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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
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