelly - sinatra - grayson - iturbi - anchors | 26 | 179_kelly_sinatra_grayson_iturbi | 
| 180 | spirit - horses - horse - animation - stallion | 26 | 180_spirit_horses_horse_animation | 
| 181 | zombi - zombie - fulci - zombies - mattei | 26 | 181_zombi_zombie_fulci_zombies | 
| 182 | novak - gillian - stewart - kim - vertigo | 26 | 182_novak_gillian_stewart_kim | 
| 183 | game - graphics - games - dragoon - levels | 25 | 183_game_graphics_games_dragoon | 
| 184 | ratso - joe - cowboy - midnight - voight | 25 | 184_ratso_joe_cowboy_midnight | 
| 185 | modesty - blaise - staden - donnell - alexandra | 25 | 185_modesty_blaise_staden_donnell | 
| 186 | blandings - grant - loy - myrna - cary | 25 | 186_blandings_grant_loy_myrna | 
| 187 | miyazaki - laputa - dub - sheeta - sky | 25 | 187_miyazaki_laputa_dub_sheeta | 
| 188 | mystery - superhero - stiller - macy - men | 25 | 188_mystery_superhero_stiller_macy | 
| 189 | sentinel - service - douglas - sutherland - longoria | 25 | 189_sentinel_service_douglas_sutherland | 
| 190 | elvira - cassandra - peterson - cookbook - mistress | 25 | 190_elvira_cassandra_peterson_cookbook | 
| 191 | scooby - doo - shaggy - scrappy - popeye | 25 | 191_scooby_doo_shaggy_scrappy | 
| 192 | widmark - fuller - peters - ritter - skip | 25 | 192_widmark_fuller_peters_ritter | 
| 193 | blair - witch - acre - project - altered | 25 | 193_blair_witch_acre_project | 
| 194 | tracy - beatty - dick - madonna - pacino | 24 | 194_tracy_beatty_dick_madonna | 
| 195 | atlantis - milo - disney - rourke - animation | 24 | 195_atlantis_milo_disney_rourke | 
| 196 | keaton - buster - durante - ages - age | 24 | 196_keaton_buster_durante_ages | 
| 197 | earth - planet - polar - documentary - nature | 24 | 197_earth_planet_polar_documentary | 
| 198 | hawn - goldie - sellers - peter - protocol | 24 | 198_hawn_goldie_sellers_peter | 
| 199 | stooges - curly - stooge - shorts - moe | 24 | 199_stooges_curly_stooge_shorts | 
| 200 | election - hk - triads - hong - kong | 24 | 200_election_hk_triads_hong | 
| 201 | sassy - shadow - animals - homeward - chance | 24 | 201_sassy_shadow_animals_homeward | 
| 202 | lansbury - tomlinson - poppins - bedknobs - eglantine | 24 | 202_lansbury_tomlinson_poppins_bedknobs | 
| 203 | lincoln - ford - fonda - abraham - abe | 24 | 203_lincoln_ford_fonda_abraham | 
| 204 | russell - kurt - todd - soldier - soldiers | 24 | 204_russell_kurt_todd_soldier | 
| 205 | maclean - norman - redford - river - fishing | 24 | 205_maclean_norman_redford_river | 
| 206 | tom - thaw - goodnight - london - fanshawe | 23 | 206_tom_thaw_goodnight_london | 
| 207 | matrix - machines - reloaded - neo - humans | 23 | 207_matrix_machines_reloaded_neo | 
| 208 | stallone - cliffhanger - mountain - lithgow - harlin | 23 | 208_stallone_cliffhanger_mountain_lithgow | 
| 209 | flynn - corbett - errol - boxing - gentleman | 23 | 209_flynn_corbett_errol_boxing | 
| 210 | bigfoot - sasquatch - boggy - creek - creature | 23 | 210_bigfoot_sasquatch_boggy_creek | 
| 211 | timberlake - justin - freeman - spacey - edison | 23 | 211_timberlake_justin_freeman_spacey | 
| 212 | chess - luzhin - turturro - watson - natalia | 23 | 212_chess_luzhin_turturro_watson | 
| 213 | charlie - carface - heaven - itchy - dogs | 23 | 213_charlie_carface_heaven_itchy | 
| 214 | instinct - stone - sharon - basic - catherine | 23 | 214_instinct_stone_sharon_basic | 
| 215 | warhols - dandy - newcombe - bands - anton | 23 | 215_warhols_dandy_newcombe_bands | 
| 216 | cusack - duff - tomei - hauser - marisa | 23 | 216_cusack_duff_tomei_hauser | 
| 217 | cube - zero - hypercube - nothing - natali | 23 | 217_cube_zero_hypercube_nothing | 
| 218 | quantum - physics - ramtha - science - theory | 23 | 218_quantum_physics_ramtha_science | 
| 219 | surfing - surfers - sport - waves - wave | 23 | 219_surfing_surfers_sport_waves | 
| 220 | rock - chris - lance - wellington - heaven | 22 | 220_rock_chris_lance_wellington | 
| 221 | antonioni - zabriskie - daria - desert - mark | 22 | 221_antonioni_zabriskie_daria_desert | 
| 222 | rangers - power - show - sentai - kids | 22 | 222_rangers_power_show_sentai | 
| 223 | insomniac - monaghan - insomnia - sleep - asleep | 22 | 223_insomniac_monaghan_insomnia_sleep | 
| 224 | shop - sullavan - lubitsch - stewart - kralik | 22 | 224_shop_sullavan_lubitsch_stewart | 
| 225 | guinness - suit - alec - sidney - ealing | 22 | 225_guinness_suit_alec_sidney | 
| 226 | holly - patrick - barrymore - drew - cambodia | 22 | 226_holly_patrick_barrymore_drew | 
| 227 | lost - series - island - season - episode | 22 | 227_lost_series_island_season | 
| 228 | lee - spike - hulk - ang - sam | 22 | 228_lee_spike_hulk_ang | 
| 229 | domino - bounty - harvey - scott - mickey | 22 | 229_domino_bounty_harvey_scott | 
| 230 | matthau - burns - willy - simon - sunshine | 22 | 230_matthau_burns_willy_simon | 
| 231 | lundgren - dolph - detention - action - lee | 22 | 231_lundgren_dolph_detention_action | 
| 232 | brashear - navy - gooding - diver - deniro | 22 | 232_brashear_navy_gooding_diver | 
| 233 | pecker - waters - furlong - ricci - baltimore | 22 | 233_pecker_waters_furlong_ricci | 
| 234 | duchovny - pitt - hutton - forbes - jolie | 22 | 234_duchovny_pitt_hutton_forbes | 
| 235 | carter - bonham - helena - branagh - joel | 21 | 235_carter_bonham_helena_branagh | 
| 236 | ritter - show - bridget - rory - john | 21 | 236_ritter_show_bridget_rory | 
| 237 | pie - beta - stifler - mile - american | 21 | 237_pie_beta_stifler_mile | 
| 238 | bud - travolta - sissy - cowboy - texas | 21 | 238_bud_travolta_sissy_cowboy | 
| 239 | antwone - fisher - washington - denzel - luke | 21 | 239_antwone_fisher_washington_denzel | 
| 240 | kelly - caron - paris - gene - gershwin | 21 | 240_kelly_caron_paris_gene | 
| 241 | askey - brodie - train - arthur - connors | 21 | 241_askey_brodie_train_arthur | 
| 242 | ned - kelly - ledger - heath - australian | 21 | 242_ned_kelly_ledger_heath | 
| 243 | baseketball - parker - trey - stone - zucker | 21 | 243_baseketball_parker_trey_stone | 
| 244 | johnny - dangerously - keaton - piscopo - henner | 21 | 244_johnny_dangerously_keaton_piscopo | 
| 245 | mummy - kharis - bey - tomb - tet | 21 | 245_mummy_kharis_bey_tomb | 
| 246 | karloff - rukh - lugosi - benet - boris | 21 | 246_karloff_rukh_lugosi_benet | 
| 247 | kubrick - jack - hotel - danny - shining | 21 | 247_kubrick_jack_hotel_danny | 
| 248 | bug - pixar - bugs - grasshoppers - antz | 21 | 248_bug_pixar_bugs_grasshoppers | 
| 249 | homeless - brooks - mel - bolt - warren | 21 | 249_homeless_brooks_mel_bolt | 
| 250 | prom - night - donna - lou - mary | 21 | 250_prom_night_donna_lou | 
| 251 | school - teacher - students - high - sundance | 20 | 251_school_teacher_students_high | 
| 252 | sunrise - celine - vienna - jesse - delpy | 20 | 252_sunrise_celine_vienna_jesse | 
| 253 | beckham - soccer - football - bend - nagra | 20 | 253_beckham_soccer_football_bend | 
| 254 | homer - october - rocket - sky - hickam | 20 | 254_homer_october_rocket_sky | 
| 255 | reiser - falk - peter - paul - kleinman | 20 | 255_reiser_falk_peter_paul | 
| 256 | della - basinger - toolbox - mall - thugs | 20 | 256_della_basinger_toolbox_mall | 
| 257 | deathtrap - caine - reeve - sidney - levin | 20 | 257_deathtrap_caine_reeve_sidney | 
| 258 | ustinov - newhart - maggie - smith - malden | 20 | 258_ustinov_newhart_maggie_smith | 
| 259 | plane - 747 - airport - flight - aircraft | 20 | 259_plane_747_airport_flight | 
| 260 | ariel - melody - mermaid - morgana - ursula | 20 | 260_ariel_melody_mermaid_morgana | 
| 261 | gundam - wing - anime - series - mobile | 20 | 261_gundam_wing_anime_series | 
| 262 | springer - jerry - ringmaster - show - hagan | 20 | 262_springer_jerry_ringmaster_show | 
| 263 | fitz - charley - peepers - series - show | 20 | 263_fitz_charley_peepers_series | 
| 264 | melting - astronaut - ted - nelson - man | 20 | 264_melting_astronaut_ted_nelson | 
| 265 | pokemon - ash - pokémon - celebi - pikachu | 20 | 265_pokemon_ash_pokémon_celebi | 
| 266 | beowulf - grendel - crossbow - poem - epic | 20 | 266_beowulf_grendel_crossbow_poem | 
| 267 | renaissance - volckman - paris - noir - sin | 20 | 267_renaissance_volckman_paris_noir | 
| 268 | palma - dressed - de - dickinson - kill | 20 | 268_palma_dressed_de_dickinson | 
| 269 | blues - jazz - micheaux - race - mandy | 20 | 269_blues_jazz_micheaux_race | 
| 270 | cruella - dalmatians - 101 - dalmations - 102 | 20 | 270_cruella_dalmatians_101_dalmations | 
| 271 | scarface - montana - tony - pacino - gangster | 19 | 271_scarface_montana_tony_pacino | 
| 272 | carlito - prequel - original - carlitos - brigante | 19 | 272_carlito_prequel_original_carlitos | 
| 273 | cypher - digicorp - morgan - natali - liu | 19 | 273_cypher_digicorp_morgan_natali | 
| 274 | king - thinner - stephen - gypsy - halleck | 19 | 274_king_thinner_stephen_gypsy | 
| 275 | fido - zombie - timmy - zombies - moss | 19 | 275_fido_zombie_timmy_zombies | 
| 276 | diagnosis - dyke - series - murder - dick | 19 | 276_diagnosis_dyke_series_murder | 
| 277 | brides - lugosi - bela - lorenz - orchid | 19 | 277_brides_lugosi_bela_lorenz | 
| 278 | pavarotti - caruso - lanza - opera - harrold | 19 | 278_pavarotti_caruso_lanza_opera | 
| 279 | gadget - inspector - claw - cartoon - penny | 19 | 279_gadget_inspector_claw_cartoon | 
| 280 | olsen - twins - ashley - rome - kate | 19 | 280_olsen_twins_ashley_rome | 
| 281 | jerry - tom - mouse - cat - cartoons | 19 | 281_jerry_tom_mouse_cat | 
| 282 | owl - grey - brosnan - attenborough - archie | 19 | 282_owl_grey_brosnan_attenborough | 
| 283 | buffalo - taylor - granger - hunt - nolan | 19 | 283_buffalo_taylor_granger_hunt | 
| 284 | jake - speed - kopins - crawford - indiana | 19 | 284_jake_speed_kopins_crawford | 
| 285 | wendigo - miles - otis - deer - george | 19 | 285_wendigo_miles_otis_deer | 
| 286 | felix - oscar - lemmon - matthau - ungar | 19 | 286_felix_oscar_lemmon_matthau | 
| 287 | celie - spielberg - purple - goldberg - color | 19 | 287_celie_spielberg_purple_goldberg | 
| 288 | williams - collette - robin - listener - toni | 18 | 288_williams_collette_robin_listener | 
| 289 | deliverance - river - voight - boorman - reynolds | 18 | 289_deliverance_river_voight_boorman | 
| 290 | abu - ahmad - thief - jaffar - bagdad | 18 | 290_abu_ahmad_thief_jaffar | 
| 291 | shaq - genie - kazaam - rapping - kid | 18 | 291_shaq_genie_kazaam_rapping | 
| 292 | bugs - elmer - bunny - cartoon - flea | 18 | 292_bugs_elmer_bunny_cartoon | 
| 293 | sniper - beckett - berenger - zane - snipers | 18 | 293_sniper_beckett_berenger_zane | 
| 294 | ted - bill - bogus - journey - adventure | 18 | 294_ted_bill_bogus_journey | 
| 295 | martian - martians - bus - passengers - hoyt | 18 | 295_martian_martians_bus_passengers | 
| 296 | rob - roy - braveheart - cunningham - montrose | 18 | 296_rob_roy_braveheart_cunningham | 
| 297 | kalifornia - carrie - pitt - adele - brian | 18 | 297_kalifornia_carrie_pitt_adele | 
| 298 | cohen - doc - what - plot - dialoge | 18 | 298_cohen_doc_what_plot | 
| 299 | sentinel - alison - cristina - raines - sarandon | 18 | 299_sentinel_alison_cristina_raines | 
| 300 | mordrid - doctor - rose - kabal - episode | 18 | 300_mordrid_doctor_rose_kabal | 
| 301 | nolte - vonnegut - campbell - sheryl - spy | 18 | 301_nolte_vonnegut_campbell_sheryl | 
| 302 | olivia - denison - hussey - dressler - margaux | 17 | 302_olivia_denison_hussey_dressler | 
| 303 | raines - ella - curtis - gomez - phantom | 17 | 303_raines_ella_curtis_gomez | 
| 304 | global - warming - al - gore - consensus | 17 | 304_global_warming_al_gore | 
| 305 | fox - fuqua - foxes - child - foxx | 17 | 305_fox_fuqua_foxes_child | 
| 306 | wells - war - everytown - menzies - massey | 17 | 306_wells_war_everytown_menzies | 
| 307 | harlow - gable - jean - crawford - clark | 17 | 307_harlow_gable_jean_crawford | 
| 308 | damme - van - seth - universal - unisol | 17 | 308_damme_van_seth_universal | 
| 309 | kidman - nicole - russian - chaplin - ben | 17 | 309_kidman_nicole_russian_chaplin | 
| 310 | romanian - pintilie - romania - niki - ardelean | 17 | 310_romanian_pintilie_romania_niki | 
| 311 | foch - isabelle - joan - macready - julia | 17 | 311_foch_isabelle_joan_macready | 
| 312 | angel - season - alba - max - jessica | 17 | 312_angel_season_alba_max | 
| 313 | carla - paul - audiard - devos - deaf | 17 | 313_carla_paul_audiard_devos | 
| 314 | wrinkle - bfg - engle - book - meg | 17 | 314_wrinkle_bfg_engle_book | 
| 315 | niven - heaven - peter - june - conductor | 17 | 315_niven_heaven_peter_june | 
| 316 | daisies - ned - pushing - chuck - show | 17 | 316_daisies_ned_pushing_chuck | 
| 317 | planet - forbidden - morbius - krell - robby | 17 | 317_planet_forbidden_morbius_krell | 
| 318 | artemisia - tassi - gentileschi - art - cervi | 17 | 318_artemisia_tassi_gentileschi_art | 
| 319 | din - gunga - fairbanks - jaffe - cutter | 17 | 319_din_gunga_fairbanks_jaffe | 
| 320 | stargate - sg - uld - goa - sci | 17 | 320_stargate_sg_uld_goa | 
| 321 | soylent - green - heston - thorn - robinson | 17 | 321_soylent_green_heston_thorn | 
| 322 | cassavetes - myrtle - rowlands - gena - stage | 16 | 322_cassavetes_myrtle_rowlands_gena | 
| 323 | alvin - lynch - farnsworth - mower - straight | 16 | 323_alvin_lynch_farnsworth_mower | 
| 324 | creasy - pita - fanning - washington - denzel | 16 | 324_creasy_pita_fanning_washington | 
| 325 | fbi - dillinger - hoover - stewart - purvis | 16 | 325_fbi_dillinger_hoover_stewart | 
| 326 | flamenco - carmen - saura - iberia - dancers | 16 | 326_flamenco_carmen_saura_iberia | 
| 327 | ripley - computer - wargames - nerd - joshua | 16 | 327_ripley_computer_wargames_nerd | 
| 328 | contestant - shatner - game - show - answer | 16 | 328_contestant_shatner_game_show | 
| 329 | kolchak - mcgavin - darren - carl - vincenzo | 16 | 329_kolchak_mcgavin_darren_carl | 
| 330 | deanna - alicia - christensen - shooting - she | 16 | 330_deanna_alicia_christensen_shooting | 
| 331 | murphy - golden - child - eddie - fantasy | 15 | 331_murphy_golden_child_eddie | 
| 332 | eskimo - mala - heyerdahl - polynesian - polynesia | 15 | 332_eskimo_mala_heyerdahl_polynesian | 
| 333 | sibrel - moon - radiation - apollo - astronauts | 15 | 333_sibrel_moon_radiation_apollo | 
| 334 | thunderbirds - thunderbird - penelope - hood - frakes | 15 | 334_thunderbirds_thunderbird_penelope_hood | 
| 335 | rohmer - duc - revolution - french - grace | 15 | 335_rohmer_duc_revolution_french | 
| 336 | canyon - grand - kline - crash - mack | 15 | 336_canyon_grand_kline_crash | 
| 337 | bat - bats - bitten - rabies - cave | 15 | 337_bat_bats_bitten_rabies | 
| 338 | awards - academy - award - winners - oscar | 15 | 338_awards_academy_award_winners | 
| 339 | rosario - dawson - rape - descent - maya | 15 | 339_rosario_dawson_rape_descent | 
| 340 | chef - chefs - george - show - iron | 15 | 340_chef_chefs_george_show | 
| 341 | lucas - caleb - gothic - buck - sheriff | 15 | 341_lucas_caleb_gothic_buck | 
| 342 | gandhi - harilal - father - mahatma - son | 15 | 342_gandhi_harilal_father_mahatma | 
| 343 | holes - stanley - yelnats - camp - shia | 15 | 343_holes_stanley_yelnats_camp | 
| 344 | lumet - devil - finney - hawke - hoffman | 15 | 344_lumet_devil_finney_hawke | 
| 345 | zu - tsui - legend - hark - warriors | 15 | 345_zu_tsui_legend_hark | 
| 346 | btk - seed - killer - raider - porno | 15 | 346_btk_seed_killer_raider | 
| 347 | weir - chamberlain - aboriginal - david - wave | 15 | 347_weir_chamberlain_aboriginal_david | 
| 348 | cher - moonstruck - loretta - gardenia - dukakis | 15 | 348_cher_moonstruck_loretta_gardenia | 
| 349 | grace - marijuana - saving - blethyn - brenda | 15 | 349_grace_marijuana_saving_blethyn | 
| 350 | norris - chuck - judson - mills - president | 15 | 350_norris_chuck_judson_mills | 
| 351 | hilary - british - upper - dix - charles | 14 | 351_hilary_british_upper_dix | 
| 352 | games - crouse - mamet - mantegna - con | 14 | 352_games_crouse_mamet_mantegna | 
| 353 | ghost - ling - chinese - choi - tsing | 14 | 353_ghost_ling_chinese_choi | 
| 354 | bad - draper - jgar - mulva - drunk | 14 | 354_bad_draper_jgar_mulva | 
| 355 | ritchie - revolver - macha - jake - snatch | 14 | 355_ritchie_revolver_macha_jake | 
| 356 | snakes - plane - snake - samuel - lorenzo | 14 | 356_snakes_plane_snake_samuel | 
| 357 | barman - antwerp - flemish - blows - belgian | 14 | 357_barman_antwerp_flemish_blows | 
| 358 | orwell - 1984 - book - read - winston | 14 | 358_orwell_1984_book_read | 
| 359 | sebastian - cruel - intentions - kathryn - adams | 14 | 359_sebastian_cruel_intentions_kathryn | 
| 360 | paperhouse - anna - burke - dreams - charlotte | 14 | 360_paperhouse_anna_burke_dreams | 
| 361 | moon - witherspoon - reese - waterston - salesman | 14 | 361_moon_witherspoon_reese_waterston | 
| 362 | hills - craven - remake - mutants - aja | 14 | 362_hills_craven_remake_mutants | 
| 363 | burt - dillinger - reynolds - stroker - ace | 14 | 363_burt_dillinger_reynolds_stroker | 
| 364 | dog - pang - chen - bite - wai | 14 | 364_dog_pang_chen_bite | 
| 365 | julian - sidaris - revenge - ksxy - hero | 14 | 365_julian_sidaris_revenge_ksxy | 
| 366 | taylor - finch - plantation - elephant - ceylon | 14 | 366_taylor_finch_plantation_elephant | 
| 367 | coop - homicide - jimmy - series - bayliss | 14 | 367_coop_homicide_jimmy_series | 
| 368 | metamorphosis - houseman - lizard - projected - lembach | 14 | 368_metamorphosis_houseman_lizard_projected | 
| 369 | noriko - anime - gunbuster - bread - gainax | 14 | 369_noriko_anime_gunbuster_bread | 
| 370 | cars - car - cage - memphis - kip | 14 | 370_cars_car_cage_memphis | 
| 371 | tomatoes - tomato - killer - attack - parody | 14 | 371_tomatoes_tomato_killer_attack | 
| 372 | bo - derek - tarzan - quinn - john | 14 | 372_bo_derek_tarzan_quinn | 
| 373 | boogeyman - footage - boogey - original - bii | 13 | 373_boogeyman_footage_boogey_original | 
| 374 | botched - nobel - script - canadian - toronto | 13 | 374_botched_nobel_script_canadian | 
| 375 | korean - koreans - sang - korea - soo | 13 | 375_korean_koreans_sang_korea | 
| 376 | canadian - canada - north - toronto - hollywood | 13 | 376_canadian_canada_north_toronto | 
| 377 | macy - panic - alex - campbell - neve | 13 | 377_macy_panic_alex_campbell | 
| 378 | victor - vargas - raising - sollett - judy | 13 | 378_victor_vargas_raising_sollett | 
| 379 | judy - heflin - lily - garland - thornway | 13 | 379_judy_heflin_lily_garland | 
| 380 | cuba - gooding - angie - harmon - jr | 13 | 380_cuba_gooding_angie_harmon | 
| 381 | glover - crispin - imagery - syndrome - snails | 13 | 381_glover_crispin_imagery_syndrome | 
| 382 | blackadder - rowan - regent - laurie - hugh | 13 | 382_blackadder_rowan_regent_laurie | 
| 383 | puerto - rico - rican - documentary - ricans | 13 | 383_puerto_rico_rican_documentary | 
| 384 | scorsese - scorcese - documentary - anton - martin | 13 | 384_scorsese_scorcese_documentary_anton | 
| 385 | australian - peaches - auscrit - lombard - weaving | 13 | 385_australian_peaches_auscrit_lombard | 
| 386 | lee - ang - civil - war - kansas | 13 | 386_lee_ang_civil_war | 
| 387 | smallville - clark - episode - arrow - lex | 13 | 387_smallville_clark_episode_arrow | 
| 388 | tornado - twister - tornadoes - twisters - dolemite | 13 | 388_tornado_twister_tornadoes_twisters | 
| 389 | bulimia - lexi - eating - disorders - beth | 13 | 389_bulimia_lexi_eating_disorders | 
| 390 | posey - parker - librarians - librarian - party | 13 | 390_posey_parker_librarians_librarian | 
| 391 | solar - crisis - palance - nemesis - bomb | 13 | 391_solar_crisis_palance_nemesis | 
| 392 | revenge - rape - daughter - emasculation - begets | 13 | 392_revenge_rape_daughter_emasculation | 
| 393 | dvd - vhs - 92 - copy - anywhere | 13 | 393_dvd_vhs_92_copy | 
| 394 | gere - flock - erroll - babbage - danes | 12 | 394_gere_flock_erroll_babbage | 
| 395 | mario - game - 64 - n64 - bowser | 12 | 395_mario_game_64_n64 | 
| 396 | dahmer - jeffrey - renner - serial - killer | 12 | 396_dahmer_jeffrey_renner_serial | 
| 397 | madonna - ritchie - giannini - swept - adriano | 12 | 397_madonna_ritchie_giannini_swept | 
| 398 | iris - stanley - maggie - galleghar - lestat | 12 | 398_iris_stanley_maggie_galleghar | 
| 399 | caine - law - jude - pinter - sleuth | 12 | 399_caine_law_jude_pinter | 
| 400 | envy - stiller - walken - ben - jack | 12 | 400_envy_stiller_walken_ben | 
| 401 | cage - wicker - nicolas - original - island | 12 | 401_cage_wicker_nicolas_original | 
| 402 | dien - snipes - ridicules - gun - cruise | 12 | 402_dien_snipes_ridicules_gun | 
| 403 | belushi - larry - hamilton - caine - life | 12 | 403_belushi_larry_hamilton_caine | 
| 404 | misty - mundae - lovell - lesbian - seduction | 12 | 404_misty_mundae_lovell_lesbian | 
| 405 | judd - ashley - ruby - nunez - paradise | 12 | 405_judd_ashley_ruby_nunez | 
| 406 | pia - zadora - ray - liotta - hose | 12 | 406_pia_zadora_ray_liotta | 
| 407 | campbell - jr - family - kornbluth - brimley | 12 | 407_campbell_jr_family_kornbluth | 
| 408 | exorcism - gladiator - exorcist - demon - lisa | 12 | 408_exorcism_gladiator_exorcist_demon | 
| 409 | garbo - leonora - anna - cortez - christie | 12 | 409_garbo_leonora_anna_cortez | 
| 410 | macy - sutherland - neve - father - dorfman | 12 | 410_macy_sutherland_neve_father | 
| 411 | mabel - jack - boxing - hitchcock - tyson | 12 | 411_mabel_jack_boxing_hitchcock | 
| 412 | daniel - choir - stig - nyqvist - conductor | 11 | 412_daniel_choir_stig_nyqvist | 
| 413 | hanks - mazes - tom - robbie - gaming | 11 | 413_hanks_mazes_tom_robbie | 
| 414 | files - episode - scully - bender - gender | 11 | 414_files_episode_scully_bender | 
| 415 | maria - fassbinder - hermann - schygulla - braun | 11 | 415_maria_fassbinder_hermann_schygulla | 
| 416 | http - bad - low - org - thief | 11 | 416_http_bad_low_org | 
| 417 | hooper - dourif - firestarter - combustion - fire | 11 | 417_hooper_dourif_firestarter_combustion | 
| 418 | bears - care - darkheart - cousins - dark | 11 | 418_bears_care_darkheart_cousins | 
| 419 | wayan - script - appalling - atrocity - bad | 11 | 419_wayan_script_appalling_atrocity | 
| 420 | hartnett - ford - ia - romano - yoga | 11 | 420_hartnett_ford_ia_romano | 
| 421 | bhandarkar - page - madhur - sharma - atul | 11 | 421_bhandarkar_page_madhur_sharma | 
| 422 | andy - virgin - carell - 40 - stitzer | 11 | 422_andy_virgin_carell_40 | 
| 423 | li - jet - mask - librarian - martial | 11 | 423_li_jet_mask_librarian | 
| 424 | karloff - cliff - schmidt - abby - abbey | 11 | 424_karloff_cliff_schmidt_abby | 
| 425 | valentine - killer - blanks - boreanaz - denise | 11 | 425_valentine_killer_blanks_boreanaz | 
| 426 | eagle - boy - necklace - turquoise - disney | 11 | 426_eagle_boy_necklace_turquoise | 
| 427 | meatball - machine - tetsuo - splatter - necroborgs | 11 | 427_meatball_machine_tetsuo_splatter | 
| 428 | batman - superman - trailer - collora - bartram | 11 | 428_batman_superman_trailer_collora | 
| 429 | marjorie - fawcett - matarazzo - farrah - scarwid | 11 | 429_marjorie_fawcett_matarazzo_farrah | 
| 430 | durst - fred - legde - relaunch - struggling | 10 | 430_durst_fred_legde_relaunch | 
| 431 | douglas - melvyn - williams - hayter - blondell | 10 | 431_douglas_melvyn_williams_hayter | 
| 432 | degrees - six - online - show - abc | 10 | 432_degrees_six_online_show | 
| 433 | dietrich - boyer - marlene - allah - desert | 10 | 433_dietrich_boyer_marlene_allah | 
| 434 | becky - karen - paul - stiles - selma | 10 | 434_becky_karen_paul_stiles | 
| 435 | doktor - fraulein - ww1 - war - gas | 10 | 435_doktor_fraulein_ww1_war | 
| 436 | seed - boll - uwe - chair - electric | 10 | 436_seed_boll_uwe_chair |
  
</details>

## Training hyperparameters

* calculate_probabilities: False
* language: en
* low_memory: False
* min_topic_size: 10
* n_gram_range: (1, 1)
* nr_topics: None
* seed_topic_list: None
* top_n_words: 10
* verbose: False
* zeroshot_min_similarity: 0.7
* zeroshot_topic_list: None

## Framework versions

* Numpy: 1.23.5
* HDBSCAN: 0.8.33
* UMAP: 0.5.5
* Pandas: 1.5.3
* Scikit-Learn: 1.2.2
* Sentence-transformers: 2.2.2
* Transformers: 4.35.2
* Numba: 0.58.1
* Plotly: 5.15.0
* Python: 3.10.12

{"library_name": "bertopic", "tags": ["bertopic"], "pipeline_tag": "text-classification"}
bertopic text-classification region:us