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Add BERTopic model
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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