bertopic_newsgroup_minilm

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_minilm")

topic_model.get_topic_info()

Topic overview

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

Click here for an overview of all topics.

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

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