metadata
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
bertopic_newsgroup_mpnet
This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
Usage
To use this model, please install BERTopic:
pip install -U bertopic
You can use the model as follows:
from bertopic import BERTopic
topic_model = BERTopic.load("annamalai-s/bertopic_newsgroup_mpnet")
topic_model.get_topic_info()
Topic overview
- Number of topics: 445
- Number of training documents: 18846
Click here for an overview of all topics.
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 |
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