--- tags: - bertopic library_name: bertopic pipeline_tag: text-classification --- # NewBERTopicCEEW_lemmatize_nocommonwords This is a [BERTopic](https://github.com/MaartenGr/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: ```python 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