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

# bertopic_newsgroup_mpnet

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_mpnet")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 445
* 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 - for - from - is | 10 | -1_to_the_for_from | 
| 0 | gun - guns - firearms - crime - handgun | 5381 | 0_gun_guns_firearms_crime | 
| 1 | cramer - optilink - gay - clayton - sexual | 266 | 1_cramer_optilink_gay_clayton | 
| 2 | fbi - batf - waco - compound - koresh | 229 | 2_fbi_batf_waco_compound | 
| 3 | db - mov - bh - si - bl | 134 | 3_db_mov_bh_si | 
| 4 | atf - fire - survivors - ranch - dividian | 132 | 4_atf_fire_survivors_ranch | 
| 5 | drive - slave - drives - master - tape | 127 | 5_drive_slave_drives_master | 
| 6 | moon - lunar - billion - alaska - prize | 127 | 6_moon_lunar_billion_alaska | 
| 7 | armenian - turkish - armenians - serdar - argic | 117 | 7_armenian_turkish_armenians_serdar | 
| 8 | espn - game - abc - coverage - hockey | 112 | 8_espn_game_abc_coverage | 
| 9 | 3d - phigs - graphics - navy - lipman | 112 | 9_3d_phigs_graphics_navy | 
| 10 | israeli - israel - israelis - arab - soldiers | 104 | 10_israeli_israel_israelis_arab | 
| 11 | dos - xfree86 - windows - server - tcp | 100 | 11_dos_xfree86_windows_server | 
| 12 | sale - drive - meg - ram - floppy | 98 | 12_sale_drive_meg_ram | 
| 13 | homosexuality - homosexual - paul - christians - sin | 97 | 13_homosexuality_homosexual_paul_christians | 
| 14 | clutch - alomar - runs - baerga - average | 93 | 14_clutch_alomar_runs_baerga | 
| 15 | os - microsoft - challenge - supporters - windows | 91 | 15_os_microsoft_challenge_supporters | 
| 16 | migraine - sleep - dyer - thyroid - geb | 91 | 16_migraine_sleep_dyer_thyroid | 
| 17 | drive - ide - scsi - drives - controller | 87 | 17_drive_ide_scsi_drives | 
| 18 | modem - modems - fax - courier - sportster | 85 | 18_modem_modems_fax_courier | 
| 19 | msg - food - sensitivity - chinese - superstition | 84 | 19_msg_food_sensitivity_chinese | 
| 20 | objective - morality - larson - frank - values | 84 | 20_objective_morality_larson_frank | 
| 21 | windows - swap - memory - emm386 - file | 84 | 21_windows_swap_memory_emm386 | 
| 22 | sale - speakers - stereo - offer - amp | 83 | 22_sale_speakers_stereo_offer | 
| 23 | jpeg - gif - image - format - file | 82 | 23_jpeg_gif_image_format | 
| 24 | jewish - zionism - israel - jews - jew | 82 | 24_jewish_zionism_israel_jews | 
| 25 | space - nasa - venus - planet - earth | 80 | 25_space_nasa_venus_planet | 
| 26 | encryption - clipper - chip - government - wiretap | 78 | 26_encryption_clipper_chip_government | 
| 27 | polygon - polygons - ___ - routine - algorithm | 76 | 27_polygon_polygons_____routine | 
| 28 | car - miles - toyota - sale - mazda | 73 | 28_car_miles_toyota_sale | 
| 29 | scsi - ide - dma - bus - isa | 71 | 29_scsi_ide_dma_bus | 
| 30 | 25 - pit - pts - det - la | 69 | 30_25_pit_pts_det | 
| 31 | stephanopoulos - president - mr - myers - ms | 68 | 31_stephanopoulos_president_mr_myers | 
| 32 | rushdie - islam - jaeger - islamic - gregg | 66 | 32_rushdie_islam_jaeger_islamic | 
| 33 | dumbest - automotive - lights - concepts - continental | 66 | 33_dumbest_automotive_lights_concepts | 
| 34 | motif - openwindows - xview - olit - x11 | 66 | 34_motif_openwindows_xview_olit | 
| 35 | games - sega - genesis - snes - sale | 65 | 35_games_sega_genesis_snes | 
| 36 | bosnia - muslims - bosnian - serbs - bosnians | 65 | 36_bosnia_muslims_bosnian_serbs | 
| 37 | mary - her - she - immaculate - conception | 64 | 37_mary_her_she_immaculate | 
| 38 | israel - lebanese - lebanon - israeli - hezbollah | 64 | 38_israel_lebanese_lebanon_israeli | 
| 39 | existence - evolution - theory - science - exist | 62 | 39_existence_evolution_theory_science | 
| 40 | hell - eternal - heaven - god - jesus | 62 | 40_hell_eternal_heaven_god | 
| 41 | simms - simm - meg - pin - ram | 61 | 41_simms_simm_meg_pin | 
| 42 | br - isc - government - steveh - thor | 61 | 42_br_isc_government_steveh | 
| 43 | dos - stacker - windows - dos6 - disk | 60 | 43_dos_stacker_windows_dos6 | 
| 44 | clutch - shifting - shift - manual - transmission | 60 | 44_clutch_shifting_shift_manual | 
| 45 | radar - detector - detectors - valentine - ka | 59 | 45_radar_detector_detectors_valentine | 
| 46 | tax - taxes - income - deficit - vat | 59 | 46_tax_taxes_income_deficit | 
| 47 | keyboard - key - keys - keycode - accelerators | 58 | 47_keyboard_key_keys_keycode | 
| 48 | copy - protected - protection - disks - sehari | 58 | 48_copy_protected_protection_disks | 
| 49 | station - redesign - space - nasa - option | 57 | 49_station_redesign_space_nasa | 
| 50 | lib - libxmu - ndet_loop - xmu - usr | 56 | 50_lib_libxmu_ndet_loop_xmu | 
| 51 | dog - dogs - parr - ucalgary - attack | 55 | 51_dog_dogs_parr_ucalgary | 
| 52 | leafs - wings - game - detroit - goal | 52 | 52_leafs_wings_game_detroit | 
| 53 | cancer - water - medical - mwra - circumcision | 51 | 53_cancer_water_medical_mwra | 
| 54 | sleeve - cd - cds - sale - picture | 51 | 54_sleeve_cd_cds_sale | 
| 55 | sharks - season - keenan - rangers - chuq | 50 | 55_sharks_season_keenan_rangers | 
| 56 | battery - batteries - concrete - acid - lead | 49 | 56_battery_batteries_concrete_acid | 
| 57 | drugs - drug - marijuana - legalization - cigarettes | 49 | 57_drugs_drug_marijuana_legalization | 
| 58 | exhaust - carbs - bike - carb - honda | 49 | 58_exhaust_carbs_bike_carb | 
| 59 | shaft - wheelies - stafford - wheelie - winona | 48 | 59_shaft_wheelies_stafford_wheelie | 
| 60 | key - chip - clipper - algorithm - chips | 48 | 60_key_chip_clipper_algorithm | 
| 61 | photography - krillean - kirlian - pictures - sol1 | 48 | 61_photography_krillean_kirlian_pictures | 
| 62 | bike - bikes - motorcycle - motorcycles - buying | 48 | 62_bike_bikes_motorcycle_motorcycles | 
| 63 | lynn - riders - rtsg - motorcycling - bike | 47 | 63_lynn_riders_rtsg_motorcycling | 
| 64 | church - churches - christianity - christian - movement | 47 | 64_church_churches_christianity_christian | 
| 65 | hst - mission - servicing - shuttle - boost | 47 | 65_hst_mission_servicing_shuttle | 
| 66 | nissan - wagon - villager - altima - vw | 47 | 66_nissan_wagon_villager_altima | 
| 67 | helmet - helmets - shoei - jacket - eskimo | 47 | 67_helmet_helmets_shoei_jacket | 
| 68 | finland - sweden - wc - czech - ericsson | 47 | 68_finland_sweden_wc_czech | 
| 69 | gamma - oort - bursters - ray - cloud | 46 | 69_gamma_oort_bursters_ray | 
| 70 | jewish - baseball - vb30 - lafibm - players | 46 | 70_jewish_baseball_vb30_lafibm | 
| 71 | sky - vandalizing - night - pollution - enzo | 46 | 71_sky_vandalizing_night_pollution | 
| 72 | nanao - monitors - viewsonic - monitor - inches | 46 | 72_nanao_monitors_viewsonic_monitor | 
| 73 | militia - amendment - arms - regulated - bear | 45 | 73_militia_amendment_arms_regulated | 
| 74 | rocks - teenagers - warning - overpass - kids | 45 | 74_rocks_teenagers_warning_overpass | 
| 75 | des - key - keyseach - bits - shelf | 45 | 75_des_key_keyseach_bits | 
| 76 | dl - wetteland - harkey - franco - plymouth | 45 | 76_dl_wetteland_harkey_franco | 
| 77 | petch - gvg47 - love - god - gvg | 44 | 77_petch_gvg47_love_god | 
| 78 | pin - card - connector - ethernet - board | 44 | 78_pin_card_connector_ethernet | 
| 79 | leds - uv - led - blue - subliminal | 43 | 79_leds_uv_led_blue | 
| 80 | theism - fanatism - atheism - belief - theists | 42 | 80_theism_fanatism_atheism_belief | 
| 81 | freedom - forged - locutus - colorado - speech | 42 | 81_freedom_forged_locutus_colorado | 
| 82 | moral - morality - keith - livesey - caltech | 41 | 82_moral_morality_keith_livesey | 
| 83 | phd - environmentalism - environmental - heath - pantheism | 41 | 83_phd_environmentalism_environmental_heath | 
| 84 | buffalo - sabres - blues - bruins - boston | 41 | 84_buffalo_sabres_blues_bruins | 
| 85 | countersteering - mjs - bike - countersteering_faq - lean | 41 | 85_countersteering_mjs_bike_countersteering_faq | 
| 86 | nmm - behind - traffic - lane - bike | 41 | 86_nmm_behind_traffic_lane | 
| 87 | games - game - baseball - pitches - pitcher | 41 | 87_games_game_baseball_pitches | 
| 88 | cpu - fan - heat - sink - fans | 41 | 88_cpu_fan_heat_sink | 
| 89 | jehovah - elohim - father - lord - son | 41 | 89_jehovah_elohim_father_lord | 
| 90 | cruel - punishment - keith - penalty - death | 40 | 90_cruel_punishment_keith_penalty | 
| 91 | insurance - health - private - care - gld | 40 | 91_insurance_health_private_care | 
| 92 | powerbook - duo - portable - pb - pb100 | 40 | 92_powerbook_duo_portable_pb | 
| 93 | bike - sale - miles - mower - fork | 39 | 93_bike_sale_miles_mower | 
| 94 | postscript - ghostscript - ghostview - pageview - files | 39 | 94_postscript_ghostscript_ghostview_pageview | 
| 95 | candida - yeast - noring - systemic - infections | 39 | 95_candida_yeast_noring_systemic | 
| 96 | card - p9000 - orchid - weitek - vlb | 39 | 96_card_p9000_orchid_weitek | 
| 97 | jews - israel - arabs - land - arab | 38 | 97_jews_israel_arabs_land | 
| 98 | radiosity - pov - raytracing - ray - amann | 38 | 98_radiosity_pov_raytracing_ray | 
| 99 | oil - drain - changing - ohio - magnus | 38 | 99_oil_drain_changing_ohio | 
| 100 | scope - scopes - oscilloscope - fluke - meter | 38 | 100_scope_scopes_oscilloscope_fluke | 
| 101 | faith - god - exist - proof - burden | 37 | 101_faith_god_exist_proof | 
| 102 | sox - rbi - games - game - win | 37 | 102_sox_rbi_games_game | 
| 103 | greek - greece - greeks - turkish - turks | 37 | 103_greek_greece_greeks_turkish | 
| 104 | science - methodology - sas - fulk - lady | 37 | 104_science_methodology_sas_fulk | 
| 105 | hockey - nhl - team - league - stars | 37 | 105_hockey_nhl_team_league | 
| 106 | koresh - fbi - compound - fire - cult | 37 | 106_koresh_fbi_compound_fire | 
| 107 | lens - camera - rupin - dang - goldberg | 37 | 107_lens_camera_rupin_dang | 
| 108 | xv - escaped - g3states - endif - define | 37 | 108_xv_escaped_g3states_endif | 
| 109 | mormons - jews - lds - sword - brigham | 36 | 109_mormons_jews_lds_sword | 
| 110 | resurrection - jesus - tomb - rise - luke | 36 | 110_resurrection_jesus_tomb_rise | 
| 111 | monitors - hours - nevai - day - monitor | 36 | 111_monitors_hours_nevai_day | 
| 112 | window - dialog - widget - xlib - application | 36 | 112_window_dialog_widget_xlib | 
| 113 | arrogance - truth - christians - arrogant - darren | 36 | 113_arrogance_truth_christians_arrogant | 
| 114 | gas - tear - unb - cs - jupiter | 36 | 114_gas_tear_unb_cs | 
| 115 | winfield - mattingly - peak - henderson - robinson | 35 | 115_winfield_mattingly_peak_henderson | 
| 116 | escrow - key - agencies - aclu - branch | 35 | 116_escrow_key_agencies_aclu | 
| 117 | judas - tyre - prophecy - prophecies - decenso | 35 | 117_judas_tyre_prophecy_prophecies | 
| 118 | image - processing - plplot - tools - analysis | 35 | 118_image_processing_plplot_tools | 
| 119 | eisa - isa - bus - vlb - motherboard | 35 | 119_eisa_isa_bus_vlb | 
| 120 | clipper - phone - phones - key - escrow | 35 | 120_clipper_phone_phones_key | 
| 121 | morris - team - jays - clemens - viola | 35 | 121_morris_team_jays_clemens | 
| 122 | space - moscow - shuttle - spaceflight - term | 34 | 122_space_moscow_shuttle_spaceflight | 
| 123 | hotel - voucher - ticket - hiram - airline | 34 | 123_hotel_voucher_ticket_hiram | 
| 124 | paint - wax - scratches - plastic - lisa | 34 | 124_paint_wax_scratches_plastic | 
| 125 | zeos - gateway - 486 - monitor - murthy | 34 | 125_zeos_gateway_486_monitor | 
| 126 | space - advertising - marketing - sky - billboard | 34 | 126_space_advertising_marketing_sky | 
| 127 | gopher - search - ftp - sites - exhibit | 34 | 127_gopher_search_ftp_sites | 
| 128 | 0d - _o - cx - c_ - 145 | 34 | 128_0d__o_cx_c_ | 
| 129 | gtoal - celp - speech - compression - toal | 33 | 129_gtoal_celp_speech_compression | 
| 130 | air - freon - aftermarket - behanna - r12 | 33 | 130_air_freon_aftermarket_behanna | 
| 131 | 3do - quicktime - ricardo - playback - mcmains | 33 | 131_3do_quicktime_ricardo_playback | 
| 132 | v4 - v6 - v8 - v12 - cdac | 33 | 132_v4_v6_v8_v12 | 
| 133 | font - fonts - character - truetype - windows | 33 | 133_font_fonts_character_truetype | 
| 134 | insurance - car - fault - rates - deductible | 32 | 134_insurance_car_fault_rates | 
| 135 | drivers - driver - card - jmarttila - actix | 32 | 135_drivers_driver_card_jmarttila | 
| 136 | tempest - holland - northeastern - utsa - cam | 32 | 136_tempest_holland_northeastern_utsa | 
| 137 | mustang - ford - camaro - howell - car | 32 | 137_mustang_ford_camaro_howell | 
| 138 | com4 - modem - com3 - port - 16550 | 31 | 138_com4_modem_com3_port | 
| 139 | deskjet - bubblejet - ink - printers - printer | 31 | 139_deskjet_bubblejet_ink_printers | 
| 140 | expose - window - event - buzz - main_win | 31 | 140_expose_window_event_buzz | 
| 141 | europeans - nhl - rauser - players - european | 31 | 141_europeans_nhl_rauser_players | 
| 142 | anonymous - privacy - anonymity - eff - internet | 31 | 142_anonymous_privacy_anonymity_eff | 
| 143 | vs - winner - bos - cal - chi | 31 | 143_vs_winner_bos_cal | 
| 144 | random - key - passwords - fifth - security | 31 | 144_random_key_passwords_fifth | 
| 145 | doctor - clinic - med - hoss - medicine | 31 | 145_doctor_clinic_med_hoss | 
| 146 | dc - shuttle - sdio - ssto - flight | 31 | 146_dc_shuttle_sdio_ssto | 
| 147 | split - newsgroup - cdrom - comp - graphics | 30 | 147_split_newsgroup_cdrom_comp | 
| 148 | nsa - cryptosystems - nea - paranoia - encryption | 30 | 148_nsa_cryptosystems_nea_paranoia | 
| 149 | colormap - visual - color - colormaps - dpy | 30 | 149_colormap_visual_color_colormaps | 
| 150 | jesus - brian - life - sandvik - kendig | 30 | 150_jesus_brian_life_sandvik | 
| 151 | atheism - asimov - timmons - alt - bake | 30 | 151_atheism_asimov_timmons_alt | 
| 152 | monitor - vga - monitors - lc - svga | 30 | 152_monitor_vga_monitors_lc | 
| 153 | eye - dominance - prk - handedness - rk | 29 | 153_eye_dominance_prk_handedness | 
| 154 | clinton - administration - qualcomm - tapped - drug | 29 | 154_clinton_administration_qualcomm_tapped | 
| 155 | fpu - c650 - coprocessor - 040 - 650 | 29 | 155_fpu_c650_coprocessor_040 | 
| 156 | cherry - coach - hockey - don - gilmour | 29 | 156_cherry_coach_hockey_don | 
| 157 | baptism - sin - aaron - baptized - infants | 29 | 157_baptism_sin_aaron_baptized | 
| 158 | car - dealer - price - sps - blue | 28 | 158_car_dealer_price_sps | 
| 159 | ir - dres - dnd - detector - detection | 28 | 159_ir_dres_dnd_detector | 
| 160 | rosicrucian - order - ch981 - amorc - tony | 28 | 160_rosicrucian_order_ch981_amorc | 
| 161 | health - tobacco - cesarean - cancer - smokeless | 28 | 161_health_tobacco_cesarean_cancer | 
| 162 | nt - windows - chicogo - os - rajiev | 28 | 162_nt_windows_chicogo_os | 
| 163 | king - kyle - adjective - nc - cramm | 28 | 163_king_kyle_adjective_nc | 
| 164 | muslims - serbs - croats - muslim - bosnian | 28 | 164_muslims_serbs_croats_muslim | 
| 165 | torre - hitter - gilkey - lankford - manager | 27 | 165_torre_hitter_gilkey_lankford | 
| 166 | bit - 24 - deniaud - bits - images | 27 | 166_bit_24_deniaud_bits | 
| 167 | dwi - infante - driving - drunk - speedy | 27 | 167_dwi_infante_driving_drunk | 
| 168 | xdm - server - login - graphic_display - error | 27 | 168_xdm_server_login_graphic_display | 
| 169 | 92 - hiv - aids - needles - 12 | 27 | 169_92_hiv_aids_needles | 
| 170 | diamond - stealth - drivers - card - speedstar | 27 | 170_diamond_stealth_drivers_card | 
| 171 | lopez - catchers - olson - braves - players | 27 | 171_lopez_catchers_olson_braves | 
| 172 | books - 02106 - 00 - chemistry - udel | 27 | 172_books_02106_00_chemistry | 
| 173 | duo - dock - apple - 230 - bredell | 27 | 173_duo_dock_apple_230 | 
| 174 | cable - antenna - tv - td - antennas | 27 | 174_cable_antenna_tv_td | 
| 175 | stadium - baseball - oswego - shea - mets | 26 | 175_stadium_baseball_oswego_shea | 
| 176 | images - image - geosphere - earth - unocal | 26 | 176_images_image_geosphere_earth | 
| 177 | sci - space - prado - henry - permanet | 26 | 177_sci_space_prado_henry | 
| 178 | peace - israel - palestinian - palestinians - talks | 26 | 178_peace_israel_palestinian_palestinians | 
| 179 | speed - x86 - 040 - 68040 - 680x0 | 26 | 179_speed_x86_040_68040 | 
| 180 | adcom - amp - amps - sound - microphone | 26 | 180_adcom_amp_amps_sound | 
| 181 | ati - ultra - drivers - gateway - 1280x1024 | 26 | 181_ati_ultra_drivers_gateway | 
| 182 | clipper - screw - chip - encryption - initiative | 26 | 182_clipper_screw_chip_encryption | 
| 183 | analog - seema - converter - hannover - 4066 | 26 | 183_analog_seema_converter_hannover | 
| 184 | mask - goalie - gtd597a - votes - hrivnak | 26 | 184_mask_goalie_gtd597a_votes | 
| 185 | 130 - rush - fast - lane - roads | 25 | 185_130_rush_fast_lane | 
| 186 | ashok - biochemistry - winqvt - kuleuven - liris | 25 | 186_ashok_biochemistry_winqvt_kuleuven | 
| 187 | room - summer - sublet - jhuvm - kitchen | 25 | 187_room_summer_sublet_jhuvm | 
| 188 | war - gulf - hussein - bombing - iraqi | 25 | 188_war_gulf_hussein_bombing | 
| 189 | ulf - erau - player - huot - shot | 25 | 189_ulf_erau_player_huot | 
| 190 | window - manager - xsizehints - bading - position | 25 | 190_window_manager_xsizehints_bading | 
| 191 | henrik - armenia - bm - planes - armenians | 25 | 191_henrik_armenia_bm_planes | 
| 192 | crypt - key - cryptography - des - ciphers | 25 | 192_crypt_key_cryptography_des | 
| 193 | amd - cyrix - 486dx2 - 486 - mhz | 25 | 193_amd_cyrix_486dx2_486 | 
| 194 | midi - sound - blaster - speaker - driver | 25 | 194_midi_sound_blaster_speaker | 
| 195 | mode - vga - tiang - svga - modes | 25 | 195_mode_vga_tiang_svga | 
| 196 | accelerations - acceleration - breathing - 45g - deaddio | 25 | 196_accelerations_acceleration_breathing_45g | 
| 197 | wire - wiring - ground - neutral - outlets | 24 | 197_wire_wiring_ground_neutral | 
| 198 | pain - bone - almanac - rib - massager | 24 | 198_pain_bone_almanac_rib | 
| 199 | reno - janet - madman - children - she | 24 | 199_reno_janet_madman_children | 
| 200 | barbecued - carcinogenic - meat - foods - risk | 24 | 200_barbecued_carcinogenic_meat_foods | 
| 201 | cmos - beeps - chimes - memory - error | 24 | 201_cmos_beeps_chimes_memory | 
| 202 | crohn - diet - ibd - inflammation - eat | 24 | 202_crohn_diet_ibd_inflammation | 
| 203 | wave - bikers - waved - cage - waving | 24 | 203_wave_bikers_waved_cage | 
| 204 | batf - warrant - knock - hallam - police | 24 | 204_batf_warrant_knock_hallam | 
| 205 | hacker - ethic - computer - hackers - programming | 23 | 205_hacker_ethic_computer_hackers | 
| 206 | mouse - motion - jumpy - smoothly - jump | 23 | 206_mouse_motion_jumpy_smoothly | 
| 207 | comet - jupiter - gehrels - sq - baalke | 23 | 207_comet_jupiter_gehrels_sq | 
| 208 | machines - precision - comments - contact - version | 23 | 208_machines_precision_comments_contact | 
| 209 | cosmo - angmar - alfalfa - pro - tsk | 23 | 209_cosmo_angmar_alfalfa_pro | 
| 210 | scsi - quadra - nodine - mac - cartridge | 23 | 210_scsi_quadra_nodine_mac | 
| 211 | adl - bullock - gerard - francisco - arens | 23 | 211_adl_bullock_gerard_francisco | 
| 212 | pgp - rsa - cryptography - code - patents | 23 | 212_pgp_rsa_cryptography_code | 
| 213 | koresh - sbc - backing - utarlg - enclosed | 23 | 213_koresh_sbc_backing_utarlg | 
| 214 | solvent - adhesive - duct - ruck - tape | 23 | 214_solvent_adhesive_duct_ruck | 
| 215 | command - spacecraft - galileo - baalke - timer | 23 | 215_command_spacecraft_galileo_baalke | 
| 216 | skin - dry - vaseline - rutin - acne | 23 | 216_skin_dry_vaseline_rutin | 
| 217 | gaza - gazans - ghetto - israeli - jews | 23 | 217_gaza_gazans_ghetto_israeli | 
| 218 | 03 - 02 - 04 - 01 - 05 | 22 | 218_03_02_04_01 | 
| 219 | ra - mormon - lds - bible - jesus | 22 | 219_ra_mormon_lds_bible | 
| 220 | abortion - child - fetus - margoli - abortions | 22 | 220_abortion_child_fetus_margoli | 
| 221 | 00 - wolverine - 1st - comics - hulk | 22 | 221_00_wolverine_1st_comics | 
| 222 | mac - 32 - os - stuffit - 800 | 22 | 222_mac_32_os_stuffit | 
| 223 | lyme - disease - fever - ld - infectious | 22 | 223_lyme_disease_fever_ld | 
| 224 | cobb - moral - morality - alexia - lis | 22 | 224_cobb_moral_morality_alexia | 
| 225 | sphere - den - p3 - p1 - p2 | 22 | 225_sphere_den_p3_p1 | 
| 226 | xputimage - shared - server - memory - animation | 22 | 226_xputimage_shared_server_memory | 
| 227 | rgb - luminosity - hue - red - green | 21 | 227_rgb_luminosity_hue_red | 
| 228 | pillion - riding - advice - passenger - ride | 21 | 228_pillion_riding_advice_passenger | 
| 229 | mouse - stuttgart - windows - driver - kasajian | 21 | 229_mouse_stuttgart_windows_driver | 
| 230 | gant - hirschbeck - umpire - strike - cox | 21 | 230_gant_hirschbeck_umpire_strike | 
| 231 | cursor - xterm - blinking - taylor - emu | 21 | 231_cursor_xterm_blinking_taylor | 
| 232 | tickets - 05pm - 35pm - june - ticket | 21 | 232_tickets_05pm_35pm_june | 
| 233 | ham - surges - alternator - interference - power | 21 | 233_ham_surges_alternator_interference | 
| 234 | marriage - married - ceremony - eyes - marry | 21 | 234_marriage_married_ceremony_eyes | 
| 235 | moa - bmw - rider - cactus - bmwmoa | 21 | 235_moa_bmw_rider_cactus | 
| 236 | number - phone - umass - ecs - line | 21 | 236_number_phone_umass_ecs | 
| 237 | bible - text - translations - texts - septuagint | 21 | 237_bible_text_translations_texts | 
| 238 | cop - officers - lmsc - lockheed - police | 21 | 238_cop_officers_lmsc_lockheed | 
| 239 | dxf - iff - format - autocad - pei | 20 | 239_dxf_iff_format_autocad | 
| 240 | roger - maynard - names - letter - laurentian | 20 | 240_roger_maynard_names_letter | 
| 241 | atheism - sapienza - atheists - fil - alt | 20 | 241_atheism_sapienza_atheists_fil | 
| 242 | video - verity - hdtv - compariators - input | 20 | 242_video_verity_hdtv_compariators | 
| 243 | yassin - deir - irgun - dir - village | 20 | 243_yassin_deir_irgun_dir | 
| 244 | god - predestination - saved - evil - grace | 20 | 244_god_predestination_saved_evil | 
| 245 | dialing - phones - tone - hugo - sweden | 20 | 245_dialing_phones_tone_hugo | 
| 246 | irq - interrupt - soundblaster - port - lpt1 | 20 | 246_irq_interrupt_soundblaster_port | 
| 247 | tongues - language - tounges - languages - koberg | 20 | 247_tongues_language_tounges_languages | 
| 248 | jsn104 - psuvm - hell - psu - damnation | 20 | 248_jsn104_psuvm_hell_psu | 
| 249 | chain - wax - behanna - maxima - cookson | 20 | 249_chain_wax_behanna_maxima | 
| 250 | bus - dx2 - 50mhz - dx - dx50 | 19 | 250_bus_dx2_50mhz_dx | 
| 251 | islamic - bcci - bank - jaeger - gregg | 19 | 251_islamic_bcci_bank_jaeger | 
| 252 | performa - lciii - iici - lc - pnet16 | 19 | 252_performa_lciii_iici_lc | 
| 253 | list - requests - bmw - request - mailing | 19 | 253_list_requests_bmw_request | 
| 254 | logo - rle - vgalogo - startup - lgo | 19 | 254_logo_rle_vgalogo_startup | 
| 255 | kidney - stones - calcium - she - stone | 19 | 255_kidney_stones_calcium_she | 
| 256 | phillies - phils - braves - wins - division | 19 | 256_phillies_phils_braves_wins | 
| 257 | monitor - lcd - screen - display - jiggles | 19 | 257_monitor_lcd_screen_display | 
| 258 | women - bobby - men - islamic - mozumder | 19 | 258_women_bobby_men_islamic | 
| 259 | ax - max - g9v - b8f - a86 | 19 | 259_ax_max_g9v_b8f | 
| 260 | koresh - mathew - bittrolff - david - risen | 19 | 260_koresh_mathew_bittrolff_david | 
| 261 | biggest - disappointment - smale - mvp - surprise | 19 | 261_biggest_disappointment_smale_mvp | 
| 262 | batf - oldham - blast - fokes - compound | 19 | 262_batf_oldham_blast_fokes | 
| 263 | sabbath - law - worship - paul - ceremonial | 19 | 263_sabbath_law_worship_paul | 
| 264 | joystick - joysticks - arcade - port - int15h | 19 | 264_joystick_joysticks_arcade_port | 
| 265 | captain - traded - captains - striped - resigned | 18 | 265_captain_traded_captains_striped | 
| 266 | mjm - fm - circuits - mixer - fsk | 18 | 266_mjm_fm_circuits_mixer | 
| 267 | cooling - towers - nuclear - plants - water | 18 | 267_cooling_towers_nuclear_plants | 
| 268 | she - were - her - apartment - they | 18 | 268_she_were_her_apartment | 
| 269 | pens - caps - eos - penguins - cdkaupan | 18 | 269_pens_caps_eos_penguins | 
| 270 | toyota - cruiser - suv - 4runner - cisco | 18 | 270_toyota_cruiser_suv_4runner | 
| 271 | love - god - dps - kodak - logic | 18 | 271_love_god_dps_kodak | 
| 272 | w4wg - network - workgroups - windows - lastdrive | 18 | 272_w4wg_network_workgroups_windows | 
| 273 | ticket - cop - speeding - chp - plates | 18 | 273_ticket_cop_speeding_chp | 
| 274 | lobby - sammons - ns111310 - colostate - letter | 18 | 274_lobby_sammons_ns111310_colostate | 
| 275 | ndw - spss - norton - ini - desktop | 18 | 275_ndw_spss_norton_ini | 
| 276 | uio - ifi - thomasp - parsli - quisling | 18 | 276_uio_ifi_thomasp_parsli | 
| 277 | motherboard - 386 - halcyon - 386dx - ruggiero | 18 | 277_motherboard_386_halcyon_386dx | 
| 278 | monitor - video - 610 - colors - screen | 18 | 278_monitor_video_610_colors | 
| 279 | oil - wd - 20w50 - 10w40 - militech | 18 | 279_oil_wd_20w50_10w40 | 
| 280 | printer - postscript - laser - laserjet - print | 18 | 280_printer_postscript_laser_laserjet | 
| 281 | probe - ford - car - newman - gt | 17 | 281_probe_ford_car_newman | 
| 282 | geico - insurance - davew - wonnacott - claim | 17 | 282_geico_insurance_davew_wonnacott | 
| 283 | 42 - tiff - philosophical - significance - joachim | 17 | 283_42_tiff_philosophical_significance | 
| 284 | omen - weight - fat - wa7kgx - forsberg | 17 | 284_omen_weight_fat_wa7kgx | 
| 285 | workspace - manager - managers - zip - workspaces | 17 | 285_workspace_manager_managers_zip | 
| 286 | fourd - vinge - vernor - 0565 - _the | 17 | 286_fourd_vinge_vernor_0565 | 
| 287 | mithras - pegasus - cunyvm - uoregon - magick | 17 | 287_mithras_pegasus_cunyvm_uoregon | 
| 288 | printer - adisak - pochanayon - pin - dot | 17 | 288_printer_adisak_pochanayon_pin | 
| 289 | gainey - bob - player - gilmour - maynard | 16 | 289_gainey_bob_player_gilmour | 
| 290 | adobe - photoshop - photo - platforms - shop | 16 | 290_adobe_photoshop_photo_platforms | 
| 291 | tank - tankbag - zipper - fj1100 - bgardner | 16 | 291_tank_tankbag_zipper_fj1100 | 
| 292 | disks - mac - 800k - binkley - 44mb | 16 | 292_disks_mac_800k_binkley | 
| 293 | graphics - pub - 128 - ray - rayshade | 16 | 293_graphics_pub_128_ray | 
| 294 | nubus - pds - lc - slot - marvin | 16 | 294_nubus_pds_lc_slot | 
| 295 | odometer - mileage - odometers - dealer - speedo | 16 | 295_odometer_mileage_odometers_dealer | 
| 296 | s1 - s2 - serial - key - unit | 16 | 296_s1_s2_serial_key | 
| 297 | lehigh - car - sports - ns1 - cars | 16 | 297_lehigh_car_sports_ns1 | 
| 298 | kjell - driver - hut - printer - backgrounder | 16 | 298_kjell_driver_hut_printer | 
| 299 | weapons - militia - weapon - foxvog - destruction | 16 | 299_weapons_militia_weapon_foxvog | 
| 300 | corn - seizures - paulson - seizure - cereals | 16 | 300_corn_seizures_paulson_seizure | 
| 301 | jagr - francis - minus - player - uvic | 16 | 301_jagr_francis_minus_player | 
| 302 | ingres - garrett - nixon - cambodia - tantrums | 16 | 302_ingres_garrett_nixon_cambodia | 
| 303 | 8051 - oscar - mont - 68hc16 - speth | 16 | 303_8051_oscar_mont_68hc16 | 
| 304 | tie - breaker - devils - islanders - record | 16 | 304_tie_breaker_devils_islanders | 
| 305 | motto - keith - caltech - pompous - schneider | 16 | 305_motto_keith_caltech_pompous | 
| 306 | ear - ears - ringing - earwax - vida | 16 | 306_ear_ears_ringing_earwax | 
| 307 | saturn - dealer - profit - sl2 - sc2 | 16 | 307_saturn_dealer_profit_sl2 | 
| 308 | tires - tire - fluids - abs - dot | 16 | 308_tires_tire_fluids_abs | 
| 309 | software - level - wingert - shuttle - process | 16 | 309_software_level_wingert_shuttle | 
| 310 | network - localtalk - ethernet - macs - appletalk | 16 | 310_network_localtalk_ethernet_macs | 
| 311 | mailing - list - bait - detweiler - rdetweil | 16 | 311_mailing_list_bait_detweiler | 
| 312 | satan - heaven - kicked - tyre - thou | 16 | 312_satan_heaven_kicked_tyre | 
| 313 | wip - sports - wfan - eagles - lupica | 15 | 313_wip_sports_wfan_eagles | 
| 314 | silence - moment - prayer - eeb1 - opposing | 15 | 314_silence_moment_prayer_eeb1 | 
| 315 | octopus - detroit - ice - hammerl - octopi | 15 | 315_octopus_detroit_ice_hammerl | 
| 316 | selective - borden - pork - service - abolish | 15 | 316_selective_borden_pork_service | 
| 317 | gajarsky - yogi - njin - stark - pilot | 15 | 317_gajarsky_yogi_njin_stark | 
| 318 | car - safety - centerline - saftey - collisions | 15 | 318_car_safety_centerline_saftey | 
| 319 | orion - film - prototype - henry - goltz | 15 | 319_orion_film_prototype_henry | 
| 320 | print - printer - file - claebaur - notepad | 15 | 320_print_printer_file_claebaur | 
| 321 | dod - denizens - kotl - doom - muck | 15 | 321_dod_denizens_kotl_doom | 
| 322 | display - remote - bielefeld - uphya001 - chooser | 15 | 322_display_remote_bielefeld_uphya001 | 
| 323 | spacecraft - funding - cuts - calpoly - digex | 15 | 323_spacecraft_funding_cuts_calpoly | 
| 324 | diesel - diesels - emissions - fuel - particulate | 15 | 324_diesel_diesels_emissions_fuel | 
| 325 | uva - partying - virginia - schools - beyer | 15 | 325_uva_partying_virginia_schools | 
| 326 | floptical - syquest - floppy - drives - floppies | 15 | 326_floptical_syquest_floppy_drives | 
| 327 | placebo - gr - roth - medicine - ron | 15 | 327_placebo_gr_roth_medicine | 
| 328 | canon - books - scripture - sirach - deuterocanonicals | 15 | 328_canon_books_scripture_sirach | 
| 329 | eliot - flat - boxer - 180 - v12 | 15 | 329_eliot_flat_boxer_180 | 
| 330 | firearms - smuggle - pound - guns - ban | 15 | 330_firearms_smuggle_pound_guns | 
| 331 | paradox - borland - quicken - sql - access | 15 | 331_paradox_borland_quicken_sql | 
| 332 | gun - buy - guns - stolen - buyback | 15 | 332_gun_buy_guns_stolen | 
| 333 | uranium - plutonium - nuclear - ryukoku - mccall | 15 | 333_uranium_plutonium_nuclear_ryukoku | 
| 334 | mosques - mosque - jerusalem - eggertj - jake | 15 | 334_mosques_mosque_jerusalem_eggertj | 
| 335 | clock - mhz - quadra - oscillator - centris | 15 | 335_clock_mhz_quadra_oscillator | 
| 336 | nixon - sternlight - mbeckman - crypto - strnlght | 15 | 336_nixon_sternlight_mbeckman_crypto | 
| 337 | african - workers - blacks - employees - crime | 15 | 337_african_workers_blacks_employees | 
| 338 | candida - vitamin - quack - pms - bloom | 14 | 338_candida_vitamin_quack_pms | 
| 339 | pluto - mission - alaska - probes - aurora | 14 | 339_pluto_mission_alaska_probes | 
| 340 | sabbath - salaris - black - lyrics - hell_2 | 14 | 340_sabbath_salaris_black_lyrics | 
| 341 | cd - rom - cdrom - adaptec - 3401 | 14 | 341_cd_rom_cdrom_adaptec | 
| 342 | fire - davidians - atf - fbi - napalm | 14 | 342_fire_davidians_atf_fbi | 
| 343 | drink - drinking - riding - ride - pnakada | 14 | 343_drink_drinking_riding_ride | 
| 344 | kubey - walks - obp - sac - hit | 14 | 344_kubey_walks_obp_sac | 
| 345 | cache - iisi - powercache - card - fpu | 14 | 345_cache_iisi_powercache_card | 
| 346 | murray - gm - quinn - vela - oakland | 14 | 346_murray_gm_quinn_vela | 
| 347 | simms - 256k - jh - cciw - csx | 14 | 347_simms_256k_jh_cciw | 
| 348 | 610 - centris - c610 - flaky - problems | 14 | 348_610_centris_c610_flaky | 
| 349 | cview - temp - moscom - zenkar - urc | 14 | 349_cview_temp_moscom_zenkar | 
| 350 | mhz - operational - clock - cpu - iisi | 14 | 350_mhz_operational_clock_cpu | 
| 351 | lock - locks - cobra - kryptonite - cable | 14 | 351_lock_locks_cobra_kryptonite | 
| 352 | wave - riceburner - squids - icomsim - squid | 14 | 352_wave_riceburner_squids_icomsim | 
| 353 | alarm - viper - alarms - sensor - car | 14 | 353_alarm_viper_alarms_sensor | 
| 354 | cubs - america - team - braves - talent | 14 | 354_cubs_america_team_braves | 
| 355 | pope - schism - church - catholic - sspx | 14 | 355_pope_schism_church_catholic | 
| 356 | christian - definition - christianity - jesus - christ | 14 | 356_christian_definition_christianity_jesus | 
| 357 | bonds - williams - batting - giants - punjabi | 14 | 357_bonds_williams_batting_giants | 
| 358 | bryce - arches - touring - dayton - fatcity | 14 | 358_bryce_arches_touring_dayton | 
| 359 | sound - stereo - channel - quadra - microphone | 14 | 359_sound_stereo_channel_quadra | 
| 360 | mormon - ceremonies - temple - temples - eusebius | 14 | 360_mormon_ceremonies_temple_temples | 
| 361 | reincarnation - elijah - karma - palo - gerry | 13 | 361_reincarnation_elijah_karma_palo | 
| 362 | fractal - fractals - compression - jr0930 - auckland | 13 | 362_fractal_fractals_compression_jr0930 | 
| 363 | marriage - marry - mormon - eternal - parents | 13 | 363_marriage_marry_mormon_eternal | 
| 364 | homeruns - boell - hit - hpcc01 - field | 13 | 364_homeruns_boell_hit_hpcc01 | 
| 365 | tv - flyback - exploding - prasad - emerson | 13 | 365_tv_flyback_exploding_prasad | 
| 366 | key - clarinet - tap - brad - proposal | 13 | 366_key_clarinet_tap_brad | 
| 367 | costly - memorial - museum - holocaust - techbook | 13 | 367_costly_memorial_museum_holocaust | 
| 368 | atm - fonts - tt - font - truetype | 13 | 368_atm_fonts_tt_font | 
| 369 | solder - boards - mask - green - silver | 13 | 369_solder_boards_mask_green | 
| 370 | temperature - henry - interstellar - sky - radiation | 13 | 370_temperature_henry_interstellar_sky | 
| 371 | answerfax - harris - rrrrr - select - wwerner | 13 | 371_answerfax_harris_rrrrr_select | 
| 372 | sale - suresh - mattress - table - rajaram | 13 | 372_sale_suresh_mattress_table | 
| 373 | handling - ntuvax - ntu - ba7116326 - handson | 13 | 373_handling_ntuvax_ntu_ba7116326 | 
| 374 | negev - bedouin - river - water - nysernet | 13 | 374_negev_bedouin_river_water | 
| 375 | cults - cult - muttiah - religions - religion | 13 | 375_cults_cult_muttiah_religions | 
| 376 | faith - saved - romans - lukewarm - deeds | 13 | 376_faith_saved_romans_lukewarm | 
| 377 | rh - liar - lunatic - he - bissell | 13 | 377_rh_liar_lunatic_he | 
| 378 | uart - 16550 - n5ial - uarts - modems | 13 | 378_uart_16550_n5ial_uarts | 
| 379 | rens - overreacting - dgbt - tapped - doc | 13 | 379_rens_overreacting_dgbt_tapped | 
| 380 | bible - language - commentary - christian - church | 13 | 380_bible_language_commentary_christian | 
| 381 | xclrp - mydisplay - palette_colors - drawindex - draw | 13 | 381_xclrp_mydisplay_palette_colors_drawindex | 
| 382 | oilers - pocklington - edmonton - northlands - yadallee | 13 | 382_oilers_pocklington_edmonton_northlands | 
| 383 | clinton - clipper - bush - rwing - pat | 13 | 383_clinton_clipper_bush_rwing | 
| 384 | easter - resurrection - celebration - pagan - goddess | 13 | 384_easter_resurrection_celebration_pagan | 
| 385 | ampere - amp - db - ohmite - company | 13 | 385_ampere_amp_db_ohmite | 
| 386 | logistician - 77 - wpi - ching - borque | 13 | 386_logistician_77_wpi_ching | 
| 387 | vram - simms - quadra - 512k - slots | 13 | 387_vram_simms_quadra_512k | 
| 388 | sin - hate - sinner - love - scott | 13 | 388_sin_hate_sinner_love | 
| 389 | prayers - jesus - prayer - jayne - husband | 12 | 389_prayers_jesus_prayer_jayne | 
| 390 | eridan - er1 - chuvashia - su - equip | 12 | 390_eridan_er1_chuvashia_su | 
| 391 | context - jim - joslin - meritt - mwunix | 12 | 391_context_jim_joslin_meritt | 
| 392 | mr2 - engine - eliot - noisy - shafts | 12 | 392_mr2_engine_eliot_noisy | 
| 393 | habitable - planets - atmosphere - oxygen - everest | 12 | 393_habitable_planets_atmosphere_oxygen | 
| 394 | sho - taurus - car - shifter - gk | 12 | 394_sho_taurus_car_shifter | 
| 395 | hall - fame - kingman - winfield - garvey | 12 | 395_hall_fame_kingman_winfield | 
| 396 | date - clock - dos - menu - stuck | 12 | 396_date_clock_dos_menu | 
| 397 | cd300i - umcc - apple - cdrom - cd | 12 | 397_cd300i_umcc_apple_cdrom | 
| 398 | beast - 666 - boylan - profile - usr | 12 | 398_beast_666_boylan_profile | 
| 399 | printer - imagewriter - appletalk - laserwriter - uchile | 12 | 399_printer_imagewriter_appletalk_laserwriter | 
| 400 | mpeg - quicktime - avi - melbourne - gregory | 12 | 400_mpeg_quicktime_avi_melbourne | 
| 401 | zarathushtra - magi - josephus - jesus - iranian | 12 | 401_zarathushtra_magi_josephus_jesus | 
| 402 | movies - bikes - csundh30 - cassidy - ursa | 12 | 402_movies_bikes_csundh30_cassidy | 
| 403 | satan - evil - lucifer - god - free | 12 | 403_satan_evil_lucifer_god | 
| 404 | solar - sail - sails - auburn - node | 12 | 404_solar_sail_sails_auburn | 
| 405 | limbaugh - rush - nlns - hitler - sahl | 12 | 405_limbaugh_rush_nlns_hitler | 
| 406 | warranty - techworks - credit - thacker - comtrade | 12 | 406_warranty_techworks_credit_thacker | 
| 407 | hiram - vhs - dk - kou - koutd | 12 | 407_hiram_vhs_dk_kou | 
| 408 | qur - koran - monash - bucaille - holy | 12 | 408_qur_koran_monash_bucaille | 
| 409 | bike - shipping - manish - ups - ship | 12 | 409_bike_shipping_manish_ups | 
| 410 | uniforms - marlins - lloyd - reds - mets | 12 | 410_uniforms_marlins_lloyd_reds | 
| 411 | rle - tga - povray - tmp - pov | 12 | 411_rle_tga_povray_tmp | 
| 412 | sunset - sunrise - drexel - cbis - rouben | 12 | 412_sunset_sunrise_drexel_cbis | 
| 413 | virtual - mfltd - sts - reality - vr | 11 | 413_virtual_mfltd_sts_reality | 
| 414 | ether - twist - mcaloon - dmcaloon - planets | 11 | 414_ether_twist_mcaloon_dmcaloon | 
| 415 | witnesses - trial - gm - new - judge | 11 | 415_witnesses_trial_gm_new | 
| 416 | disk - bios - drives - floppy - drive | 11 | 416_disk_bios_drives_floppy | 
| 417 | hook - phone - led - ring - hok | 11 | 417_hook_phone_led_ring | 
| 418 | pif - batch - bat - windows - environment | 11 | 418_pif_batch_bat_windows | 
| 419 | opel - manta - kadett - uiuc - gibbonsa | 11 | 419_opel_manta_kadett_uiuc | 
| 420 | winbench - winmarks - balog - diamond - stealth | 11 | 420_winbench_winmarks_balog_diamond | 
| 421 | iran - gulf - iranian - uae - iraq | 11 | 421_iran_gulf_iranian_uae | 
| 422 | voltage - current - supply - 12v - rooi | 11 | 422_voltage_current_supply_12v | 
| 423 | wrench - srb - thiokol - pliers - tool | 11 | 423_wrench_srb_thiokol_pliers | 
| 424 | xv - 24bit - image - 8bit - lilley | 11 | 424_xv_24bit_image_8bit | 
| 425 | baptists - trincoll - banging - sociopaths - marrying | 11 | 425_baptists_trincoll_banging_sociopaths | 
| 426 | jb - diabetes - ron - roth - anello | 11 | 426_jb_diabetes_ron_roth | 
| 427 | jesus - commandments - god - law - commandment | 11 | 427_jesus_commandments_god_law | 
| 428 | hitler - nazis - roehm - chancellor - nazi | 11 | 428_hitler_nazis_roehm_chancellor | 
| 429 | freemasonry - masonry - masonic - baptist - southern | 11 | 429_freemasonry_masonry_masonic_baptist | 
| 430 | cd300 - bauer - cd - multisession - toshiba | 11 | 430_cd300_bauer_cd_multisession | 
| 431 | x11r5 - xsun - o_rdonly - fonts - 0666 | 11 | 431_x11r5_xsun_o_rdonly_fonts | 
| 432 | controller - ide - bus - fdd - sec | 11 | 432_controller_ide_bus_fdd | 
| 433 | gusto - heart - cardiac - uts - pvc | 11 | 433_gusto_heart_cardiac_uts | 
| 434 | licensed - 2a42dubinski - carlos - change - hex | 11 | 434_licensed_2a42dubinski_carlos_change | 
| 435 | convertible - wife - targa - wants - car | 11 | 435_convertible_wife_targa_wants | 
| 436 | scores - posts - savoy - brock - hernandez | 11 | 436_scores_posts_savoy_brock | 
| 437 | lcd - malouf - monitor - damico - projector | 10 | 437_lcd_malouf_monitor_damico | 
| 438 | dtr - rts - dsr - cts - dce | 10 | 438_dtr_rts_dsr_cts | 
| 439 | 2600 - atari - tia - 5200 - 4k | 10 | 439_2600_atari_tia_5200 | 
| 440 | rs232 - ttl - ka3uww - loopback - ic | 10 | 440_rs232_ttl_ka3uww_loopback | 
| 441 | contradictions - medtronic - archer - skiba - biblical | 10 | 441_contradictions_medtronic_archer_skiba | 
| 442 | princeton - fester - black - roger - lazy | 10 | 442_princeton_fester_black_roger | 
| 443 | wordbasic - filenames - format - file - word | 10 | 443_wordbasic_filenames_format_file |
  
</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
