NewBERTopicCEEW_lemmatize_nocommonwords

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("VATSAL1729/NewBERTopicCEEW_lemmatize_nocommonwords")

topic_model.get_topic_info()

Topic overview

• Number of topics: 469
• Number of training documents: 92948

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	encourage - fall - tube - excessive - hook	42	-1_encourage_fall_tube_excessive
0	- - - -	13603	0____
1	butter - corn - rice - blending - protein	43102	1_butter_corn_rice_blending
2	weave - basket - strip - twig - craft	458	2_weave_basket_strip_twig
3	chisel - hammer - wooden - saw - smoothly	314	3_chisel_hammer_wooden_saw
4	glassware - pot - utensil - dish - plate	292	4_glassware_pot_utensil_dish
5	dirt - wipe - smudge - furniture - brush	266	5_dirt_wipe_smudge_furniture
6	travel - supported - luggage - itinerant - traveling	230	6_travel_supported_luggage_itinerant
7	suggestion - suggest - recommendation - recommend - circle	223	7_suggestion_suggest_recommendation_recommend
8	idle - minimise - riot - disruption - lagging	213	8_idle_minimise_riot_disruption
9	explosive - blast - munition - rake - stopping	185	9_explosive_blast_munition_rake
10	bolt - coil - screw - fast - collar	179	10_bolt_coil_screw_fast
11	sorting - sort - discard - inspecting - sorted	174	11_sorting_sort_discard_inspecting
12	baker - cake - pantry - artisan - decoration	173	12_baker_cake_pantry_artisan
13	oxygen - torch - thermal - arc - ame	171	13_oxygen_torch_thermal_arc
14	grid - module - interconnection - terminal - parallel	166	14_grid_module_interconnection_terminal
15	pulley - suspension - pointing - gearbox - rake	163	15_pulley_suspension_pointing_gearbox
16	proportion - additional - addition - characteristic - pitch	160	16_proportion_additional_addition_characteristic
17	instrumentation - frequency - sound - abnormal - fro	158	17_instrumentation_frequency_sound_abnormal
18	forecast - schelling - prediction - script - investigate	154	18_forecast_schelling_prediction_script
19	shield - entire - taste - knee - neck	150	19_shield_entire_taste_knee
20	cruel - seizing - passage - damaging - exhausted	148	20_cruel_seizing_passage_damaging
21	international - national - framework - reasoning - comparing	146	21_international_national_framework_reasoning
22	refrigeration - freeze - evaporation - coil - condensed	144	22_refrigeration_freeze_evaporation_coil
23	accuracy - precision - combined - depending - precise	143	23_accuracy_precision_combined_depending
24	welcome - home - visitor - visit - extent	141	24_welcome_home_visitor_visit
25	drinking - drink - tea - serve - provision	139	25_drinking_drink_tea_serve
26	dye - coloring - grass - coat - twig	137	26_dye_coloring_grass_coat
27	insurance - - - -	133	27_insurance___
28	theater - entertainment - theme - attractive - cultural	133	28_theater_entertainment_theme_attractive
29	sketch - draw - blueprint - image - trace	130	29_sketch_draw_blueprint_image
30	dusting - coloured - teeth - wearing - clothes	130	30_dusting_coloured_teeth_wearing
31	winter - rapid - bow - pad - waterproof	130	31_winter_rapid_bow_pad
32	worksite - chip - extent - balancing -	129	32_worksite_chip_extent_balancing
33	match - recorded - history - look - suitably	128	33_match_recorded_history_look
34	satisfaction - addressed - discontent - combined - half	127	34_satisfaction_addressed_discontent_combined
35	rope - helmet - rock - course - sings	127	35_rope_helmet_rock_course
36	adherence - designing - forward - actual - designer	127	36_adherence_designing_forward_actual
37	adapt - climate - class - study -	126	37_adapt_climate_class_study
38	expedition - leader - tree - porter - oozing	126	38_expedition_leader_tree_porter
39	abnormality - anomaly - attained - recruit - gradually	124	39_abnormality_anomaly_attained_recruit
40	apron - covering - waterproof - dressing - coat	124	40_apron_covering_waterproof_dressing
41	ask - helper - pool - bearer - enquire	124	41_ask_helper_pool_bearer
42	implication - encountered - description - consequence - preliminary	124	42_implication_encountered_description_consequence
43	house - remaining - map - region - surrounding	122	43_house_remaining_map_region
44	thickness - width - turning - sliding - shaping	122	44_thickness_width_turning_sliding
45	sickness - giving - organic - improper - attention	120	45_sickness_giving_organic_improper
46	anticipated - expected - equivalent - typical - want	119	46_anticipated_expected_equivalent_typical
47	quotation - compile - treating - -	119	47_quotation_compile_treating_
48	equality - abnormality - sickness - remain - home	119	48_equality_abnormality_sickness_remain
49	rubber - noble - nut - intake - parking	118	49_rubber_noble_nut_intake
50	consistent - consistently - bulk - consistency - tormented	117	50_consistent_consistently_bulk_consistency
51	accommodation - booking - public - paid - allot	117	51_accommodation_booking_public_paid
52	autoconer - mind - automobile - telematics - reliability	117	52_autoconer_mind_automobile_telematics
53	cash - tall - exchange - acquire - cum	116	53_cash_tall_exchange_acquire
54	family - ache - knee - break -	114	54_family_ache_knee_break
55	exchange - culture - vat - blended - plate	114	55_exchange_culture_vat_blended
56	optical - detection - detect - detector - man	114	56_optical_detection_detect_detector
57	lamp - methode - ame - rake - viewing	113	57_lamp_methode_ame_rake
58	participant - session - alternative - trained - engagement	113	58_participant_session_alternative_trained
59	extruded - die - stamped - kerseys - lowering	113	59_extruded_die_stamped_kerseys
60	repeat - printed - convert - modeling - copy	113	60_repeat_printed_convert_modeling
61	vanity - accepted - peri - associate - print	112	61_vanity_accepted_peri_associate
62	liable - expenditure - liability - property - lease	112	62_liable_expenditure_liability_property
63	grinder - grind - practical - granule - showcase	111	63_grinder_grind_practical_granule
64	relating - pertaining - reported - sense - operative	111	64_relating_pertaining_reported_sense
65	painting - brush - painted - hanging - brushing	110	65_painting_brush_painted_hanging
66	aseptic - treated - ash - rise - evaporation	110	66_aseptic_treated_ash_rise
67	moral - dark - marked - loaded - grass	110	67_moral_dark_marked_loaded
68	today - opened - poor - shelf - rail	110	68_today_opened_poor_shelf
69	selling - margin - sold - buying - paid	110	69_selling_margin_sold_buying
70	axillary - rail - siege - blockade - friction	110	70_axillary_rail_siege_blockade
71	shut - closure - closing - closed - fetch	109	71_shut_closure_closing_closed
72	successful - showcase - study - picture - schematic	109	72_successful_showcase_study_picture
73	engage - formality - attention - gather - engaging	109	73_engage_formality_attention_gather
74	maintains - disruption - intake - coordination - realistic	109	74_maintains_disruption_intake_coordination
75	resolved - resolution - inter - achieving - informed	109	75_resolved_resolution_inter_achieving
76	embroidery - stitch - traditional - motif - indian	109	76_embroidery_stitch_traditional_motif
77	screen - magnetic - separated - density - sitting	108	77_screen_magnetic_separated_density
78	claim - insurance - took - selecting - typical	107	78_claim_insurance_took_selecting
79	extraction - extract - city - extracted - logging	107	79_extraction_extract_city_extracted
80	linen - dirty - par - stained - fresh	107	80_linen_dirty_par_stained
81	recycle - big - decorative - rubber - marking	107	81_recycle_big_decorative_rubber
82	regent - particular - stability - exposure - guidance	107	82_regent_particular_stability_exposure
83	- - - -	106	83____
84	foundation - structural - mounting - civil - pile	106	84_foundation_structural_mounting_civil
85	dismantling - transporting - fork - lowered - moist	105	85_dismantling_transporting_fork_lowered
86	aroma - concentrate - evaluation - harmful - sensory	105	86_aroma_concentrate_evaluation_harmful
87	executive - menu - appraise - ordering - directed	105	87_executive_menu_appraise_ordering
88	compression - compressed - hole - oppressor - condensed	105	88_compression_compressed_hole_oppressor
89	electrode - plasma - arc - force - tightness	104	89_electrode_plasma_arc_force
90	repaired - remarked - repairing - flag - segregating	104	90_repaired_remarked_repairing_flag
91	coordinating - tender - representative - analyzing - engagement	104	91_coordinating_tender_representative_analyzing
92	stimulation - commercial - study - park - modeling	104	92_stimulation_commercial_study_park
93	furnace - heating - boiler - melting - approximately	104	93_furnace_heating_boiler_melting
94	troubleshooting - pollution - live - mob - approximately	103	94_troubleshooting_pollution_live_mob
95	isolated - negative - priority - adequately - ache	103	95_isolated_negative_priority_adequately
96	wind - turbine - proposed - conventional - hut	102	96_wind_turbine_proposed_conventional
97	bias - conversion - farmer - cow - bale	101	97_bias_conversion_farmer_cow
98	evidence - criterion - evaluation - competence - reviewing	101	98_evidence_criterion_evaluation_competence
99	breakage - break - cracking - crack - wrong	101	99_breakage_break_cracking_crack
100	blocked - changing - substance - class - highlight	100	100_blocked_changing_substance_class
101	rooftop - dam - mounted - suitability - leveled	99	101_rooftop_dam_mounted_suitability
102	technician - specialist - anddemonstrate - session - celebrated	98	102_technician_specialist_anddemonstrate_session
103	unloading - unload - papa - watching - indicated	98	103_unloading_unload_papa_watching
104	andros - disaster - undertaking - biodegradable - james	97	104_andros_disaster_undertaking_biodegradable
105	natural - insect - alert - animal - raise	96	105_natural_insect_alert_animal
106	strong - strength - weakness - capability - appealing	95	106_strong_strength_weakness_capability
107	underground - locate - extended - shifting - foundation	94	107_underground_locate_extended_shifting
108	economic - bending - aesthetic - climate - economy	94	108_economic_bending_aesthetic_climate
109	placement - organised - placing - organizing - organizer	92	109_placement_organised_placing_organizing
110	procured - ration - provision - helper - multi	92	110_procured_ration_provision_helper
111	shortage - undesirable - fed - lack - unforeseen	92	111_shortage_undesirable_fed_lack
112	recto - early - earliest - occurs - harder	92	112_recto_early_earliest_occurs
113	week - gape - locate - normal - started	91	113_week_gape_locate_normal
114	jacket - stir - pure - admit - burned	91	114_jacket_stir_pure_admit
115	rodent - requiring - touch - extent - infestation	91	115_rodent_requiring_touch_extent
116	ulm - saw - covering - say - outline	90	116_ulm_saw_covering_say
117	unattended - visible - treat - -	90	117_unattended_visible_treat_
118	toxic - highly - treat - delivered -	90	118_toxic_highly_treat_delivered
119	recall - exist - consumer - rejected - rejection	90	119_recall_exist_consumer_rejected
120	debris - dump - season - accumulation - rise	89	120_debris_dump_season_accumulation
121	conform - conforming - conformity - city - frequent	89	121_conform_conforming_conformity_city
122	raising - insight - specialized - buying - attending	89	122_raising_insight_specialized_buying
123	toilet - fauces - oozing - replenished - shower	89	123_toilet_fauces_oozing_replenished
124	subordinate - - - -	89	124_subordinate___
125	- - - -	88	125____
126	requisite - navigation - laying - achieved - requiredfor	88	126_requisite_navigation_laying_achieved
127	exhaust - exist - remain - waking - concentration	88	127_exhaust_exist_remain_waking
128	cracked - glassware - suit - nerve - washed	87	128_cracked_glassware_suit_nerve
129	carrot - creeping - peeling - bringing - autoconer	87	129_carrot_creeping_peeling_bringing
130	handed - engagement - connect - camp - removing	87	130_handed_engagement_connect_camp
131	andspeci - andrew - utilised - release - trouble	87	131_andspeci_andrew_utilised_release
132	occurrence - combination - intervention - harmful - excess	86	132_occurrence_combination_intervention_harmful
133	focus - fig - themachine - institutional - prospective	86	133_focus_fig_themachine_institutional
134	merit - executive - subordinate - designed - delivered	86	134_merit_executive_subordinate_designed
135	achievement - achieving - stay - recognized - achieved	86	135_achievement_achieving_stay_recognized
136	leadership - recruit - leader - bossing - purchasing	86	136_leadership_recruit_leader_bossing
137	roller - tapping - rolling - tip - steel	86	137_roller_tapping_rolling_tip
138	cultural - diverse - unique - mind - interactive	86	138_cultural_diverse_unique_mind
139	consult - recommend - encountered - developing -	85	139_consult_recommend_encountered_developing
140	video - picture - photograph - brand - enhance	85	140_video_picture_photograph_brand
141	knife - blade - extruded - opened - containing	85	141_knife_blade_extruded_opened
142	- - - -	85	142____
143	engineer - supervision - specialist - analyzing - resolved	85	143_engineer_supervision_specialist_analyzing
144	easily - easy - ease - shall -	85	144_easily_easy_ease_shall
145	formal - writing - - -	85	145_formal_writing__
146	gather - failed - - -	84	146_gather_failed__
147	recovered - decorating - venue - disposed - explosive	82	147_recovered_decorating_venue_disposed
148	human - son - boy - man - oneself	82	148_human_son_boy_man
149	secondary - primary - interactive - tertiary - mr	82	149_secondary_primary_interactive_tertiary
150	managing - ladder - applying - leaning - asset	82	150_managing_ladder_applying_leaning
151	sealing - mechanic - seal - earth - wet	81	151_sealing_mechanic_seal_earth
152	diameter - origin - square - depth - treating	81	152_diameter_origin_square_depth
153	selected - usually - frequently - chosen - highly	81	153_selected_usually_frequently_chosen
154	attach - discipline - initiate - medal - suspension	80	154_attach_discipline_initiate_medal
155	strategy - strike - acted - scenario - strategic	80	155_strategy_strike_acted_scenario
156	transferring - alert - adjusting - wet - attention	80	156_transferring_alert_adjusting_wet
157	combed - lap - comb - carrier - mount	80	157_combed_lap_comb_carrier
158	teeth - ash - pool - visibility - sprinkled	80	158_teeth_ash_pool_visibility
159	doctor - prompt - frothy - appointed - center	80	159_doctor_prompt_frothy_appointed
160	placed - neutral - - -	80	160_placed_neutral__
161	- - - -	80	161____
162	reaction - separately - shall - west - leaning	79	162_reaction_separately_shall_west
163	protected - - - -	79	163_protected___
164	biological - depict - origin - detect - characteristic	79	164_biological_depict_origin_detect
165	putting - candle - pillage - arson - shielding	78	165_putting_candle_pillage_arson
166	doubt - possessing - - -	78	166_doubt_possessing__
167	consumer - education - discount - exchange - added	78	167_consumer_education_discount_exchange
168	discussion - expert - initial - phase - adopted	77	168_discussion_expert_initial_phase
169	voice - audible - closing - statement - delivered	77	169_voice_audible_closing_statement
170	cop - organised - magazine - patrol - pool	77	170_cop_organised_magazine_patrol
171	accepted - - - -	77	171_accepted___
172	communicated - took - creating - riot - look	77	172_communicated_took_creating_riot
173	improved - cook - portable - leg - advantage	76	173_improved_cook_portable_leg
174	construction - building - play - construct - civil	76	174_construction_building_play_construct
175	exile - adapt - auxiliary - peak - trough	76	175_exile_adapt_auxiliary_peak
176	tore - rid - consideration - -	76	176_tore_rid_consideration_
177	unforeseen - absence - shortage - owner - absent	76	177_unforeseen_absence_shortage_owner
178	reliability - verifying - conformity - statistical - reduction	75	178_reliability_verifying_conformity_statistical
179	conducted - interaction - ride - ordering - demonstration	75	179_conducted_interaction_ride_ordering
180	selected - - - -	75	180_selected___
181	chilled - cooled - fomentation - utilised - dwyer	75	181_chilled_cooled_fomentation_utilised
182	stitch - stitching - twice - lot - uneven	75	182_stitch_stitching_twice_lot
183	clamp - relay - bus - transformer - induration	74	183_clamp_relay_bus_transformer
184	toxic - anti - harmful - publication - explosive	74	184_toxic_anti_harmful_publication
185	consult - consultation - commission - expert - representative	74	185_consult_consultation_commission_expert
186	lid - sealing - seal - mechanically - beaming	74	186_lid_sealing_seal_mechanically
187	procure - theory - agricultural - beforestarting - requisition	73	187_procure_theory_agricultural_beforestarting
188	abrasion - polished - compound - standing - cement	73	188_abrasion_polished_compound_standing
189	knot - tail - weaver - tie - cord	73	189_knot_tail_weaver_tie
190	smiling - graph - analyzed - microbiological - obtained	73	190_smiling_graph_analyzed_microbiological
191	spray - fresh - gun - watered - peasant	73	191_spray_fresh_gun_watered
192	celebrate - celebrated - checked - tested - shall	73	192_celebrate_celebrated_checked_tested
193	controlling - sister - controlled - -	73	193_controlling_sister_controlled_
194	recovery - follows - recovered - initiation - minimise	72	194_recovery_follows_recovered_initiation
195	year - variant - past - suit - average	72	195_year_variant_past_suit
196	multi - multiple - single - let -	72	196_multi_multiple_single_let
197	occupational - preferred - average - committee - cooperate	72	197_occupational_preferred_average_committee
198	- - - -	72	198____
199	wishing - amiable - prayer - subsequent - tidings	72	199_wishing_amiable_prayer_subsequent
200	tape - winter - circular - adjacent - roller	72	200_tape_winter_circular_adjacent
201	shade - sun - intensity - shell - row	72	201_shade_sun_intensity_shell
202	exterior - mirror - seat - window - rear	72	202_exterior_mirror_seat_window
203	queried - doubt - participant - forward - directly	72	203_queried_doubt_participant_forward
204	- - - -	72	204____
205	period - acceptable - aback - particular - lack	72	205_period_acceptable_aback_particular
206	releasing - completeness - ride - indirect - possessing	71	206_releasing_completeness_ride_indirect
207	tra - consequence - selected - statutory - wheeler	71	207_tra_consequence_selected_statutory
208	modify - petitioning - acceptable - tolerable - authorization	71	208_modify_petitioning_acceptable_tolerable
209	enhancing - spirit - enhance - expenditure - mile	70	209_enhancing_spirit_enhance_expenditure
210	zero - weighing - counter - balance -	70	210_zero_weighing_counter_balance
211	cart - ordering - sold - sending - buying	70	211_cart_ordering_sold_sending
212	pick - drop - traveller - dropping - jack	70	212_pick_drop_traveller_dropping
213	optimization - improved - subordinate - better - landscape	70	213_optimization_improved_subordinate_better
214	minute - come - early - lot - late	70	214_minute_come_early_lot
215	tic - quick - troubleshooting - premature - preliminary	70	215_tic_quick_troubleshooting_premature
216	replaced - disposed - ending - appointed - duly	70	216_replaced_disposed_ending_appointed
217	sac - perstandard - varnish - secondary - institutional	70	217_sac_perstandard_varnish_secondary
218	party - applied - come - -	70	218_party_applied_come_
219	overhead - lower - lowered - low - round	69	219_overhead_lower_lowered_low
220	restaurant - dining - seating - suggest - highly	69	220_restaurant_dining_seating_suggest
221	candle - wax - knob - mold - dip	69	221_candle_wax_knob_mold
222	commitment - let - dedicated - complement - implementing	69	222_commitment_let_dedicated_complement
223	half - early - - -	69	223_half_early__
224	maturity - prioritize - assign - integrate - foster	69	224_maturity_prioritize_assign_integrate
225	compile - lack - subsequent - option - comment	69	225_compile_lack_subsequent_option
226	global - obstacle - normal - radiation - row	69	226_global_obstacle_normal_radiation
227	attribute - degree - evacuated - said - attractive	69	227_attribute_degree_evacuated_said
228	especially - computer - trained - faulty - referring	69	228_especially_computer_trained_faulty
229	horrid - wheeler - dismantled - today - important	68	229_horrid_wheeler_dismantled_today
230	rejection - rejected - conforming - say - instructed	68	230_rejection_rejected_conforming_say
231	- - - -	68	231____
232	consider - opinion - utters - conformity - discussion	68	232_consider_opinion_utters_conformity
233	cartoon - wrap - primary - ray - mechanically	68	233_cartoon_wrap_primary_ray
234	microbiological - andreport - conforms - specimen - watered	68	234_microbiological_andreport_conforms_specimen
235	furniture - bed - cabinet - built - minimal	68	235_furniture_bed_cabinet_built
236	involving - preparatory - celebrating - prototype - recto	68	236_involving_preparatory_celebrating_prototype
237	weld - welded - comparing - torch - lack	68	237_weld_welded_comparing_torch
238	chip - regard - danger - removing - issued	68	238_chip_regard_danger_removing
239	advance - requiredfor - forward - execution - theproduct	67	239_advance_requiredfor_forward_execution
240	proactively - - - -	67	240_proactively___
241	session - aggregation - practical - producing - addressing	67	241_session_aggregation_practical_producing
242	bind - bound - host - collected - conveys	67	242_bind_bound_host_collected
243	munition - parking - enhance - better - frequently	67	243_munition_parking_enhance_better
244	outline - highlight - schematic - print - corporation	67	244_outline_highlight_schematic_print
245	trim - pair - pencil - stem - cast	67	245_trim_pair_pencil_stem
246	casting - jacques - cast - uniformly - ordered	66	246_casting_jacques_cast_uniformly
247	satisfaction - framework - minimise - leadership - resolution	65	247_satisfaction_framework_minimise_leadership
248	indian - steel - iron - unload - beforestarting	65	248_indian_steel_iron_unload
249	execute - execution - killed - ordered - phase	65	249_execute_execution_killed_ordered
250	tra - - - -	65	250_tra___
251	obtaining - obtained - acquisition - determined - acquire	65	251_obtaining_obtained_acquisition_determined
252	early - biodegradable - adhered - reasoning - tree	64	252_early_biodegradable_adhered_reasoning
253	launched - receiver - organizer - landing - fold	64	253_launched_receiver_organizer_landing
254	vacuum - cleaner - suction - shower - jumping	64	254_vacuum_cleaner_suction_shower
255	correction - corrected - earliest - formulate - news	64	255_correction_corrected_earliest_formulate
256	objective - strategics - strategic - developing - region	64	256_objective_strategics_strategic_developing
257	feeling - radio - opinion - play - today	64	257_feeling_radio_opinion_play
258	statutory - shall - dispatch - permission - authorization	64	258_statutory_shall_dispatch_permission
259	silently - labour - unforeseen - understood - recognized	64	259_silently_labour_unforeseen_understood
260	disposed - acquire - waking - lunch - attractive	64	260_disposed_acquire_waking_lunch
261	utilize - utilised - utilizing - multiple - man	63	261_utilize_utilised_utilizing_multiple
262	suitability - capability - appropriateness - feasible - recommend	63	262_suitability_capability_appropriateness_feasible
263	- - - -	63	263____
264	- - - -	62	264____
265	updated - advice - pu - added - informed	62	265_updated_advice_pu_added
266	leave - away - departure - attending - break	62	266_leave_away_departure_attending
267	align - pu - column - semi - true	62	267_align_pu_column_semi
268	legislation - - - -	62	268_legislation___
269	motion - obstacle - shifting - movable - asset	62	269_motion_obstacle_shifting_movable
270	recipe - formulate - methodology - fat - potato	62	270_recipe_formulate_methodology_fat
271	failed - - - -	61	271_failed___
272	receipt - treat - - -	61	272_receipt_treat__
273	rheumatic - semi - indicated - longer - methodology	61	273_rheumatic_semi_indicated_longer
274	counterpart - handed - come - arrive -	61	274_counterpart_handed_come_arrive
275	calculation - estimated - simple - reckon - concept	61	275_calculation_estimated_simple_reckon
276	periodical - temporary - magazine - vice - building	61	276_periodical_temporary_magazine_vice
277	yield - portion - newness - budgetary - aback	60	277_yield_portion_newness_budgetary
278	bead - string - jewel - tight - selected	60	278_bead_string_jewel_tight
279	cup - glassware - utensil - served - contains	60	279_cup_glassware_utensil_served
280	anti - - - -	60	280_anti___
281	link - master - returned - sensory - fetch	60	281_link_master_returned_sensory
282	drain - immunity - vat - pit - killed	60	282_drain_immunity_vat_pit
283	reducing - caused - spread - preventing - occurrence	60	283_reducing_caused_spread_preventing
284	haul - dump - verifying - motion - incompatibility	60	284_haul_dump_verifying_motion
285	commissioning - cm - acquisition - statutory - installed	60	285_commissioning_cm_acquisition_statutory
286	aware - - - -	60	286_aware___
287	regulate - forming - inter - tender - attended	60	287_regulate_forming_inter_tender
288	involving - - - -	60	288_involving___
289	contribute - initiate - assurance - contract -	59	289_contribute_initiate_assurance_contract
290	passed - screening - sent - course - passing	59	290_passed_screening_sent_course
291	enter - entry - allowed - came - entering	59	291_enter_entry_allowed_came
292	conducted - blow - instructor - come - minute	59	292_conducted_blow_instructor_come
293	replenished - distribute - distributed - provision - falling	59	293_replenished_distribute_distributed_provision
294	survey - variable - quantitative - laying - mechanic	59	294_survey_variable_quantitative_laying
295	planned - nature - - -	59	295_planned_nature__
296	delivered - delivering - receipt - consistently - concerning	58	296_delivered_delivering_receipt_consistently
297	major - die - lie - venerable - ordering	58	297_major_die_lie_venerable
298	itching - pricking - updated - duly - menu	58	298_itching_pricking_updated_duly
299	mounting - mounted - mount - attachment - align	58	299_mounting_mounted_mount_attachment
300	yard - incorrectly - runner - lease - joining	58	300_yard_incorrectly_runner_lease
301	spinning - outdoing - consumed - landing - providing	58	301_spinning_outdoing_consumed_landing
302	tent - camp - toilet - crew - provision	58	302_tent_camp_toilet_crew
303	pit - earth - resistance - laying - queried	58	303_pit_earth_resistance_laying
304	coating - coated - coat - thinner - sac	58	304_coating_coated_coat_thinner
305	installed - installing - partner - tied - element	58	305_installed_installing_partner_tied
306	leftover - unused - partially - controlled - unattended	58	306_leftover_unused_partially_controlled
307	meal - eating - eat - partner - drinking	57	307_meal_eating_eat_partner
308	- - - -	57	308____
309	employed - adopted - occupational - employ - pole	57	309_employed_adopted_occupational_employ
310	logbook - signature - logging - bulldozer - conducted	57	310_logbook_signature_logging_bulldozer
311	- - - -	57	311____
312	ligament - balancing - dial - spirit - repaired	57	312_ligament_balancing_dial_spirit
313	jam - cooked - taste - heated - moulded	57	313_jam_cooked_taste_heated
314	sub - suspension - drop - tolerable - blueprint	57	314_sub_suspension_drop_tolerable
315	prioritize - allocation - objective - obstacle - erentiate	56	315_prioritize_allocation_objective_obstacle
316	kind - economic - pay - analyzing -	56	316_kind_economic_pay_analyzing
317	employ - additional - mr - recto -	56	317_employ_additional_mr_recto
318	booking - slip - com - dial - pay	56	318_booking_slip_com_dial
319	unless - organised - wearing - fig - unnecessary	56	319_unless_organised_wearing_fig
320	pair - pertaining - reported - abnormal - prime	56	320_pair_pertaining_reported_abnormal
321	radiation - exposure - exposed - loud - wound	56	321_radiation_exposure_exposed_loud
322	lip - lie - - -	56	322_lip_lie__
323	dismantled - discontent - held - faulty - trumpet	56	323_dismantled_discontent_held_faulty
324	seat - seating - standing - sitting - dealer	55	324_seat_seating_standing_sitting
325	direction - decision - - -	55	325_direction_decision__
326	strategics - pricking - advantage - better - exist	55	326_strategics_pricking_advantage_better
327	isolation - live - pain - discontent - nearby	55	327_isolation_live_pain_discontent
328	nature - earth - wildlife - geological - bird	55	328_nature_earth_wildlife_geological
329	- - - -	55	329____
330	danger - amiable - - -	55	330_danger_amiable__
331	trade - aged - committee - bird - pollution	55	331_trade_aged_committee_bird
332	negotiate - negotiation - farmer - adjusted - contract	54	332_negotiate_negotiation_farmer_adjusted
333	consolidate - improper - outcome - poor - incorrectly	54	333_consolidate_improper_outcome_poor
334	weighing - weighed - scale - french - bench	54	334_weighing_weighed_scale_french
335	harvesting - filter - implementing - rooftop - pain	54	335_harvesting_filter_implementing_rooftop
336	changed - altered - changing - themachine - thoroughly	54	336_changed_altered_changing_themachine
337	tenure - laid - amiable - receipt - negotiation	54	337_tenure_laid_amiable_receipt
338	lock - locked - locking - scenario - interlocking	54	338_lock_locked_locking_scenario
339	instructed - instruct - advise - formation - peasant	54	339_instructed_instruct_advise_formation
340	vanity - washed - - -	54	340_vanity_washed__
341	jewel - declaration - visitor - checked - par	54	341_jewel_declaration_visitor_checked
342	blow - kind - furnace - round - straight	53	342_blow_kind_furnace_round
343	string - clothes - hair - movable - erentiate	53	343_string_clothes_hair_movable
344	reduction - reduced - mob - better - conventional	53	344_reduction_reduced_mob_better
345	month - electronically - counting - addressing - andreport	53	345_month_electronically_counting_addressing
346	disaster - land - till - danger - zone	53	346_disaster_land_till_danger
347	assurance - owing - assure - outlining - house	53	347_assurance_owing_assure_outlining
348	tag - dark - mat - -	53	348_tag_dark_mat_
349	distinguish - poor - - -	53	349_distinguish_poor__
350	soil - dead - bulldozer - stuck - percentage	53	350_soil_dead_bulldozer_stuck
351	season - farmer - agricultural - variety - corporation	53	351_season_farmer_agricultural_variety
352	providing - provision - supplied - say - child	52	352_providing_provision_supplied_say
353	landing - outdoing - come - falling - launch	52	353_landing_outdoing_come_falling
354	master - education - created - family - degree	52	354_master_education_created_family
355	extend - changing - - -	52	355_extend_changing__
356	oneself - fool - authorization - lie - distributed	52	356_oneself_fool_authorization_lie
357	accidental - scratch - conditioned - smaller -	52	357_accidental_scratch_conditioned_smaller
358	pillage - accumulation - unusual - clearing - james	52	358_pillage_accumulation_unusual_clearing
359	priority - inter - consult - instruct - realistic	52	359_priority_inter_consult_instruct
360	inspected - examination - observing - inspecting - placed	52	360_inspected_examination_observing_inspecting
361	assembled - specifying - laboring - fork - popularity	51	361_assembled_specifying_laboring_fork
362	logistics - organizing - study - motion - consideration	51	362_logistics_organizing_study_motion
363	came - pan - - -	51	363_came_pan__
364	comfortable - posture - toller - fast - suit	51	364_comfortable_posture_toller_fast
365	peeling - peeled - sorted - core - corner	51	365_peeling_peeled_sorted_core
366	carding - drafting - draft - drafted - costing	51	366_carding_drafting_draft_drafted
367	higher - cooper - brought - cooked - advice	51	367_higher_cooper_brought_cooked
368	example - - - -	51	368_example___
369	wax - polish - melt - boiler - causing	51	369_wax_polish_melt_boiler
370	touch - metallic - touching - inner - dark	51	370_touch_metallic_touching_inner
371	district - direct - centre - micro - copy	50	371_district_direct_centre_micro
372	- - - -	50	372____
373	refuse - quickly - recent - refused - visit	50	373_refuse_quickly_recent_refused
374	permit - permission - acquire - submission - copy	50	374_permit_permission_acquire_submission
375	bias - alive - segment - trained - treated	50	375_bias_alive_segment_trained
376	legislative - senate - legislation - extent - cooked	50	376_legislative_senate_legislation_extent
377	sensory - contains - riot - simulate - absent	50	377_sensory_contains_riot_simulate
378	watering - drainage - establishment - senate - publication	50	378_watering_drainage_establishment_senate
379	factory - touching - - -	50	379_factory_touching__
380	nut - - - -	50	380_nut___
381	- - - -	49	381____
382	counted - night - conducted - conform -	49	382_counted_night_conducted_conform
383	public - achieved - explosive - -	49	383_public_achieved_explosive_
384	implementing - changed - advise - ending - achieved	49	384_implementing_changed_advise_ending
385	removed - original - removing - noticed - host	49	385_removed_original_removing_noticed
386	neutral - - - -	49	386_neutral___
387	stoppage - stopped - zone - falling - drafting	49	387_stoppage_stopped_zone_falling
388	pest - insect - infestation - presence - contaminant	49	388_pest_insect_infestation_presence
389	creation - creating - created - shared - considered	49	389_creation_creating_created_shared
390	workforce - labour - capability - pollution - killed	49	390_workforce_labour_capability_pollution
391	elevated - trench - - -	48	391_elevated_trench__
392	faulty - incorrectly - cm - peri -	48	392_faulty_incorrectly_cm_peri
393	showcase - industrial - picture - skewer - treated	48	393_showcase_industrial_picture_skewer
394	scale - exposed - horrid - added - troubleshooting	48	394_scale_exposed_horrid_added
395	smart - wise - bad - neat - pertaining	48	395_smart_wise_bad_neat
396	- - - -	48	396____
397	drainage - pest - - -	48	397_drainage_pest__
398	atmosphere - underground - - -	48	398_atmosphere_underground__
399	faulty - - - -	48	399_faulty___
400	yer - thee - implication - -	47	400_yer_thee_implication_
401	standardized - possessing - equivalent - trained - commercial	47	401_standardized_possessing_equivalent_trained
402	aseptic - useful - absent - fro - continuity	47	402_aseptic_useful_absent_fro
403	- - - -	47	403____
404	interface - practical - repairing - institutional - human	47	404_interface_practical_repairing_institutional
405	possibility - renewal - limitation - advantage - option	47	405_possibility_renewal_limitation_advantage
406	tag - course - dont - interpreting - lot	47	406_tag_course_dont_interpreting
407	latest - locally - true - secondary - soft	47	407_latest_locally_true_secondary
408	decoration - decorative - unused - decorating - occasion	47	408_decoration_decorative_unused_decorating
409	important - unique - insight - diverse - tip	46	409_important_unique_insight_diverse
410	contract - agreement - negotiation - provider - entertainment	46	410_contract_agreement_negotiation_provider
411	initiating - raised - settling - writing -	46	411_initiating_raised_settling_writing
412	applied - submitted - - -	46	412_applied_submitted__
413	helper - assistant - understood - immunity - instruct	46	413_helper_assistant_understood_immunity
414	raising - bound - altering - calling - force	46	414_raising_bound_altering_calling
415	boiling - par - boiled - vessel - wise	46	415_boiling_par_boiled_vessel
416	scuttle - continue - insert - allotted - exhausted	45	416_scuttle_continue_insert_allotted
417	simulate - causing - functional - computer -	45	417_simulate_causing_functional_computer
418	aided - orientation - computer - convert - precise	45	418_aided_orientation_computer_convert
419	suggested - convey - sound - welcome - loud	45	419_suggested_convey_sound_welcome
420	perspeci - cabinet - arranged - ray - sort	45	420_perspeci_cabinet_arranged_ray
421	coordination - abroad - maneuver - coordinating - specialist	45	421_coordination_abroad_maneuver_coordinating
422	factor - desiring - ness - timing - viz	45	422_factor_desiring_ness_timing
423	entrepreneur - expert - family - venture - webster	45	423_entrepreneur_expert_family_venture
424	outlet - sold - tub - purchased - returned	45	424_outlet_sold_tub_purchased
425	traveling - incise - haul - biodegradable - cart	45	425_traveling_incise_haul_biodegradable
426	scurry - compose - pointing - andros - altering	45	426_scurry_compose_pointing_andros
427	concerning - tormented - allot - mixed - completing	45	427_concerning_tormented_allot_mixed
428	sustainability - culture - carbon - strategic - programming	45	428_sustainability_culture_carbon_strategic
429	foam - liquid - solid - sticking - agitator	45	429_foam_liquid_solid_sticking
430	functionality - functional - eliminating - distinguish - erentiate	44	430_functionality_functional_eliminating_distinguish
431	adhered - sticking - attachment - attach - owing	44	431_adhered_sticking_attachment_attach
432	dispatch - transporting - transported - transit - ordered	44	432_dispatch_transporting_transported_transit
433	perched - com - conventional - portion - die	44	433_perched_com_conventional_portion
434	receipt - simple - supplied - advance - signature	44	434_receipt_simple_supplied_advance
435	stacked - separately - incorrectly - -	44	435_stacked_separately_incorrectly_
436	- - - -	44	436____
437	watching - viewing - watch - reckon - allowing	44	437_watching_viewing_watch_reckon
438	wig - turbine - mind - commissioning - gearbox	44	438_wig_turbine_mind_commissioning
439	instructor - restriction - cult - evacuated - theme	44	439_instructor_restriction_cult_evacuated
440	overcome - weakness - adverse - strength - expected	44	440_overcome_weakness_adverse_strength
441	interpreting - rotating - tolerable - intake - initial	43	441_interpreting_rotating_tolerable_intake
442	- - - -	43	442____
443	systematic - sir - undertaking - -	43	443_systematic_sir_undertaking_
444	harmony - - - -	43	444_harmony___
445	capture - minute - creating - connect - withthe	43	445_capture_minute_creating_connect
446	tolerable - - - -	43	446_tolerable___
447	capital - venture - dance - distinguish - composite	43	447_capital_venture_dance_distinguish
448	forth - recall - applying - -	43	448_forth_recall_applying_
449	shipping - missing - boy - tall - bound	43	449_shipping_missing_boy_tall
450	transformer - wig - turbine - rating - phase	43	450_transformer_wig_turbine_rating
451	owner - possessing - actual - sole - family	43	451_owner_possessing_actual_sole
452	arrival - arrive - desk - departure - reception	43	452_arrival_arrive_desk_departure
453	residue - bale - farmer - density - stitching	43	453_residue_bale_farmer_density
454	pan - shaped - pacing - corner - matter	43	454_pan_shaped_pacing_corner
455	connect - main - resulting - come - half	43	455_connect_main_resulting_come
456	entry - preferred - pass - ticket - cash	43	456_entry_preferred_pass_ticket
457	- - - -	43	457____
458	concept - carrier - evacuated - industrial - managing	43	458_concept_carrier_evacuated_industrial
459	visible - - - -	43	459_visible___
460	elevator - conveys - trough - dump - rise	43	460_elevator_conveys_trough_dump
461	cleanly - carbon - breaking - super - manhood	43	461_cleanly_carbon_breaking_super
462	inspecting - cochon - sweet - showcase - entire	42	462_inspecting_cochon_sweet_showcase
463	planned - encountered - unless - sundry - major	42	463_planned_encountered_unless_sundry
464	integrate - integration - continued - captured - programming	42	464_integrate_integration_continued_captured
465	pilot - crew - organizer - dressing - radio	42	465_pilot_crew_organizer_dressing
466	brand - variant - net - wrap - country	42	466_brand_variant_net_wrap
467	administrative - capital - planned - -	42	467_administrative_capital_planned_

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: True
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 1.26.4
• HDBSCAN: 0.8.37
• UMAP: 0.5.6
• Pandas: 2.2.2
• Scikit-Learn: 1.1.0
• Sentence-transformers: 3.0.1
• Transformers: 4.42.3
• Numba: 0.58.1
• Plotly: 5.18.0
• Python: 3.10.13