bertopic text-classification region:us
---
library_name: bertopic
pipeline_tag: text-classification
tags:
- bertopic
---

# BERTopic_20newsgroups_base

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("alexman83/BERTopic_20newsgroups_base")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 224
* Number of training documents: 18846

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | to - the - and - of - is | 10 | -1_to_the_and_of | 
| 0 | game - team - games - he - players | 6636 | 0_game_team_games_he | 
| 1 | key - clipper - chip - encryption - keys | 1820 | 1_key_clipper_chip_encryption | 
| 2 | ites - cheek - yep - huh - eh | 584 | 2_ites_cheek_yep_huh | 
| 3 | drive - scsi - drives - ide - disk | 527 | 3_drive_scsi_drives_ide | 
| 4 | israel - israeli - arab - arabs - jews | 434 | 4_israel_israeli_arab_arabs | 
| 5 | ram - sale - price - drive - pc | 357 | 5_ram_sale_price_drive | 
| 6 | jpeg - image - gif - format - images | 262 | 6_jpeg_image_gif_format | 
| 7 | gay - sex - homosexual - sexual - men | 167 | 7_gay_sex_homosexual_sexual | 
| 8 | amp - audio - stereo - asking - condition | 165 | 8_amp_audio_stereo_asking | 
| 9 | atheists - god - atheism - atheist - belief | 159 | 9_atheists_god_atheism_atheist | 
| 10 | bike - tires - tire - bikes - miles | 159 | 10_bike_tires_tire_bikes | 
| 11 | car - ford - mustang - engine - cars | 150 | 11_car_ford_mustang_engine | 
| 12 | printer - print - hp - deskjet - ink | 150 | 12_printer_print_hp_deskjet | 
| 13 | space - moon - station - nasa - launch | 149 | 13_space_moon_station_nasa | 
| 14 | fire - fbi - gas - tear - bds | 140 | 14_fire_fbi_gas_tear | 
| 15 | mhz - clock - cpu - speed - fpu | 129 | 15_mhz_clock_cpu_speed | 
| 16 | gun - guns - crime - deaths - firearms | 126 | 16_gun_guns_crime_deaths | 
| 17 | health - tobacco - cesarean - smokeless - malaria | 119 | 17_health_tobacco_cesarean_smokeless | 
| 18 | window - widget - event - expose - application | 118 | 18_window_widget_event_expose | 
| 19 | armenian - armenians - turkish - genocide - turkey | 109 | 19_armenian_armenians_turkish_genocide | 
| 20 | jews - nazis - nazi - hitler - jewish | 105 | 20_jews_nazis_nazi_hitler | 
| 21 | monitor - monitors - vga - horizontal - nec | 104 | 21_monitor_monitors_vga_horizontal | 
| 22 | den - polygon - points - algorithm - xxxx | 103 | 22_den_polygon_points_algorithm | 
| 23 | 3d - graphics - conference - nok - grafsys | 99 | 23_3d_graphics_conference_nok | 
| 24 | msg - food - chinese - foods - taste | 98 | 24_msg_food_chinese_foods | 
| 25 | simms - simm - vram - ram - meg | 96 | 25_simms_simm_vram_ram | 
| 26 | symbol - error - undefined - libxmulibxmuso - doug | 90 | 26_symbol_error_undefined_libxmulibxmuso | 
| 27 | windows - os2 - nt - dos - slip | 84 | 27_windows_os2_nt_dos | 
| 28 | islam - quran - islamic - rushdie - muslims | 83 | 28_islam_quran_islamic_rushdie | 
| 29 | serbs - muslims - stephanopoulos - bosnia - mr | 82 | 29_serbs_muslims_stephanopoulos_bosnia | 
| 30 | games - joystick - sega - game - arcade | 78 | 30_games_joystick_sega_game | 
| 31 | pain - diet - migraine - cancer - drug | 77 | 31_pain_diet_migraine_cancer | 
| 32 | homosexuality - homosexual - paul - sex - homosexuals | 75 | 32_homosexuality_homosexual_paul_sex | 
| 33 | koresh - batf - compound - fbi - children | 74 | 33_koresh_batf_compound_fbi | 
| 34 | db - mov - windows - memory - blbh | 74 | 34_db_mov_windows_memory | 
| 35 | rx - server - remote - xterm - xb | 74 | 35_rx_server_remote_xterm | 
| 36 | pom - cds - sale - cd - picture | 70 | 36_pom_cds_sale_cd | 
| 37 | modem - fax - modems - courier - v32bis | 69 | 37_modem_fax_modems_courier | 
| 38 | drivers - card - diamond - driver - windows | 69 | 38_drivers_card_diamond_driver | 
| 39 | medical - medicine - doctor - cure - patient | 67 | 39_medical_medicine_doctor_cure | 
| 40 | batf - warrant - raid - assault - compound | 63 | 40_batf_warrant_raid_assault | 
| 41 | sky - advertising - billboard - billboards - light | 56 | 41_sky_advertising_billboard_billboards | 
| 42 | tax - income - taxes - deficit - vat | 55 | 42_tax_income_taxes_deficit | 
| 43 | ham - radio - interference - antenna - rf | 54 | 43_ham_radio_interference_antenna | 
| 44 | hell - eternal - god - jesus - heaven | 54 | 44_hell_eternal_god_jesus | 
| 45 | radar - detector - detectors - ka - alarm | 53 | 45_radar_detector_detectors_ka | 
| 46 | joke - sarcastic - human - you - rights | 52 | 46_joke_sarcastic_human_you | 
| 47 | mary - her - she - bernadette - sin | 51 | 47_mary_her_she_bernadette | 
| 48 | copy - protection - program - backup - software | 48 | 48_copy_protection_program_backup | 
| 49 | books - canon - scripture - bible - hebrew | 47 | 49_books_canon_scripture_bible | 
| 50 | hst - reboost - mission - shuttle - orbit | 47 | 50_hst_reboost_mission_shuttle | 
| 51 | smiley - bolick - heil - maddi - nickname | 47 | 51_smiley_bolick_heil_maddi | 
| 52 | law - aaron - jesus - sin - baptism | 46 | 52_law_aaron_jesus_sin | 
| 53 | waco - reno - fbi - clinton - janet | 46 | 53_waco_reno_fbi_clinton | 
| 54 | science - methodology - scientific - theory - empirical | 46 | 54_science_methodology_scientific_theory | 
| 55 | venus - space - balloon - kilometers - propulsion | 45 | 55_venus_space_balloon_kilometers | 
| 56 | greek - greece - turkish - greeks - cyprus | 44 | 56_greek_greece_turkish_greeks | 
| 57 | paint - wax - plastic - scratches - finish | 43 | 57_paint_wax_plastic_scratches | 
| 58 | battery - batteries - concrete - discharge - temperature | 43 | 58_battery_batteries_concrete_discharge | 
| 59 | were - armenians - they - azerbaijan - her | 42 | 59_were_armenians_they_azerbaijan | 
| 60 | insurance - geico - car - accident - rates | 42 | 60_insurance_geico_car_accident | 
| 61 | cop - ticket - drunk - driving - court | 42 | 61_cop_ticket_drunk_driving | 
| 62 | mouse - driver - mice - ball - problem | 42 | 62_mouse_driver_mice_ball | 
| 63 | militia - amendment - arms - bear - right | 42 | 63_militia_amendment_arms_bear | 
| 64 | wave - ride - bikers - bike - riding | 41 | 64_wave_ride_bikers_bike | 
| 65 | entry - file - oname - entries - char | 41 | 65_entry_file_oname_entries | 
| 66 | jehovah - elohim - lord - mormon - mcconkie | 41 | 66_jehovah_elohim_lord_mormon | 
| 67 | miles - toyota - amfm - condition - cassette | 41 | 67_miles_toyota_amfm_condition | 
| 68 | drugs - drug - cocaine - marijuana - illegal | 41 | 68_drugs_drug_cocaine_marijuana | 
| 69 | kuwait - iraq - iran - gulf - arabia | 41 | 69_kuwait_iraq_iran_gulf | 
| 70 | test - polysyllabic - abo - deane - deanebinahccbrandeisedu | 40 | 70_test_polysyllabic_abo_deane | 
| 71 | duo - clock - date - bios - battery | 40 | 71_duo_clock_date_bios | 
| 72 | knepper - you - posts - your - freeman | 39 | 72_knepper_you_posts_your | 
| 73 | dog - dogs - bike - chase - trained | 38 | 73_dog_dogs_bike_chase | 
| 74 | clutch - shift - transmission - shifting - gear | 38 | 74_clutch_shift_transmission_shifting | 
| 75 | oort - cloud - grbs - gamma - burst | 38 | 75_oort_cloud_grbs_gamma | 
| 76 | tape - tapes - backup - drive - munroe | 37 | 76_tape_tapes_backup_drive | 
| 77 | trial - cooper - weaver - spence - witnesses | 37 | 77_trial_cooper_weaver_spence | 
| 78 | water - dept - phd - energy - environmental | 36 | 78_water_dept_phd_energy | 
| 79 | oil - drain - car - leaks - cars | 36 | 79_oil_drain_car_leaks | 
| 80 | moral - morality - immoral - morals - hudson | 36 | 80_moral_morality_immoral_morals | 
| 81 | mbytes - windows - dos - ms - mouse | 36 | 81_mbytes_windows_dos_ms | 
| 82 | newsgroup - newsgroups - voting - votes - group | 35 | 82_newsgroup_newsgroups_voting_votes | 
| 83 | tomb - resurrection - jesus - disciples - he | 35 | 83_tomb_resurrection_jesus_disciples | 
| 84 | deleted - stuff - hurts - followups - deletion | 35 | 84_deleted_stuff_hurts_followups | 
| 85 | fonts - font - tt - truetype - atm | 35 | 85_fonts_font_tt_truetype | 
| 86 | penalty - cruel - death - punishment - murder | 34 | 86_penalty_cruel_death_punishment | 
| 87 | ripem - key - des - rsa - cipher | 34 | 87_ripem_key_des_rsa | 
| 88 | kirlian - photography - leaf - pictures - krillean | 34 | 88_kirlian_photography_leaf_pictures | 
| 89 | libertarians - government - libertarian - regulation - libertarianism | 34 | 89_libertarians_government_libertarian_regulation | 
| 90 | ra - satan - god - thou - lucifer | 34 | 90_ra_satan_god_thou | 
| 91 | celp - dsp - voice - speech - 4800 | 33 | 91_celp_dsp_voice_speech | 
| 92 | countersteering - bike - motorcycle - lean - technique | 32 | 92_countersteering_bike_motorcycle_lean | 
| 93 | exist - existence - god - evolution - why | 32 | 93_exist_existence_god_evolution | 
| 94 | fan - cpu - heat - sink - fans | 32 | 94_fan_cpu_heat_sink | 
| 95 | marriage - married - marry - ceremony - church | 32 | 95_marriage_married_marry_ceremony | 
| 96 | planets - spacecraft - solar - planet - earth | 32 | 96_planets_spacecraft_solar_planet | 
| 97 | board - connector - powerbook - chip - labeled | 31 | 97_board_connector_powerbook_chip | 
| 98 | 1st - wolverine - comics - hulk - art | 31 | 98_1st_wolverine_comics_hulk | 
| 99 | irq - port - ports - com - com3 | 31 | 99_irq_port_ports_com | 
| 100 | gc - mydisplay - draw - color - drawing | 30 | 100_gc_mydisplay_draw_color | 
| 101 | insurance - health - private - care - canada | 30 | 101_insurance_health_private_care | 
| 102 | moral - objective - morality - morals - relativism | 30 | 102_moral_objective_morality_morals | 
| 103 | probe - spacecraft - mission - mars - probes | 29 | 103_probe_spacecraft_mission_mars | 
| 104 | ghostscript - postscript - pageview - ghostview - dsc | 29 | 104_ghostscript_postscript_pageview_ghostview | 
| 105 | hacker - hackers - computer - ethic - cs | 29 | 105_hacker_hackers_computer_ethic | 
| 106 | professors - university - schools - class - champaignurbana | 29 | 106_professors_university_schools_class | 
| 107 | candida - yeast - yogurt - infections - acidophilus | 29 | 107_candida_yeast_yogurt_infections | 
| 108 | scanner - logitech - ocr - scanman - scanners | 28 | 108_scanner_logitech_ocr_scanman | 
| 109 | myers - stephanopoulos - president - ms - mr | 28 | 109_myers_stephanopoulos_president_ms | 
| 110 | monitor - off - turn - computer - electricity | 27 | 110_monitor_off_turn_computer | 
| 111 | xv - copyright - donation - shareware - author | 27 | 111_xv_copyright_donation_shareware | 
| 112 | mode - vesa - modes - vga - video | 27 | 112_mode_vesa_modes_vga | 
| 113 | lane - behind - car - jerk - lanes | 27 | 113_lane_behind_car_jerk | 
| 114 | winbench - vlb - graphite - stealth - winmarks | 26 | 114_winbench_vlb_graphite_stealth | 
| 115 | pds - nubus - lc - slot - card | 26 | 115_pds_nubus_lc_slot | 
| 116 | kidney - stones - b6 - hernia - pain | 26 | 116_kidney_stones_b6_hernia | 
| 117 | modem - dce - cts - dtr - dte | 26 | 117_modem_dce_cts_dtr | 
| 118 | truth - absolute - bible - arrogance - absolutes | 26 | 118_truth_absolute_bible_arrogance | 
| 119 | card - ati - cards - orchid - s3 | 26 | 119_card_ati_cards_orchid | 
| 120 | maxaxaxaxaxaxaxaxaxaxaxaxaxaxax - mg9vg9vg9vg9vg9vg9vg9vg9vg9vg9vg9vg9vg9vg9vg9v - m4 - mp - 14 | 26 | 120_maxaxaxaxaxaxaxaxaxaxaxaxaxaxax_mg9vg9vg9vg9vg9vg9vg9vg9vg9vg9vg9vg9vg9vg9vg9v_m4_mp | 
| 121 | dealer - price - saturn - car - invoice | 26 | 121_dealer_price_saturn_car | 
| 122 | monitor - problem - monitors - apple - video | 25 | 122_monitor_problem_monitors_apple | 
| 123 | shaft - wheelie - wheelies - shaftdrive - rear | 25 | 123_shaft_wheelie_wheelies_shaftdrive | 
| 124 | helmet - liner - foam - cb - helmets | 25 | 124_helmet_liner_foam_cb | 
| 125 | lens - camera - nikon - zoom - pouch | 25 | 125_lens_camera_nikon_zoom | 
| 126 | jb - polio - patients - muscle - postpolio | 24 | 126_jb_polio_patients_muscle | 
| 127 | moment - cult - schools - silence - religion | 24 | 127_moment_cult_schools_silence | 
| 128 | dos - cluster - fat - doubledisk - windows | 24 | 128_dos_cluster_fat_doubledisk | 
| 129 | lock - kryptonite - cable - locks - bike | 23 | 129_lock_kryptonite_cable_locks | 
| 130 | scope - scopes - oscilloscope - tektronix - probes | 23 | 130_scope_scopes_oscilloscope_tektronix | 
| 131 | scrolls - books - qumran - symposium - book | 22 | 131_scrolls_books_qumran_symposium | 
| 132 | context - jim - articles - telepathy - you | 22 | 132_context_jim_articles_telepathy | 
| 133 | nuclear - weapons - plutonium - weapon - clancy | 22 | 133_nuclear_weapons_plutonium_weapon | 
| 134 | dial - number - phone - call - line | 22 | 134_dial_number_phone_call | 
| 135 | pope - church - schism - father - catholic | 22 | 135_pope_church_schism_father | 
| 136 | midi - driver - sound - blaster - soundblaster | 21 | 136_midi_driver_sound_blaster | 
| 137 | motto - freedom - speech - offensive - recordings | 21 | 137_motto_freedom_speech_offensive | 
| 138 | stuffit - files - system - disk - ftp | 21 | 138_stuffit_files_system_disk | 
| 139 | clinton - screw - step - bush - administration | 21 | 139_clinton_screw_step_bush | 
| 140 | windows - ini - uninstall - program - autoexecbat | 20 | 140_windows_ini_uninstall_program | 
| 141 | room - bedroom - summer - kitchen - washer | 20 | 141_room_bedroom_summer_kitchen | 
| 142 | cancer - center - centers - medical - research | 20 | 142_cancer_center_centers_medical | 
| 143 | pkzip - windows - quinzip - winzip - blind | 20 | 143_pkzip_windows_quinzip_winzip | 
| 144 | prophecies - prophecy - scripture - lord - god | 19 | 144_prophecies_prophecy_scripture_lord | 
| 145 | cooling - water - steam - towers - plants | 19 | 145_cooling_water_steam_towers | 
| 146 | eye - prk - cornea - rk - glasses | 19 | 146_eye_prk_cornea_rk | 
| 147 | god - will - shall - thee - heaven | 19 | 147_god_will_shall_thee | 
| 148 | colors - color - bit - 24 - rgb | 19 | 148_colors_color_bit_24 | 
| 149 | tempest - monitor - equipment - radiation - emissions | 19 | 149_tempest_monitor_equipment_radiation | 
| 150 | son - god - jesus - father - trinity | 18 | 150_son_god_jesus_father | 
| 151 | revolver - kratz - gun - glock - safety | 18 | 151_revolver_kratz_gun_glock | 
| 152 | sampling - oversampling - filter - rate - digital | 18 | 152_sampling_oversampling_filter_rate | 
| 153 | thyroid - depression - nutrition - her - thyroxin | 18 | 153_thyroid_depression_nutrition_her | 
| 154 | motif - bindings - cosecomplient - toolkit - interviews | 18 | 154_motif_bindings_cosecomplient_toolkit | 
| 155 | bmw - list - bmws - r80 - matty | 18 | 155_bmw_list_bmws_r80 | 
| 156 | dialing - tone - sweden - phone - germany | 18 | 156_dialing_tone_sweden_phone | 
| 157 | ks - book - author - assistants - books | 18 | 157_ks_book_author_assistants | 
| 158 | ms - survey - microsoft - users - msdos | 18 | 158_ms_survey_microsoft_users | 
| 159 | chemistry - vinge - book - paperback - spice | 17 | 159_chemistry_vinge_book_paperback | 
| 160 | boards - blue - leds - solder - green | 17 | 160_boards_blue_leds_solder | 
| 161 | wsm - windows - paradox - sharewarefreeware - software | 17 | 161_wsm_windows_paradox_sharewarefreeware | 
| 162 | xman - iccm - xservers - 9000700 - examples | 17 | 162_xman_iccm_xservers_9000700 | 
| 163 | lights - backing - car - reverse - backup | 17 | 163_lights_backing_car_reverse | 
| 164 | ca - bbs - 818 - 805 - 408 | 17 | 164_ca_bbs_818_805 | 
| 165 | jacket - womens - pants - clothing - pockets | 16 | 165_jacket_womens_pants_clothing | 
| 166 | zane - 2ti - church - book - faith | 16 | 166_zane_2ti_church_book | 
| 167 | odometer - sensor - speedo - mileage - dash | 16 | 167_odometer_sensor_speedo_mileage | 
| 168 | easter - resurrection - pagan - goddess - celebration | 16 | 168_easter_resurrection_pagan_goddess | 
| 169 | font - fonts - pi - 8514a - windows | 16 | 169_font_fonts_pi_8514a | 
| 170 | pgp - code - public - source - encryption | 16 | 170_pgp_code_public_source | 
| 171 | article - quoting - ericksonazurenmtedu - velapoldi - may14021136199325219athosrutgersedu | 16 | 171_article_quoting_ericksonazurenmtedu_velapoldi | 
| 172 | data - image - ftp - grass - sgi | 16 | 172_data_image_ftp_grass | 
| 173 | 42 - tea - question - answer - universe | 16 | 173_42_tea_question_answer | 
| 174 | rotor - aluminum - oven - oil - militech | 16 | 174_rotor_aluminum_oven_oil | 
| 175 | uv - bulb - bulbs - light - blinker | 16 | 175_uv_bulb_bulbs_light | 
| 176 | abortion - abortions - women - choice - pregnancy | 15 | 176_abortion_abortions_women_choice | 
| 177 | ups - stock - chaparral - coupons - mailbox | 15 | 177_ups_stock_chaparral_coupons | 
| 178 | sabbath - moses - tablets - commandments - ten | 15 | 178_sabbath_moses_tablets_commandments | 
| 179 | clinton - reagan - bush - fingers - rush | 15 | 179_clinton_reagan_bush_fingers | 
| 180 | ground - grounding - conductor - neutral - wire | 15 | 180_ground_grounding_conductor_neutral | 
| 181 | keycode - xtermmap - definekey - key - numlock | 15 | 181_keycode_xtermmap_definekey_key | 
| 182 | powerpc - apple - dock - macs - duo | 15 | 182_powerpc_apple_dock_macs | 
| 183 | quack - candida - lyme - quacks - bloom | 15 | 183_quack_candida_lyme_quacks | 
| 184 | diesel - diesels - emissions - fuel - cleaner | 15 | 184_diesel_diesels_emissions_fuel | 
| 185 | crohns - inflammation - patients - colonics - colitis | 15 | 185_crohns_inflammation_patients_colonics | 
| 186 | cview - temp - directory - files - disk | 15 | 186_cview_temp_directory_files | 
| 187 | ear - wax - ears - syringe - hearing | 14 | 187_ear_wax_ears_syringe | 
| 188 | machine - register - beeps - error - memory | 14 | 188_machine_register_beeps_error | 
| 189 | blacks - african - white - culture - americans | 14 | 189_blacks_african_white_culture | 
| 190 | table - drawer - tables - glass - chairs | 14 | 190_table_drawer_tables_glass | 
| 191 | oo - christian - christianity - convenient - christians | 14 | 191_oo_christian_christianity_convenient | 
| 192 | voltage - amp - bell - bel - ampere | 14 | 192_voltage_amp_bell_bel | 
| 193 | needles - acupuncture - needle - syringe - hypodermic | 14 | 193_needles_acupuncture_needle_syringe | 
| 194 | life - my - kendigianism - you - do | 14 | 194_life_my_kendigianism_you | 
| 195 | rosicrucian - rosicrucians - amorc - lectorium - crucis | 14 | 195_rosicrucian_rosicrucians_amorc_lectorium | 
| 196 | meningitis - infection - antibiotics - fungal - exposure | 14 | 196_meningitis_infection_antibiotics_fungal | 
| 197 | concealed - carry - weapon - carrying - freeman | 13 | 197_concealed_carry_weapon_carrying | 
| 198 | hotel - voucher - vacation - nights - reservation | 13 | 198_hotel_voucher_vacation_nights | 
| 199 | tongues - language - speak - tounges - church | 13 | 199_tongues_language_speak_tounges | 
| 200 | clv - contains - min - 2000 - tune | 13 | 200_clv_contains_min_2000 | 
| 201 | smokey - movies - bandit - yogi - wheels | 13 | 201_smokey_movies_bandit_yogi | 
| 202 | anonymous - encryption - anonymity - posting - technology | 12 | 202_anonymous_encryption_anonymity_posting | 
| 203 | pray - lunch - news - subhuman - sex | 12 | 203_pray_lunch_news_subhuman | 
| 204 | memory - shared - server - pixmaps - xputimage | 12 | 204_memory_shared_server_pixmaps | 
| 205 | sin - hate - love - sinner - hating | 12 | 205_sin_hate_love_sinner | 
| 206 | 8051 - nextstep - hendry - assembler - signetics | 12 | 206_8051_nextstep_hendry_assembler | 
| 207 | religion - motivated - religously - crusades - wars | 12 | 207_religion_motivated_religously_crusades | 
| 208 | image - processing - analysis - tools - plplot | 12 | 208_image_processing_analysis_tools | 
| 209 | manhattan - beauchaine - bobbeviceicotekcom - sank - bronx | 12 | 209_manhattan_beauchaine_bobbeviceicotekcom_sank | 
| 210 | colormap - colormaps - colors - color - standard | 12 | 210_colormap_colormaps_colors_color | 
| 211 | wasps - chiggers - centipedes - millipedes - polish | 12 | 211_wasps_chiggers_centipedes_millipedes | 
| 212 | cancer - burzynskis - a10 - tumor - cell | 12 | 212_cancer_burzynskis_a10_tumor | 
| 213 | phone - onhook - tip - ring - led | 11 | 213_phone_onhook_tip_ring | 
| 214 | s414 - bill - bills - senate - brady | 11 | 214_s414_bill_bills_senate | 
| 215 | lines - airplanes - mattell - themey - saber | 11 | 215_lines_airplanes_mattell_themey | 
| 216 | thread - origonal - enlightening - rectify - appended | 11 | 216_thread_origonal_enlightening_rectify | 
| 217 | woof - ditto - uckers - tuna - critus | 11 | 217_woof_ditto_uckers_tuna | 
| 218 | xxxxx - detector - ir - selspot - position | 11 | 218_xxxxx_detector_ir_selspot | 
| 219 | weight - fat - muscle - adiposity - dieting | 11 | 219_weight_fat_muscle_adiposity | 
| 220 | 8177 - techniciandr - student - dod - indiscretions | 10 | 220_8177_techniciandr_student_dod | 
| 221 | multicolumn - motif - widget - widgets - list | 10 | 221_multicolumn_motif_widget_widgets | 
| 222 | her - passenger - ride - she - bike | 10 | 222_her_passenger_ride_she |
  
</details>

## Training hyperparameters

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

## Framework versions

* Numpy: 1.26.3
* HDBSCAN: 0.8.33
* UMAP: 0.5.5
* Pandas: 2.1.4
* Scikit-Learn: 1.3.2
* Sentence-transformers: 2.5.1
* Transformers: 4.38.2
* Numba: 0.59.0
* Plotly: 5.19.0
* Python: 3.10.13
