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

# bertopic_newsgroup_minilm

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("annamalai-s/bertopic_newsgroup_minilm")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 362
* Number of training documents: 18846

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | the - to - and - of - for | 10 | -1_the_to_and_of | 
| 0 | gun - guns - firearms - weapons - militia | 6635 | 0_gun_guns_firearms_weapons | 
| 1 | cramer - optilink - gay - clayton - homosexual | 424 | 1_cramer_optilink_gay_clayton | 
| 2 | atheism - atheists - god - atheist - religion | 226 | 2_atheism_atheists_god_atheist | 
| 3 | espn - game - abc - games - hockey | 154 | 3_espn_game_abc_games | 
| 4 | monitor - monitors - vga - nanao - nec | 146 | 4_monitor_monitors_vga_nanao | 
| 5 | printer - deskjet - printers - laser - hp | 142 | 5_printer_deskjet_printers_laser | 
| 6 | amp - sale - speakers - sony - stereo | 140 | 6_amp_sale_speakers_sony | 
| 7 | drivers - diamond - card - ati - driver | 140 | 7_drivers_diamond_card_ati | 
| 8 | lib - x11r5 - usr - libxmu - ndet_loop | 139 | 8_lib_x11r5_usr_libxmu | 
| 9 | 55 - 25 - pit - det - bos | 125 | 9_55_25_pit_det | 
| 10 | cosmo - angmar - internet - address - mit | 112 | 10_cosmo_angmar_internet_address | 
| 11 | armenian - turkish - armenians - genocide - serdar | 111 | 11_armenian_turkish_armenians_genocide | 
| 12 | sky - space - billboard - vandalizing - advertising | 109 | 12_sky_space_billboard_vandalizing | 
| 13 | modem - modems - fax - courier - baud | 104 | 13_modem_modems_fax_courier | 
| 14 | fire - atf - fbi - survivors - dividian | 103 | 14_fire_atf_fbi_survivors | 
| 15 | jews - zionism - jewish - israel - holocaust | 103 | 15_jews_zionism_jewish_israel | 
| 16 | forged - locutus - colorado - infante - posts | 102 | 16_forged_locutus_colorado_infante | 
| 17 | muslims - serbs - bosnia - bosnian - muslim | 101 | 17_muslims_serbs_bosnia_bosnian | 
| 18 | rushdie - islam - islamic - jaeger - gregg | 95 | 18_rushdie_islam_islamic_jaeger | 
| 19 | simms - simm - vram - 256k - ram | 95 | 19_simms_simm_vram_256k | 
| 20 | objective - morality - moral - frank - values | 85 | 20_objective_morality_moral_frank | 
| 21 | hell - eternal - god - heaven - jesus | 83 | 21_hell_eternal_god_heaven | 
| 22 | microsoft - os - challenge - supporters - ms | 82 | 22_microsoft_os_challenge_supporters | 
| 23 | dos - windows - window - widget - microsoft | 80 | 23_dos_windows_window_widget | 
| 24 | homosexuality - homosexual - gay - paul - boswell | 78 | 24_homosexuality_homosexual_gay_paul | 
| 25 | israel - arab - jews - arabs - israeli | 78 | 25_israel_arab_jews_arabs | 
| 26 | clipper - phone - escrow - tap - keys | 78 | 26_clipper_phone_escrow_tap | 
| 27 | dos - allocation - windows - linked - vpic46 | 78 | 27_dos_allocation_windows_linked | 
| 28 | moon - billion - prize - henry - alaska | 77 | 28_moon_billion_prize_henry | 
| 29 | leafs - game - wings - goal - habs | 76 | 29_leafs_game_wings_goal | 
| 30 | radar - detector - detectors - alarm - valentine | 72 | 30_radar_detector_detectors_alarm | 
| 31 | clipper - encryption - chip - intercon - amanda | 70 | 31_clipper_encryption_chip_intercon | 
| 32 | msg - food - sensitivity - chinese - superstition | 67 | 32_msg_food_sensitivity_chinese | 
| 33 | morality - moral - keith - livesey - cobb | 64 | 33_morality_moral_keith_livesey | 
| 34 | nmm - traffic - behind - bike - lane | 61 | 34_nmm_traffic_behind_bike | 
| 35 | games - sega - genesis - snes - cd | 61 | 35_games_sega_genesis_snes | 
| 36 | swap - memory - emm386 - windows - file | 61 | 36_swap_memory_emm386_windows | 
| 37 | president - stephanopoulos - myers - mr - ms | 60 | 37_president_stephanopoulos_myers_mr | 
| 38 | mary - she - her - immaculate - sin | 60 | 38_mary_she_her_immaculate | 
| 39 | hst - mission - servicing - solar - shuttle | 59 | 39_hst_mission_servicing_solar | 
| 40 | copy - protected - protection - disks - sehari | 59 | 40_copy_protected_protection_disks | 
| 41 | bmw - moa - rider - cactus - requests | 58 | 41_bmw_moa_rider_cactus | 
| 42 | colormap - dpy - visual - color - window | 58 | 42_colormap_dpy_visual_color | 
| 43 | points - sphere - den - p3 - p1 | 57 | 43_points_sphere_den_p3 | 
| 44 | batf - warrant - assault - waco - they | 56 | 44_batf_warrant_assault_waco | 
| 45 | nsa - encryption - cryptosystems - sternlight - government | 56 | 45_nsa_encryption_cryptosystems_sternlight | 
| 46 | israel - lebanese - lebanon - israeli - hernlem | 55 | 46_israel_lebanese_lebanon_israeli | 
| 47 | gaza - israel - palestinian - israeli - peace | 55 | 47_gaza_israel_palestinian_israeli | 
| 48 | yuk - motorcycling - east - rtsg - riders | 55 | 48_yuk_motorcycling_east_rtsg | 
| 49 | science - methodology - scientific - sas - fulk | 54 | 49_science_methodology_scientific_sas | 
| 50 | shift - shifting - manual - transmission - automatic | 53 | 50_shift_shifting_manual_transmission | 
| 51 | tax - taxes - income - vat - deficit | 53 | 51_tax_taxes_income_vat | 
| 52 | window - manager - main_win - xsizehints - expose | 52 | 52_window_manager_main_win_xsizehints | 
| 53 | drive - controller - drives - disk - ide | 52 | 53_drive_controller_drives_disk | 
| 54 | gif - format - linux - convert - files | 52 | 54_gif_format_linux_convert | 
| 55 | israeli - israel - hamid - mcrcim - israelis | 51 | 55_israeli_israel_hamid_mcrcim | 
| 56 | pin - ethernet - board - card - asante | 51 | 56_pin_ethernet_board_card | 
| 57 | gamma - bursters - oort - ray - cloud | 51 | 57_gamma_bursters_oort_ray | 
| 58 | drive - floptical - drives - disks - hard | 50 | 58_drive_floptical_drives_disks | 
| 59 | serial - modem - dtr - uart - rts | 50 | 59_serial_modem_dtr_uart | 
| 60 | finland - sweden - ericsson - czech - finnish | 49 | 60_finland_sweden_ericsson_czech | 
| 61 | lankford - torre - he - gilkey - hitter | 49 | 61_lankford_torre_he_gilkey | 
| 62 | cd - rom - toshiba - cd300 - cdrom | 47 | 62_cd_rom_toshiba_cd300 | 
| 63 | dog - dogs - springer - dod - bike | 47 | 63_dog_dogs_springer_dod | 
| 64 | clutch - runs - hit - batting - rbis | 47 | 64_clutch_runs_hit_batting | 
| 65 | candida - yeast - noring - systemic - infections | 47 | 65_candida_yeast_noring_systemic | 
| 66 | lopez - year - he - catchers - players | 46 | 66_lopez_year_he_catchers | 
| 67 | battery - batteries - concrete - acid - lead | 46 | 67_battery_batteries_concrete_acid | 
| 68 | 50 - 486 - 486dx2 - cyrix - mhz | 46 | 68_50_486_486dx2_cyrix | 
| 69 | scsi - ide - dma - bus - controller | 46 | 69_scsi_ide_dma_bus | 
| 70 | font - fonts - truetype - atm - tt | 45 | 70_font_fonts_truetype_atm | 
| 71 | drugs - drug - cocaine - illegal - marijuana | 45 | 71_drugs_drug_cocaine_illegal | 
| 72 | helmet - helmets - shoei - jacket - fit | 44 | 72_helmet_helmets_shoei_jacket | 
| 73 | mormon - mormons - lds - church - ceremonies | 44 | 73_mormon_mormons_lds_church | 
| 74 | br - isc - steveh - thor - government | 44 | 74_br_isc_steveh_thor | 
| 75 | allergy - antihistamine - shots - dyer - sleep | 44 | 75_allergy_antihistamine_shots_dyer | 
| 76 | pens - caps - cup - jets - canucks | 44 | 76_pens_caps_cup_jets | 
| 77 | petch - god - love - gvg47 - gvg | 44 | 77_petch_god_love_gvg47 | 
| 78 | mazda - toyota - miles - car - camry | 44 | 78_mazda_toyota_miles_car | 
| 79 | truth - arrogance - absolutes - absolute - christians | 43 | 79_truth_arrogance_absolutes_absolute | 
| 80 | shaft - wheelies - stafford - wheelie - winona | 43 | 80_shaft_wheelies_stafford_wheelie | 
| 81 | crypt - key - cryptography - des - ciphers | 43 | 81_crypt_key_cryptography_des | 
| 82 | oil - drain - changing - ohio - plug | 42 | 82_oil_drain_changing_ohio | 
| 83 | jewish - baseball - vb30 - lafibm - players | 42 | 83_jewish_baseball_vb30_lafibm | 
| 84 | sleeve - sale - picture - cd - 45 | 42 | 84_sleeve_sale_picture_cd | 
| 85 | morris - team - jays - maynard - viola | 42 | 85_morris_team_jays_maynard | 
| 86 | cable - antenna - receiver - distance - tv | 41 | 86_cable_antenna_receiver_distance | 
| 87 | black - king - kyle - adjective - kkopp | 41 | 87_black_king_kyle_adjective | 
| 88 | countersteering - mjs - bike - countersteering_faq - lean | 41 | 88_countersteering_mjs_bike_countersteering_faq | 
| 89 | cpu - fan - heat - sink - fans | 41 | 89_cpu_fan_heat_sink | 
| 90 | jesus - tomb - magi - resurrection - disciples | 41 | 90_jesus_tomb_magi_resurrection | 
| 91 | canon - scripture - books - bible - septuagint | 40 | 91_canon_scripture_books_bible | 
| 92 | mac - disks - 800k - 44mb - read | 40 | 92_mac_disks_800k_44mb | 
| 93 | keenan - rangers - hockey - messier - roger | 40 | 93_keenan_rangers_hockey_messier | 
| 94 | xv - bit - 24bit - image - images | 39 | 94_xv_bit_24bit_image | 
| 95 | greek - greece - turkish - greeks - turks | 39 | 95_greek_greece_turkish_greeks | 
| 96 | drive - meg - ram - sale - scherf | 39 | 96_drive_meg_ram_sale | 
| 97 | photography - krillean - kirlian - pictures - unlv | 39 | 97_photography_krillean_kirlian_pictures | 
| 98 | monitors - hours - day - nevai - monitor | 39 | 98_monitors_hours_day_nevai | 
| 99 | card - orchid - p9000 - vlb - cards | 38 | 99_card_orchid_p9000_vlb | 
| 100 | sale - list - 00 - guide - shipping | 38 | 100_sale_list_00_guide | 
| 101 | monitor - screen - problem - 610 - video | 38 | 101_monitor_screen_problem_610 | 
| 102 | baptism - sin - aaron - infants - baptized | 38 | 102_baptism_sin_aaron_infants | 
| 103 | kuwait - saudi - iraq - gulf - war | 37 | 103_kuwait_saudi_iraq_gulf | 
| 104 | station - redesign - dc - shuttle - space | 37 | 104_station_redesign_dc_shuttle | 
| 105 | marriage - married - marry - ceremony - marriages | 37 | 105_marriage_married_marry_ceremony | 
| 106 | polygon - polygons - ___ - routine - fast | 37 | 106_polygon_polygons_____routine | 
| 107 | space - shuttle - launch - afit - astronomy | 37 | 107_space_shuttle_launch_afit | 
| 108 | sabres - buffalo - fuhr - boston - bruins | 36 | 108_sabres_buffalo_fuhr_boston | 
| 109 | waco - reno - federal - fbi - batf | 36 | 109_waco_reno_federal_fbi | 
| 110 | bike - 805 - motorcycle - ride - motorcycles | 36 | 110_bike_805_motorcycle_ride | 
| 111 | phone - hook - number - line - tip | 36 | 111_phone_hook_number_line | 
| 112 | phillies - phils - 1964 - bunning - reds | 36 | 112_phillies_phils_1964_bunning | 
| 113 | roby - fbi - udel - chopin - compound | 35 | 113_roby_fbi_udel_chopin | 
| 114 | hernia - pain - bone - radiologist - arm | 35 | 114_hernia_pain_bone_radiologist | 
| 115 | sco - split - newsgroup - graphics - comp | 35 | 115_sco_split_newsgroup_graphics | 
| 116 | irq - interrupt - port - com4 - com3 | 34 | 116_irq_interrupt_port_com4 | 
| 117 | gopher - search - images - ftp - data | 34 | 117_gopher_search_images_ftp | 
| 118 | 3d - grafsys - library - graphics - shading | 34 | 118_3d_grafsys_library_graphics | 
| 119 | comet - jupiter - gehrels - orbit - sq | 34 | 119_comet_jupiter_gehrels_orbit | 
| 120 | gtoal - celp - speech - compression - voice | 34 | 120_gtoal_celp_speech_compression | 
| 121 | insurance - health - private - care - gld | 34 | 121_insurance_health_private_care | 
| 122 | centaur - proton - energy - uranium - ryukoku | 34 | 122_centaur_proton_energy_uranium | 
| 123 | easter - goddess - mithras - resurrection - pagan | 33 | 123_easter_goddess_mithras_resurrection | 
| 124 | cult - cults - freemasonry - baptists - baptist | 32 | 124_cult_cults_freemasonry_baptists | 
| 125 | ticket - airline - hotel - tickets - voucher | 32 | 125_ticket_airline_hotel_tickets | 
| 126 | nhl - stars - team - minnesota - franchise | 32 | 126_nhl_stars_team_minnesota | 
| 127 | sox - red - bosio - bosox - clemens | 32 | 127_sox_red_bosio_bosox | 
| 128 | ashok - slip - packet - cwru - slipper | 32 | 128_ashok_slip_packet_cwru | 
| 129 | jehovah - elohim - lord - pope - father | 32 | 129_jehovah_elohim_lord_pope | 
| 130 | spacecraft - baalke - mission - galileo - pluto | 31 | 130_spacecraft_baalke_mission_galileo | 
| 131 | speed - 680x0 - x86 - clock - 68040 | 31 | 131_speed_680x0_x86_clock | 
| 132 | escrow - key - agencies - keys - secure | 31 | 132_escrow_key_agencies_keys | 
| 133 | doctor - clinic - surgery - patient - japanese | 31 | 133_doctor_clinic_surgery_patient | 
| 134 | bike - bikes - mower - sale - honda | 31 | 134_bike_bikes_mower_sale | 
| 135 | wave - bikers - cage - squid - waved | 31 | 135_wave_bikers_cage_squid | 
| 136 | insurance - fault - car - hail - rates | 31 | 136_insurance_fault_car_hail | 
| 137 | garrett - ingres - ibm - rickert - turkey | 30 | 137_garrett_ingres_ibm_rickert | 
| 138 | theism - fanatism - frank - dwyer - belief | 30 | 138_theism_fanatism_frank_dwyer | 
| 139 | migraine - pain - migraines - zisfein - headache | 30 | 139_migraine_pain_migraines_zisfein | 
| 140 | 130 - boyle - road - speed - roads | 28 | 140_130_boyle_road_speed | 
| 141 | satellite - digex - satellites - access - drag | 28 | 141_satellite_digex_satellites_access | 
| 142 | 610 - centris - iivx - lciii - c610 | 28 | 142_610_centris_iivx_lciii | 
| 143 | depression - prozac - thyroid - thyroxin - nutrition | 28 | 143_depression_prozac_thyroid_thyroxin | 
| 144 | journalism - baseball - dwarner - bolick - dodgers | 28 | 144_journalism_baseball_dwarner_bolick | 
| 145 | tempest - holland - northeastern - monitor - colostate | 28 | 145_tempest_holland_northeastern_monitor | 
| 146 | 00 - wolverine - 1st - 50 - comics | 28 | 146_00_wolverine_1st_50 | 
| 147 | murray - gm - wings - ottawa - lindros | 28 | 147_murray_gm_wings_ottawa | 
| 148 | duo - 230 - beeps - chimes - machine | 27 | 148_duo_230_beeps_chimes | 
| 149 | mr2 - engine - clutch - eliot - noisy | 27 | 149_mr2_engine_clutch_eliot | 
| 150 | christianity - convenient - christian - definition - christians | 27 | 150_christianity_convenient_christian_definition | 
| 151 | satan - ra - god - lucifer - heaven | 27 | 151_satan_ra_god_lucifer | 
| 152 | summer - room - sublet - jhuvm - bedroom | 26 | 152_summer_room_sublet_jhuvm | 
| 153 | software - wingert - level - sci - space | 26 | 153_software_wingert_level_sci | 
| 154 | god - jesus - malcolm - royalroads - law | 26 | 154_god_jesus_malcolm_royalroads | 
| 155 | europeans - nhl - rauser - players - european | 26 | 155_europeans_nhl_rauser_players | 
| 156 | mustang - camaro - ford - howell - firebird | 25 | 156_mustang_camaro_ford_howell | 
| 157 | stove - wpi - irvine - stratus - electric | 25 | 157_stove_wpi_irvine_stratus | 
| 158 | scope - scopes - oscilloscope - fluke - phosphor | 25 | 158_scope_scopes_oscilloscope_fluke | 
| 159 | odometer - bmw - sensor - car - dealer | 25 | 159_odometer_bmw_sensor_car | 
| 160 | koresh - utarlg - sbc - uta - backing | 25 | 160_koresh_utarlg_sbc_uta | 
| 161 | tape - backup - adaptec - aspi4dos - 1542 | 25 | 161_tape_backup_adaptec_aspi4dos | 
| 162 | mask - goalie - gtd597a - votes - hrivnak | 25 | 162_mask_goalie_gtd597a_votes | 
| 163 | astros - houston - games - rbi - sweda | 24 | 163_astros_houston_games_rbi | 
| 164 | icon - icons - program - manager - vpnet | 24 | 164_icon_icons_program_manager | 
| 165 | solvent - adhesive - duct - tape - ruck | 24 | 165_solvent_adhesive_duct_tape | 
| 166 | keymap - key - numlock - keyboard - xterm | 24 | 166_keymap_key_numlock_keyboard | 
| 167 | ir - dres - dnd - detector - cycle | 24 | 167_ir_dres_dnd_detector | 
| 168 | car - dealer - price - blue - sales | 24 | 168_car_dealer_price_blue | 
| 169 | midi - sound - blaster - driver - soundblaster | 24 | 169_midi_sound_blaster_driver | 
| 170 | blue - boards - leds - led - green | 24 | 170_blue_boards_leds_led | 
| 171 | wax - scratches - plastic - finish - paint | 24 | 171_wax_scratches_plastic_finish | 
| 172 | motif - linux - bindings - xact - cose | 24 | 172_motif_linux_bindings_xact | 
| 173 | v4 - v12 - cdac - v8 - ole | 24 | 173_v4_v12_cdac_v8 | 
| 174 | officers - cop - mcguire - xxxx - police | 23 | 174_officers_cop_mcguire_xxxx | 
| 175 | gant - hirschbeck - umpire - strike - duke | 23 | 175_gant_hirschbeck_umpire_strike | 
| 176 | abortion - abortions - nyikos - choice - landreneau | 23 | 176_abortion_abortions_nyikos_choice | 
| 177 | sharks - season - chuq - grade - acquired | 23 | 177_sharks_season_chuq_grade | 
| 178 | punishment - penalty - capital - death - innocent | 23 | 178_punishment_penalty_capital_death | 
| 179 | mouse - windows - driver - stuttgart - com3 | 23 | 179_mouse_windows_driver_stuttgart | 
| 180 | processing - image - imaging - mishra - hendrix | 23 | 180_processing_image_imaging_mishra | 
| 181 | freedom - virginia - beyer - ucla - ab4z | 23 | 181_freedom_virginia_beyer_ucla | 
| 182 | seizures - corn - paulson - seizure - cereals | 23 | 182_seizures_corn_paulson_seizure | 
| 183 | crohn - ibd - inflammation - diet - wiesel | 23 | 183_crohn_ibd_inflammation_diet | 
| 184 | barbecued - foods - carcinogenic - food - meat | 23 | 184_barbecued_foods_carcinogenic_food | 
| 185 | pillion - riding - advice - passenger - ride | 22 | 185_pillion_riding_advice_passenger | 
| 186 | key - chip - clipper - session - encrypted | 22 | 186_key_chip_clipper_session | 
| 187 | powerbook - portable - pb100 - pb - peirce | 22 | 187_powerbook_portable_pb100_pb | 
| 188 | ear - ears - hearing - earwax - dizziness | 22 | 188_ear_ears_hearing_earwax | 
| 189 | photoshop - adobe - rot - dgf1 - qc | 22 | 189_photoshop_adobe_rot_dgf1 | 
| 190 | evolution - theory - rawlins - scharle - science | 22 | 190_evolution_theory_rawlins_scharle | 
| 191 | ftp - nonibm - puff - glp - minivas | 22 | 191_ftp_nonibm_puff_glp | 
| 192 | scanner - scanners - logitech - scanman - grayscale | 22 | 192_scanner_scanners_logitech_scanman | 
| 193 | games - baseball - game - pitches - pitcher | 22 | 193_games_baseball_game_pitches | 
| 194 | ham - interference - surges - alternator - watts | 22 | 194_ham_interference_surges_alternator | 
| 195 | weight - omen - chromium - diet - fat | 22 | 195_weight_omen_chromium_diet | 
| 196 | pregnency - teacher - oswego - biology - sperm | 21 | 196_pregnency_teacher_oswego_biology | 
| 197 | ghostscript - postscript - ghostview - pageview - ftms | 21 | 197_ghostscript_postscript_ghostview_pageview | 
| 198 | 3do - 3d - lightwave - list - imagine | 21 | 198_3do_3d_lightwave_list | 
| 199 | polio - disease - alzheimer - syndrome - patients | 21 | 199_polio_disease_alzheimer_syndrome | 
| 200 | motherboard - 386 - 386dx - murli - sale | 21 | 200_motherboard_386_386dx_murli | 
| 201 | des - key - bits - block - attack | 21 | 201_des_key_bits_block | 
| 202 | ax - max - g9v - b8f - a86 | 21 | 202_ax_max_g9v_b8f | 
| 203 | israeli - biased - israel - media - none | 21 | 203_israeli_biased_israel_media | 
| 204 | exhaust - carbs - intake - engine - air | 21 | 204_exhaust_carbs_intake_engine | 
| 205 | tickets - 05pm - 35pm - june - ticket | 21 | 205_tickets_05pm_35pm_june | 
| 206 | chain - wax - maxima - cookson - mitre | 21 | 206_chain_wax_maxima_cookson | 
| 207 | toyota - cruiser - suv - jeep - explorer | 21 | 207_toyota_cruiser_suv_jeep | 
| 208 | lipman - visualization - navy - graphics - seminar | 20 | 208_lipman_visualization_navy_graphics | 
| 209 | dwi - speedy - driving - svoboda - liquor | 20 | 209_dwi_speedy_driving_svoboda | 
| 210 | dialing - phones - tone - hugo - sweden | 20 | 210_dialing_phones_tone_hugo | 
| 211 | image - processing - plplot - analysis - plotting | 20 | 211_image_processing_plplot_analysis | 
| 212 | convertible - wife - car - targa - convertibles | 20 | 212_convertible_wife_car_targa | 
| 213 | vuille - babb - synapse - ic - pcmcia | 20 | 213_vuille_babb_synapse_ic | 
| 214 | nt - windows - chicogo - os - reimert | 20 | 214_nt_windows_chicogo_os | 
| 215 | alomar - defensive - sandberg - average - career | 20 | 215_alomar_defensive_sandberg_average | 
| 216 | blues - hawks - joseph - blackhawks - shanahan | 20 | 216_blues_hawks_joseph_blackhawks | 
| 217 | graphics - pub - 128 - ray - ftp | 20 | 217_graphics_pub_128_ray | 
| 218 | w4wg - network - windows - workgroups - lastdrive | 20 | 218_w4wg_network_windows_workgroups | 
| 219 | tank - bag - goldberg - fj1100 - pouch | 20 | 219_tank_bag_goldberg_fj1100 | 
| 220 | mailing - list - detweiler - mail - rdetweil | 20 | 220_mailing_list_detweiler_mail | 
| 221 | gas - tear - unb - riddle - j979 | 20 | 221_gas_tear_unb_riddle | 
| 222 | ide - bus - controller - vlb - scsi | 20 | 222_ide_bus_controller_vlb | 
| 223 | saturn - dealer - profit - warranty - sl2 | 19 | 223_saturn_dealer_profit_warranty | 
| 224 | cursor - xterm - blinking - cursors - allbery | 19 | 224_cursor_xterm_blinking_cursors | 
| 225 | joystick - joysticks - arcade - port - int15h | 19 | 225_joystick_joysticks_arcade_port | 
| 226 | lyme - disease - ld - infectious - patients | 19 | 226_lyme_disease_ld_infectious | 
| 227 | context - jim - joslin - meritt - mwunix | 19 | 227_context_jim_joslin_meritt | 
| 228 | qualcomm - clinton - qualcom - rdippold - clipper | 19 | 228_qualcomm_clinton_qualcom_rdippold | 
| 229 | cancer - hiv - burzynski - breast - booklet | 19 | 229_cancer_hiv_burzynski_breast | 
| 230 | kidney - stones - calcium - she - stone | 19 | 230_kidney_stones_calcium_she | 
| 231 | rosicrucian - amorc - ch981 - alicea - tony | 19 | 231_rosicrucian_amorc_ch981_alicea | 
| 232 | henrik - armenia - bm - armenians - karabakh | 19 | 232_henrik_armenia_bm_armenians | 
| 233 | geico - insurance - claim - davew - wonnacott | 19 | 233_geico_insurance_claim_davew | 
| 234 | eye - dominance - prk - handedness - rk | 19 | 234_eye_dominance_prk_handedness | 
| 235 | church - churches - crossroads - movement - boston | 19 | 235_church_churches_crossroads_movement | 
| 236 | water - mwra - phd - cellar - scoggin | 19 | 236_water_mwra_phd_cellar | 
| 237 | integra - car - shadow - dodge - gtz | 19 | 237_integra_car_shadow_dodge | 
| 238 | sabbath - worship - law - ceremonial - paul | 19 | 238_sabbath_worship_law_ceremonial | 
| 239 | lobby - sammons - letter - ns111310 - colostate | 19 | 239_lobby_sammons_letter_ns111310 | 
| 240 | henry - orion - film - prototype - toronto | 18 | 240_henry_orion_film_prototype | 
| 241 | trinity - father - son - holy - god | 18 | 241_trinity_father_son_holy | 
| 242 | captain - traded - captains - striped - resigned | 18 | 242_captain_traded_captains_striped | 
| 243 | 42 - tiff - philosophical - significance - joachim | 18 | 243_42_tiff_philosophical_significance | 
| 244 | space - mars - spaceflight - nick - fred | 18 | 244_space_mars_spaceflight_nick | 
| 245 | astronaut - space - nasa - pilot - jemison | 18 | 245_astronaut_space_nasa_pilot | 
| 246 | circumcision - cons - pros - penile - blix | 18 | 246_circumcision_cons_pros_penile | 
| 247 | wire - wiring - ground - neutral - outlets | 17 | 247_wire_wiring_ground_neutral | 
| 248 | women - men - monash - depression - sex | 17 | 248_women_men_monash_depression | 
| 249 | prophecy - prophecies - earthquake - lord - prophesies | 17 | 249_prophecy_prophecies_earthquake_lord | 
| 250 | cooling - towers - nuclear - plants - water | 17 | 250_cooling_towers_nuclear_plants | 
| 251 | diesel - diesels - fuel - injector - emissions | 17 | 251_diesel_diesels_fuel_injector | 
| 252 | windows - pif - dos - file - command | 17 | 252_windows_pif_dos_file | 
| 253 | uv - bulb - flashlight - bulbs - neon | 17 | 253_uv_bulb_flashlight_bulbs | 
| 254 | tires - tire - fluids - abs - dot | 17 | 254_tires_tire_fluids_abs | 
| 255 | mhz - clock - operational - iisi - cpu | 17 | 255_mhz_clock_operational_iisi | 
| 256 | cubs - braves - team - america - talent | 17 | 256_cubs_braves_team_america | 
| 257 | lens - rupin - camera - dang - dartmouth | 17 | 257_lens_rupin_camera_dang | 
| 258 | dock - duo - apple - bredell - deguzman | 16 | 258_dock_duo_apple_bredell | 
| 259 | janet - reno - madman - children - she | 16 | 259_janet_reno_madman_children | 
| 260 | lock - locks - cobra - kryptonite - cable | 16 | 260_lock_locks_cobra_kryptonite | 
| 261 | mouse - jumpy - motion - byu - smoothly | 16 | 261_mouse_jumpy_motion_byu | 
| 262 | god - creates - omnipotence - shaped - omnipotent | 16 | 262_god_creates_omnipotence_shaped | 
| 263 | yassin - deir - irgun - dir - village | 16 | 263_yassin_deir_irgun_dir | 
| 264 | xv - julian - copyright - lancs - escaped | 16 | 264_xv_julian_copyright_lancs | 
| 265 | mjm - fm - circuits - mixer - musone | 16 | 265_mjm_fm_circuits_mixer | 
| 266 | tga - rle - pov - povray - tmp | 16 | 266_tga_rle_pov_povray | 
| 267 | workspace - managers - workspaces - manager - zip | 16 | 267_workspace_managers_workspaces_manager | 
| 268 | quadra - scsi - nodine - cartridge - mac | 16 | 268_quadra_scsi_nodine_cartridge | 
| 269 | hpgl - ilmenau - naplps - vuw - schmidt | 16 | 269_hpgl_ilmenau_naplps_vuw | 
| 270 | jumper - 2190 - maxtor - thad - drive | 16 | 270_jumper_2190_maxtor_thad | 
| 271 | dxf - iff - format - autocad - pei | 16 | 271_dxf_iff_format_autocad | 
| 272 | mode - vesa - vga - svga - 640x400 | 16 | 272_mode_vesa_vga_svga | 
| 273 | mosques - mosque - jerusalem - eggertj - jake | 16 | 273_mosques_mosque_jerusalem_eggertj | 
| 274 | ulf - erau - huot - players - drozinst | 15 | 274_ulf_erau_huot_players | 
| 275 | algorithm - secret - chip - reverse - clipper | 15 | 275_algorithm_secret_chip_reverse | 
| 276 | font - fonts - alavi - ssa - 8514 | 15 | 276_font_fonts_alavi_ssa | 
| 277 | gauge - nancy - gauges - temp - cigarette | 15 | 277_gauge_nancy_gauges_temp | 
| 278 | octopus - detroit - ice - cunyvm - hammerl | 15 | 278_octopus_detroit_ice_cunyvm | 
| 279 | cview - temp - moscom - directory - zenkar | 15 | 279_cview_temp_moscom_directory | 
| 280 | drive - cable - quantum - disk - internal | 15 | 280_drive_cable_quantum_disk | 
| 281 | logo - vgalogo - rle - startup - lgo | 15 | 281_logo_vgalogo_rle_startup | 
| 282 | ini - updating - svein - sysedit - utility | 15 | 282_ini_updating_svein_sysedit | 
| 283 | sin - hate - sinner - love - scott | 15 | 283_sin_hate_sinner_love | 
| 284 | administration - privacy - eff - government - inquiry | 15 | 284_administration_privacy_eff_government | 
| 285 | bonds - williams - batting - giants - clark | 15 | 285_bonds_williams_batting_giants | 
| 286 | 02106 - chemistry - udel - paperback - ravel | 15 | 286_02106_chemistry_udel_paperback | 
| 287 | cherry - coach - don - he - him | 15 | 287_cherry_coach_don_he | 
| 288 | drink - drinking - riding - alcohol - hours | 15 | 288_drink_drinking_riding_alcohol | 
| 289 | ether - planets - twist - sci - mnemonics | 14 | 289_ether_planets_twist_sci | 
| 290 | keys - des - lokkur - nanosecond - keyseach | 14 | 290_keys_des_lokkur_nanosecond | 
| 291 | virginia - uva - partying - andi - schools | 14 | 291_virginia_uva_partying_andi | 
| 292 | hiram - dk - vhs - kou - koutd | 14 | 292_hiram_dk_vhs_kou | 
| 293 | eliot - flat - boxer - 180 - v12 | 14 | 293_eliot_flat_boxer_180 | 
| 294 | neilson - triumf - seoul - deadly - kids | 14 | 294_neilson_triumf_seoul_deadly | 
| 295 | cruel - keith - caltech - constitution - painful | 14 | 295_cruel_keith_caltech_constitution | 
| 296 | luminosity - red - rgb - hue - green | 14 | 296_luminosity_red_rgb_hue | 
| 297 | she - were - they - her - sumgait | 14 | 297_she_were_they_her | 
| 298 | jagr - francis - minus - uvic - player | 14 | 298_jagr_francis_minus_uvic | 
| 299 | adl - bullock - gerard - francisco - arens | 14 | 299_adl_bullock_gerard_francisco | 
| 300 | widgets - gadgets - dealy - motif - widget | 14 | 300_widgets_gadgets_dealy_motif | 
| 301 | print - printer - file - claebaur - portal | 14 | 301_print_printer_file_claebaur | 
| 302 | hacker - ethic - hackers - dorsai - carlos | 14 | 302_hacker_ethic_hackers_dorsai | 
| 303 | weick - dana - him - cpu - sturges | 14 | 303_weick_dana_him_cpu | 
| 304 | xputimage - server - sunview - cam - animation | 14 | 304_xputimage_server_sunview_cam | 
| 305 | god - evil - serbian - saved - genocide | 14 | 305_god_evil_serbian_saved | 
| 306 | nubus - pds - lc - marvin - higgins | 13 | 306_nubus_pds_lc_marvin | 
| 307 | zeos - gateway - murthy - service - vasudev | 13 | 307_zeos_gateway_murthy_service | 
| 308 | temperature - henry - interstellar - sky - radiation | 13 | 308_temperature_henry_interstellar_sky | 
| 309 | uniforms - marlins - lloyd - reiniger - reds | 13 | 309_uniforms_marlins_lloyd_reiniger | 
| 310 | faith - saved - romans - lukewarm - deeds | 13 | 310_faith_saved_romans_lukewarm | 
| 311 | scsi - drive - ide - oracle - adaptec | 13 | 311_scsi_drive_ide_oracle | 
| 312 | fifth - keyphrase - amendment - key - passwords | 13 | 312_fifth_keyphrase_amendment_key | 
| 313 | tongues - language - tounges - gifted - bjorn | 13 | 313_tongues_language_tounges_gifted | 
| 314 | rocks - overpass - ejv2j - erik - kids | 13 | 314_rocks_overpass_ejv2j_erik | 
| 315 | biggest - disappointment - smale - mvp - surprise | 13 | 315_biggest_disappointment_smale_mvp | 
| 316 | nicknames - nickname - healy - tammy - berg | 13 | 316_nicknames_nickname_healy_tammy | 
| 317 | ampere - amp - db - bell - ohmite | 13 | 317_ampere_amp_db_bell | 
| 318 | handling - ntuvax - ntu - handson - ba7116326 | 13 | 318_handling_ntuvax_ntu_handson | 
| 319 | air - r12 - conditioning - substitutes - freon | 13 | 319_air_r12_conditioning_substitutes | 
| 320 | soenke - bielefeld - widget - savela - masc0442 | 13 | 320_soenke_bielefeld_widget_savela | 
| 321 | eisa - isa - bus - board - video | 13 | 321_eisa_isa_bus_board | 
| 322 | wrench - srb - thiokol - pliers - tool | 13 | 322_wrench_srb_thiokol_pliers | 
| 323 | oilers - pocklington - edmonton - northlands - yadallee | 13 | 323_oilers_pocklington_edmonton_northlands | 
| 324 | sound - stereo - channel - mac - soundbase | 13 | 324_sound_stereo_channel_mac | 
| 325 | movies - bikes - csundh30 - cassidy - ursa | 13 | 325_movies_bikes_csundh30_cassidy | 
| 326 | haldol - elderly - lithium - drugs - hospital | 13 | 326_haldol_elderly_lithium_drugs | 
| 327 | 8051 - oscar - mont - speth - spock | 13 | 327_8051_oscar_mont_speth | 
| 328 | cache - iisi - powercache - card - fpu | 13 | 328_cache_iisi_powercache_card | 
| 329 | bryce - bike - manish - arches - touring | 13 | 329_bryce_bike_manish_arches | 
| 330 | skate - carol - malarchuk - sei - neck | 13 | 330_skate_carol_malarchuk_sei | 
| 331 | rush - compuserve - jongsma - anovak - henson | 12 | 331_rush_compuserve_jongsma_anovak | 
| 332 | date - clock - dos - bios - cmos | 12 | 332_date_clock_dos_bios | 
| 333 | mcadams - sale - suresh - mattress - aj008 | 12 | 333_mcadams_sale_suresh_mattress | 
| 334 | silence - moment - prayer - eeb1 - opposing | 12 | 334_silence_moment_prayer_eeb1 | 
| 335 | jesus - prayers - god - name - prayer | 12 | 335_jesus_prayers_god_name | 
| 336 | habitable - planets - atmosphere - oxygen - planet | 12 | 336_habitable_planets_atmosphere_oxygen | 
| 337 | sunset - sunrise - drexel - cbis - wetstein | 12 | 337_sunset_sunrise_drexel_cbis | 
| 338 | selective - borden - service - abolish - naval | 12 | 338_selective_borden_service_abolish | 
| 339 | illustrator - diablo - autotrace - points - drawing | 12 | 339_illustrator_diablo_autotrace_points | 
| 340 | love - kodak - god - dps - ico | 12 | 340_love_kodak_god_dps | 
| 341 | koresh - griffen - batf - children - fbi | 12 | 341_koresh_griffen_batf_children | 
| 342 | needles - acupuncture - needle - aids - hypodermic | 12 | 342_needles_acupuncture_needle_aids | 
| 343 | accelerations - acceleration - 45g - deaddio - amruth | 12 | 343_accelerations_acceleration_45g_deaddio | 
| 344 | tape - copy - vcr - video - destructing | 12 | 344_tape_copy_vcr_video | 
| 345 | pmy - sword - royalroads - yadlowsky - malcolm | 12 | 345_pmy_sword_royalroads_yadlowsky | 
| 346 | educational - price - newsbytes - cda - eu | 12 | 346_educational_price_newsbytes_cda | 
| 347 | liar - lunatic - he - christian - bible | 11 | 347_liar_lunatic_he_christian | 
| 348 | eff - minerva - yale - jgfoot - tarl | 11 | 348_eff_minerva_yale_jgfoot | 
| 349 | seema - hannover - madvlsi - varma - columbia | 11 | 349_seema_hannover_madvlsi_varma | 
| 350 | eugenics - memes - genes - genome - ruegg | 11 | 350_eugenics_memes_genes_genome | 
| 351 | lunar - ltm1 - manned - tele - exploration | 11 | 351_lunar_ltm1_manned_tele | 
| 352 | switch - beams - st11 - bimmer - cookson | 11 | 352_switch_beams_st11_bimmer | 
| 353 | commandment - christians - temper - inference - jesus | 11 | 353_commandment_christians_temper_inference | 
| 354 | harkey - dl - oscs - cubs - wetteland | 11 | 354_harkey_dl_oscs_cubs | 
| 355 | fourd - 0565 - 494 - dimension - cute | 11 | 355_fourd_0565_494_dimension | 
| 356 | mattingly - tesla - njit - drm6640 - baseman | 11 | 356_mattingly_tesla_njit_drm6640 | 
| 357 | placebo - roth - rr - medicine - jb | 11 | 357_placebo_roth_rr_medicine | 
| 358 | tempest - c650 - cyclone - price - drop | 10 | 358_tempest_c650_cyclone_price | 
| 359 | ssf - overhead - nasa - tax - billion | 10 | 359_ssf_overhead_nasa_tax | 
| 360 | mining - freaks - alaska - eco - miners | 10 | 360_mining_freaks_alaska_eco |
  
</details>

## Training hyperparameters

* calculate_probabilities: False
* language: None
* 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: 1.25.2
* HDBSCAN: 0.8.33
* UMAP: 0.5.6
* Pandas: 2.0.3
* Scikit-Learn: 1.2.2
* Sentence-transformers: 2.7.0
* Transformers: 4.40.1
* Numba: 0.58.1
* Plotly: 5.15.0
* Python: 3.10.12