CEEW_BERTOPIC / README.md
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metadata
tags:
  - bertopic
library_name: bertopic
pipeline_tag: text-classification

CEEW_BERTOPIC

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/CEEW_BERTOPIC")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 508
  • Number of training documents: 43462
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 equipment - check - safety - production - quality 25 -1_equipment_check_safety_production
0 yarn - warp - weft - loom - ends 15004 0_yarn_warp_weft_loom
1 activitiesto - equipmentto - equipmentsto - machineries - individual 692 1_activitiesto_equipmentto_equipmentsto_machineries
2 solar - pv - rooftop - power - cell 585 2_solar_pv_rooftop_power
3 fruits - vegetables - conveyor - juice - fruit 553 3_fruits_vegetables_conveyor_juice
4 students - clients - expedition - leader - guide 534 4_students_clients_expedition_leader
5 cables - electrical - dc - installation - install 505 5_cables_electrical_dc_installation
6 beverage - menu - serve - serving - drinks 348 6_beverage_menu_serve_serving
7 repairs - breakdown - faults - repair - minor 297 7_repairs_breakdown_faults_repair
8 spices - spice - cheese - grain - grains 297 8_spices_spice_cheese_grain
9 pumps - hydraulic - belts - drive - brakes 276 9_pumps_hydraulic_belts_drive
10 aging - labelling - materials - raw - document 259 10_aging_labelling_materials_raw
11 electrolyser - manufacturing - illustrate - pictures - membrane 210 11_electrolyser_manufacturing_illustrate_pictures
12 inventory - stock - vendor - purchase - suppliers 186 12_inventory_stock_vendor_purchase
13 valves - steam - heat - open - allow 181 13_valves_steam_heat_open
14 initiative - capacity - skill - industry - food 164 14_initiative_capacity_skill_industry
15 market - trends - sale - sales - demand 163 15_market_trends_sale_sales
16 mop - furniture - oor - wipe - walls 152 16_mop_furniture_oor_wipe
17 breaches - safe - site - trenches - hazards 151 17_breaches_safe_site_trenches
18 sta - performance - resolve - backup - employee 146 18_sta_performance_resolve_backup
19 humidity - cold - temperature - storage - room 140 19_humidity_cold_temperature_storage
20 tour - tourists - travel - destination - tourist 133 20_tour_tourists_travel_destination
21 regulatory - changes - audit - implemented - change 128 21_regulatory_changes_audit_implemented
22 sliver - zone - comber - piecing - cans 127 22_sliver_zone_comber_piecing
23 reservation - room - guest - rooms - request 124 23_reservation_room_guest_rooms
24 appearance - texture - colour - taste - parameters 123 24_appearance_texture_colour_taste
25 budget - departmental - expenditure - costs - actual 116 25_budget_departmental_expenditure_costs
26 wastes - collection - weigh - bags - collected 116 26_wastes_collection_weigh_bags
27 aging - cartons - bottle - plastic - sealing 112 27_aging_cartons_bottle_plastic
28 date - manufacture - expiry - number - batch 112 28_date_manufacture_expiry_number
29 records - document - details - maintain - record 108 29_records_document_details_maintain
30 loans - loan - capital - institutions - term 106 30_loans_loan_capital_institutions
31 clean - free - area - machineries - sanitizers 105 31_clean_free_area_machineries
32 dough - shape - batter - shaped - desired 105 32_dough_shape_batter_shaped
33 tables - chairs - glassware - table - dining 104 33_tables_chairs_glassware_table
34 charging - station - solar - battery - grid 104 34_charging_station_solar_battery
35 agri - residue - feedstock - chain - bales 102 35_agri_residue_feedstock_chain
36 track - documents - reference - nished - verify 97 36_track_documents_reference_nished
37 loss - manpower - selecting - calculate - raw 94 37_loss_manpower_selecting_calculate
38 bakery - baked - chocolate - specialty - biscuit 93 38_bakery_baked_chocolate_specialty
39 half - annual - monthly - weekly - periodic 90 39_half_annual_monthly_weekly
40 kitchen - chef - executive - ciently - photography 90 40_kitchen_chef_executive_ciently
41 perform - audit - orderto - bills - individual 89 41_perform_audit_orderto_bills
42 shift - outgoing - operator - previous - incoming 89 42_shift_outgoing_operator_previous
43 disinfectants - disinfect - dustbins - coloured - recycle 87 43_disinfectants_disinfect_dustbins_coloured
44 protective - purpose - eye - ppe - face 86 44_protective_purpose_eye_ppe
45 respond - customers - customer - types - erent 85 45_respond_customers_customer_types
46 recycling - plastic - recycled - ldpe - waste 84 46_recycling_plastic_recycled_ldpe
47 manual - cleaning - mechanized - explain - completion 82 47_manual_cleaning_mechanized_explain
48 potential - assess - opportunities - business - identify 81 48_potential_assess_opportunities_business
49 harvesting - water - study - depth - discuss 81 49_harvesting_water_study_depth
50 employability - industries - explore - mobile - jobs 81 50_employability_industries_explore_mobile
51 green - hydrogen - india - successful - projects 80 51_green_hydrogen_india_successful
52 disciplinary - jobsto - standardsgetting - attach - environmental 79 52_disciplinary_jobsto_standardsgetting_attach
53 treatment - unit - water - pictures - membrane 78 53_treatment_unit_water_pictures
54 century - employment - skills - st - behaviour 78 54_century_employment_skills_st
55 alarm - types - gas - erent - ammable 78 55_alarm_types_gas_erent
56 persons - disabilities - asked - accommodate - requirementsto 77 56_persons_disabilities_asked_accommodate
57 digital - features - devices - citizenship - society 76 57_digital_features_devices_citizenship
58 disciplinary - attach - dential - invarious - collaboratively 75 58_disciplinary_attach_dential_invarious
59 critical - corrective - points - limits - cation 74 59_critical_corrective_points_limits
60 hydrogen - generation - storage - compressed - importance 74 60_hydrogen_generation_storage_compressed
61 infection - hands - practicesto - manage - accepted 74 61_infection_hands_practicesto_manage
62 cold - solar - storage - useful - thermal 73 62_cold_solar_storage_useful
63 cans - canned - lling - conveyor - lled 73 63_cans_canned_lling_conveyor
64 discrepancies - storage - cartons - concerns - conditions 73 64_discrepancies_storage_cartons_concerns
65 cops - cop - ring - trolley - trolleys 72 65_cops_cop_ring_trolley
66 disaster - danger - rescue - composed - land 71 66_disaster_danger_rescue_composed
67 commencement - assessment - risk - carpet - security 71 67_commencement_assessment_risk_carpet
68 passed - essential - experience - improve - timely 71 68_passed_essential_experience_improve
69 platforms - securely - internet - media - applications 71 69_platforms_securely_internet_media
70 tourism - hospitality - estimated - deliveries - snacks 70 70_tourism_hospitality_estimated_deliveries
71 transporting - loading - dismantling - appliances - care 70 71_transporting_loading_dismantling_appliances
72 english - skillsto - basic - using - able 69 72_english_skillsto_basic_using
73 rodents - ipr - checklist - privacy - policy 69 73_rodents_ipr_checklist_privacy
74 records - management - schedule - nished - quality 68 74_records_management_schedule_nished
75 enterprises - entrepreneurship - research - business - develop 67 75_enterprises_entrepreneurship_research_business
76 infections - skin - getting - treating - injuries 67 76_infections_skin_getting_treating
77 ergonomics - sanitation - standardsto - motivate - containers 67 77_ergonomics_sanitation_standardsto_motivate
78 determine - food - processing - unitto - productsto 67 78_determine_food_processing_unitto
79 blast - dealing - blasting - promptly - explosive 67 79_blast_dealing_blasting_promptly
80 promotion - model - price - considering - marketing 67 80_promotion_model_price_considering
81 manners - communicating - good - team - follow 67 81_manners_communicating_good_team
82 colleagues - superiors - horizontal - assistance - extinguishers 66 82_colleagues_superiors_horizontal_assistance
83 cation - cations - ing - indian - speci 66 83_cation_cations_ing_indian
84 anticipate - mitigate - serviceto - business - nancial 66 84_anticipate_mitigate_serviceto_business
85 greet - promptly - guests - organization - polite 66 85_greet_promptly_guests_organization
86 culturalawareness - solving - creative - thinking - problem 66 86_culturalawareness_solving_creative_thinking
87 rest - mould - discuss - sand - fuel 65 87_rest_mould_discuss_sand
88 alcohol - sanitizers - wash - hands - hand 65 88_alcohol_sanitizers_wash_hands
89 yield - wastage - produced - nal - batch 65 89_yield_wastage_produced_nal
90 mindset - emotional - continuous - english - awareness 65 90_mindset_emotional_continuous_english
91 attitude - behavior - positive - century - skills 65 91_attitude_behavior_positive_century
92 plastic - bottles - burn - city - covered 65 92_plastic_bottles_burn_city
93 term - long - goals - short - skillsto 65 93_term_long_goals_short
94 challenges - support - faced - supporting - everyday 64 94_challenges_support_faced_supporting
95 everyday - conversation - conservation - mineral - english 64 95_everyday_conversation_conservation_mineral
96 supervisor - noticed - immediately - break - fault 64 96_supervisor_noticed_immediately_break
97 verbal - behave - inclusionto - genders - pwd 63 97_verbal_behave_inclusionto_genders
98 address - customers - needs - customer - attributes 63 98_address_customers_needs_customer
99 oven - baking - pans - observe - lled 63 99_oven_baking_pans_observe
100 participate - mock - drills - authorized - supervisors 63 100_participate_mock_drills_authorized
101 relationship - issue - inform - guests - statements 62 101_relationship_issue_inform_guests
102 sanitization - touch - view - points - situations 62 102_sanitization_touch_view_points
103 income - calculate - services - securely - nancial 62 103_income_calculate_services_securely
104 standardsgetting - grooming - jobsto - ready - apprenticeship 61 104_standardsgetting_grooming_jobsto_ready
105 assess - ascertain - crockery - articles - established 61 105_assess_ascertain_crockery_articles
106 meeting - employability - cance - signi - requirementsconstitutional 61 106_meeting_employability_cance_signi
107 erp - reference - future - observations - load 61 107_erp_reference_future_observations
108 care - machinery - way - handle - correct 61 108_care_machinery_way_handle
109 incidents - harassment - ways - optimize - savings 61 109_incidents_harassment_ways_optimize
110 express - iv - resolve - transportation - source 60 110_express_iv_resolve_transportation
111 constitutional - recognize - cance - signi - citizenshipto 60 111_constitutional_recognize_cance_signi
112 linen - clothes - soiled - laundry - color 60 112_linen_clothes_soiled_laundry
113 housekeeping - infection - good - gloves - masks 60 113_housekeeping_infection_good_gloves
114 career - st - practicesbecoming - centuryto - erence 60 114_career_st_practicesbecoming_centuryto
115 reusable - deposit - anticipate - mitigate - identi 59 115_reusable_deposit_anticipate_mitigate
116 settings - active - communication - etiquette - listening 59 116_settings_active_communication_etiquette
117 threats - ifassigned - obstructions - supervisors - authorized 59 117_threats_ifassigned_obstructions_supervisors
118 opencast - collecting - consult - maximize - workforce 59 118_opencast_collecting_consult_maximize
119 letters - mails - notes - write - messages 59 119_letters_mails_notes_write
120 arranging - money - serviceto - associated - sources 59 120_arranging_money_serviceto_associated
121 abnormal - faulty - worn - parts - poor 59 121_abnormal_faulty_worn_parts
122 requirementsprepare - machineries - juiceto - milling - grain 59 122_requirementsprepare_machineries_juiceto_milling
123 symptoms - incharge - exible - illness - task 58 123_symptoms_incharge_exible_illness
124 coal - surface - guidelinesto - accordinglyfollow - minimum 58 124_coal_surface_guidelinesto_accordinglyfollow
125 harassmentfinancial - literacyto - legal - citizenshipto - recognize 58 125_harassmentfinancial_literacyto_legal_citizenshipto
126 impersonal - relationship - build - polite - expectations 58 126_impersonal_relationship_build_polite
127 conducting - workshop - cutting - sub - sites 57 127_conducting_workshop_cutting_sub
128 entrepreneurship - enterprises - opportunities - assess - business 57 128_entrepreneurship_enterprises_opportunities_assess
129 career - erence - long - short - term 57 129_career_erence_long_short
130 standardsgetting - jobsto - grooming - ready - apprenticeship 57 130_standardsgetting_jobsto_grooming_ready
131 citizenshipto - requirementsconstitutional - values - recognize - entrepreneurs 57 131_citizenshipto_requirementsconstitutional_values_recognize
132 injured - shock - electric - method - andequipment 57 132_injured_shock_electric_method
133 disability - inclusive - verbal - written - gender 57 133_disability_inclusive_verbal_written
134 value - labels - display - food - national 57 134_value_labels_display_food
135 persons - assistance - disability - organisational - provide 56 135_persons_assistance_disability_organisational
136 foundation - mounting - structure - civil - design 56 136_foundation_mounting_structure_civil
137 guard - newly - mines - exposed - face 56 137_guard_newly_mines_exposed
138 worksite - soil - violation - subordinates - ground 56 138_worksite_soil_violation_subordinates
139 cap - glasses - ppe - mask - healthy 55 139_cap_glasses_ppe_mask
140 employees - theorganization - strength - goals - initiatives 55 140_employees_theorganization_strength_goals
141 payment - advance - cash - paid - receipt 55 141_payment_advance_cash_paid
142 latest - trends - explore - industries - portals 55 142_latest_trends_explore_industries
143 protective - measures - accepted - clothing - avoid 55 143_protective_measures_accepted_clothing
144 infestations - pests - infestation - pest - thespeci 55 144_infestations_pests_infestation_pest
145 turned - connected - appliances - allergens - separately 55 145_turned_connected_appliances_allergens
146 vehicle - road - tra - vehicles - lane 54 146_vehicle_road_tra_vehicles
147 malfunctioning - vibration - noise - mis - manufacturer 54 147_malfunctioning_vibration_noise_mis
148 grooming - acids - address - customers - needs 54 148_grooming_acids_address_customers
149 reliable - search - suitable - ine - jobs 54 149_reliable_search_suitable_ine
150 invoices - bills - billing - payment - payments 54 150_invoices_bills_billing_payment
151 registration - good - footwear - glasses - goggles 54 151_registration_good_footwear_glasses
152 accountable - assigned - role - actions - interacting 54 152_accountable_assigned_role_actions
153 discrepancies - concerns - immediate - department - supervisor 54 153_discrepancies_concerns_immediate_department
154 syrup - sugar - add - additives - avor 54 154_syrup_sugar_add_additives
155 disposal - hazardous - processes - categories - waste 53 155_disposal_hazardous_processes_categories
156 ethical - literacyto - sexual - conversation - harassment 53 156_ethical_literacyto_sexual_conversation
157 signals - model - sound - research - considering 53 157_signals_model_sound_research
158 refrigeration - systemto - cooling - cold - drain 53 158_refrigeration_systemto_cooling_cold
159 incoming - shift - leaving - counterpart - spot 53 159_incoming_shift_leaving_counterpart
160 mineral - recovery - optimum - mining - achieve 53 160_mineral_recovery_optimum_mining
161 listen - environmentally - respecting - convey - concerns 53 161_listen_environmentally_respecting_convey
162 listening - active - invarious - verbal - sanitisers 53 162_listening_active_invarious_verbal
163 dential - cycle - basis - kept - change 52 163_dential_cycle_basis_kept
164 privacyto - polite - protect - spread - organization 52 164_privacyto_polite_protect_spread
165 task - considering - footwear - dispose - environment 52 165_task_considering_footwear_dispose
166 mindset - continuous - learning - culturalawareness - emotional 52 166_mindset_continuous_learning_culturalawareness
167 compute - salary - transactions - common - income 52 167_compute_salary_transactions_common
168 ethics - values - duties - rights - constitutional 52 168_ethics_values_duties_rights
169 diversity - behave - inclusionto - communicate - appropriately 52 169_diversity_behave_inclusionto_communicate
170 environmentally - respecting - integrity - ethics - sustainable 52 170_environmentally_respecting_integrity_ethics
171 implementing - names - security - existing - techniques 52 171_implementing_names_security_existing
172 worker - enterprises - entrepreneurship - authority - concerned 52 172_worker_enterprises_entrepreneurship_authority
173 authorities - rights - digital - skillsto - legal 51 173_authorities_rights_digital_skillsto
174 sanitation - disinfect - hygiene - supplies - sign 51 174_sanitation_disinfect_hygiene_supplies
175 risks - threat - potential - processes - periodic 51 175_risks_threat_potential_processes
176 transactions - ine - online - common - nancial 51 176_transactions_ine_online_common
177 arranging - money - associated - potential - sources 51 177_arranging_money_associated_potential
178 dishes - meal - meat - cooking - preparation 51 178_dishes_meal_meat_cooking
179 respecting - society - integrity - ethics - behave 51 179_respecting_society_integrity_ethics
180 handling - safety - procedures - workplaceto - segregation 51 180_handling_safety_procedures_workplaceto
181 observations - record - deviations - internal - document 51 181_observations_record_deviations_internal
182 serviceto - types - erent - di - associated 50 182_serviceto_types_erent_di
183 incorporate - improve - feedback - experience - seek 50 183_incorporate_improve_feedback_experience
184 ine - reliable - online - recruitment - search 50 184_ine_reliable_online_recruitment
185 trust - approval - ideas - build - superior 50 185_trust_approval_ideas_build
186 administer - rst - aid - administering - demonstrate 50 186_administer_rst_aid_administering
187 issue - seek - advance - involving - developments 50 187_issue_seek_advance_involving
188 practicesto - replaced - friendly - conservation - environment 50 188_practicesto_replaced_friendly_conservation
189 maximize - aspects - consult - ectiveness - performed 49 189_maximize_aspects_consult_ectiveness
190 extinguishers - respond - ergonomics - promptly - accident 49 190_extinguishers_respond_ergonomics_promptly
191 behave - genders - sexual - pwd - harassmentfinancial 49 191_behave_genders_sexual_pwd
192 sector - lost - atmosphere - task - articles 49 192_sector_lost_atmosphere_task
193 diversity - communicating - inclusionto - hands - hand 49 193_diversity_communicating_inclusionto_hands
194 harassmentfinancial - literacyto - genders - sexual - pwd 49 194_harassmentfinancial_literacyto_genders_sexual
195 ppes - labelled - sealed - fssai - bag 48 195_ppes_labelled_sealed_fssai
196 savings - approach - authorities - expenses - rights 48 196_savings_approach_authorities_expenses
197 search - suitable - jobs - create - apply 48 197_search_suitable_jobs_create
198 kit - rst - aid - proceduresto - kits 48 198_kit_rst_aid_proceduresto
199 logistics - green - sustainability - chain - illustrate 48 199_logistics_green_sustainability_chain
200 pests - dust - sanitizers - cleanliness - clean 48 200_pests_dust_sanitizers_cleanliness
201 dence - clarity - selection - answer - questions 47 201_dence_clarity_selection_answer
202 engage - privacy - mind - hazardsto - kinds 47 202_engage_privacy_mind_hazardsto
203 deal - accident - causes - decisions - hazards 47 203_deal_accident_causes_decisions
204 commencing - functioning - machine - required - equipment 47 204_commencing_functioning_machine_required
205 fruits - sorted - vegetables - drying - seed 47 205_fruits_sorted_vegetables_drying
206 lab - sample - transfer - cartons - analysis 46 206_lab_sample_transfer_cartons
207 pertaining - reported - manufacturing - india - fssai 46 207_pertaining_reported_manufacturing_india
208 register - apprenticeship - opportunities - requirement - replenishment 46 208_register_apprenticeship_opportunities_requirement
209 citizenship - civic - constitutional - cance - duties 46 209_citizenship_civic_constitutional_cance
210 cotton - ginning - chemicals - weighed - prepared 46 210_cotton_ginning_chemicals_weighed
211 interacting - members - culture - etiquette - coordination 46 211_interacting_members_culture_etiquette
212 charts - signs - labels - notices - places 46 212_charts_signs_labels_notices
213 read - notes - mails - routine - contexts 45 213_read_notes_mails_routine
214 settingto - goal - development - understand - di 45 214_settingto_goal_development_understand
215 ideas - new - develop - improve - existing 45 215_ideas_new_develop_improve
216 harassment - literacyto - behave - genders - escalate 45 216_harassment_literacyto_behave_genders
217 regulatory - foodprocessing - regulations - legislation - administering 45 217_regulatory_foodprocessing_regulations_legislation
218 ned - hygienic - sops - dispose - hazard 45 218_ned_hygienic_sops_dispose
219 isolation - underground - positive - communication - near 45 219_isolation_underground_positive_communication
220 biological - etiquetteto - chemical - hazards - physical 45 220_biological_etiquetteto_chemical_hazards
221 oven - productsto - baking - heat - dough 45 221_oven_productsto_baking_heat
222 precaution - occupational - gases - undertaking - dust 44 222_precaution_occupational_gases_undertaking
223 touch - trashcans - requiring - cleared - intervals 44 223_touch_trashcans_requiring_cleared
224 etiquetteto - etiquette - report - professional - queries 44 224_etiquetteto_etiquette_report_professional
225 institutions - select - services - nancial - products 44 225_institutions_select_services_nancial
226 requests - respond - customer - customers - needs 44 226_requests_respond_customer_customers
227 samples - sample - micro - microorganisms - plates 44 227_samples_sample_micro_microorganisms
228 workplaceto - timefollow - recycling - ective - ergonomics 44 228_workplaceto_timefollow_recycling_ective
229 requests - respond - customers - needs - manner 43 229_requests_respond_customers_needs
230 persons - tourism - organizational - policies - gender 43 230_persons_tourism_organizational_policies
231 ethical - sanitizing - maintained - tidy - behaviour 43 231_ethical_sanitizing_maintained_tidy
232 behave - genders - pwd - sexual - thespeci 43 232_behave_genders_pwd_sexual
233 requirementsto - assistance - guest - visit - services 43 233_requirementsto_assistance_guest_visit
234 stages - biological - chemical - procurement - physical 43 234_stages_biological_chemical_procurement
235 clothing - tasks - protective - utilize - virtual 43 235_clothing_tasks_protective_utilize
236 selection - recruitment - register - apprenticeship - guidelines 43 236_selection_recruitment_register_apprenticeship
237 neutral - gender - diversityto - behaviour - listen 43 237_neutral_gender_diversityto_behaviour
238 lubricant - worksite - hazardous - battery - recyclable 43 238_lubricant_worksite_hazardous_battery
239 grease - underground - sensitive - compliance - mis 42 239_grease_underground_sensitive_compliance
240 mindset - basic - english - skillsto - using 42 240_mindset_basic_english_skillsto
241 investmentsetc - laws - taxes - legal - rights 42 241_investmentsetc_laws_taxes_legal
242 savings - approach - authorities - income - expenses 42 242_savings_approach_authorities_income
243 applications - securely - platforms - features - internet 42 243_applications_securely_platforms_features
244 digital - rights - operate - skillsto - legal 42 244_digital_rights_operate_skillsto
245 names - conversation - measuresto - avoiding - precautionary 42 245_names_conversation_measuresto_avoiding
246 chart - refer - formulation - ow - weigh 42 246_chart_refer_formulation_ow
247 adjustments - smoothly - repairs - machine - minor 42 247_adjustments_smoothly_repairs_machine
248 extinguishers - res - worksitewhen - types - correctly 42 248_extinguishers_res_worksitewhen_types
249 ordinate - dustbins - coloured - icts - politely 42 249_ordinate_dustbins_coloured_icts
250 manuals - suppliers - following - sop - instructions 41 250_manuals_suppliers_following_sop
251 ciency - details - machinery - sequence - capacity 41 251_ciency_details_machinery_sequence
252 andenvironmentally - civic - constitutional - ethics - values 41 252_andenvironmentally_civic_constitutional_ethics
253 productivity - fuel - separately - conservation - stacked 41 253_productivity_fuel_separately_conservation
254 hospitality - tourism - tourists - tour - visit 41 254_hospitality_tourism_tourists_tour
255 culturalawareness - creative - emotional - continuous - thinking 41 255_culturalawareness_creative_emotional_continuous
256 stain - polish - soft - stains - cloth 41 256_stain_polish_soft_stains
257 attitude - behavior - positive - solving - century 41 257_attitude_behavior_positive_solving
258 everyday - contexts - conversation - read - person 41 258_everyday_contexts_conversation_read
259 centuryto - practicesbecoming - recognize - signi - st 41 259_centuryto_practicesbecoming_recognize_signi
260 infringing - deals - refrain - guest - plans 41 260_infringing_deals_refrain_guest
261 workforce - breaches - electrocution - train - initiative 41 261_workforce_breaches_electrocution_train
262 investmentsetc - compute - salary - taxes - laws 41 262_investmentsetc_compute_salary_taxes
263 society - integrity - respecting - ethics - responsibility 41 263_society_integrity_respecting_ethics
264 minutes - come - bring - spot - necessary 41 264_minutes_come_bring_spot
265 obtaining - instructions - supervisor - chart - requirements 41 265_obtaining_instructions_supervisor_chart
266 eco - reuse - spills - leakages - activities 41 266_eco_reuse_spills_leakages
267 fabric - trolley - unloading - running - mentioned 41 267_fabric_trolley_unloading_running
268 assistants - responsibilities - allot - helpers - saving 41 268_assistants_responsibilities_allot_helpers
269 dence - clarity - selection - recruitment - politely 40 269_dence_clarity_selection_recruitment
270 virtual - collaboration - word - features - ectively 40 270_virtual_collaboration_word_features
271 impact - mining - steps - environmental - operations 40 271_impact_mining_steps_environmental
272 andequipment - manufacturer - trenches - installations - exhaust 40 272_andequipment_manufacturer_trenches_installations
273 verbal - internet - connecting - communication - applications 40 273_verbal_internet_connecting_communication
274 policy - gloves - hygiene - organize - adhere 40 274_policy_gloves_hygiene_organize
275 malfunctions - write - goal - recti - messages 40 275_malfunctions_write_goal_recti
276 disposal - mining - hazardous - impact - environmental 40 276_disposal_mining_hazardous_impact
277 career - interests - settingto - goal - erence 40 277_career_interests_settingto_goal
278 processparameters - entire - temperature - applicable - used 40 278_processparameters_entire_temperature_applicable
279 causes - risk - deal - accident - possible 40 279_causes_risk_deal_accident
280 optimize - adventure - usage - ways - accepted 39 280_optimize_adventure_usage_ways
281 teamdiversity - inclusionto - behave - communicate - appropriately 39 281_teamdiversity_inclusionto_behave_communicate
282 register - jobs - apply - apprenticeship - opportunities 39 282_register_jobs_apply_apprenticeship
283 extruder - die - extruded - cutter - coming 39 283_extruder_die_extruded_cutter
284 aid - rst - person - timefollow - hazards 39 284_aid_rst_person_timefollow
285 serviceto - customers - types - erent - di 39 285_serviceto_customers_types_erent
286 proceduresto - evacuation - emergency - res - deal 39 286_proceduresto_evacuation_emergency_res
287 search - create - suitable - professional - jobs 39 287_search_create_suitable_professional
288 revenue - pricing - strategies - leak - policies 39 288_revenue_pricing_strategies_leak
289 accordinglyfollow - decisions - guidelinesto - personaland - environmental 38 289_accordinglyfollow_decisions_guidelinesto_personaland
290 reactions - cause - dissatisfactions - impersonal - relationship 38 290_reactions_cause_dissatisfactions_impersonal
291 dence - openings - clarity - answer - questions 38 291_dence_openings_clarity_answer
292 managementto - timefollow - ective - person - protect 38 292_managementto_timefollow_ective_person
293 respectively - agencies - portals - recruitment - identi 38 293_respectively_agencies_portals_recruitment
294 housekeeping - department - hr - guidelinesto - infection 38 294_housekeeping_department_hr_guidelinesto
295 crockery - articles - disinfectants - recommended - established 38 295_crockery_articles_disinfectants_recommended
296 sanitizers - machineries - cations - following - recommended 37 296_sanitizers_machineries_cations_following
297 customer - complaints - preferences - output - feedback 37 297_customer_complaints_preferences_output
298 estimate - manpower - dueto - grades - apparatus 37 298_estimate_manpower_dueto_grades
299 deals - protected - data - plans - infringing 37 299_deals_protected_data_plans
300 understanding - clari - seek - personnel - cations 37 300_understanding_clari_seek_personnel
301 cpr - cardiac - arrest - caused - situation 37 301_cpr_cardiac_arrest_caused
302 serviceto - business - businessto - able - competent 37 302_serviceto_business_businessto_able
303 good - english - skillsto - follow - able 37 303_good_english_skillsto_follow
304 standardsgetting - jobsto - ready - create - apprenticeship 37 304_standardsgetting_jobsto_ready_create
305 search - register - suitable - jobs - apply 37 305_search_register_suitable_jobs
306 ppe - protective - near - applicable - personal 37 306_ppe_protective_near_applicable
307 taste - odour - appearance - best - criteria 37 307_taste_odour_appearance_best
308 target - production - timeline - goal - schedule 37 308_target_production_timeline_goal
309 behaviour - critical - century - skills - thinking 37 309_behaviour_critical_century_skills
310 register - apprenticeship - guidelines - opportunities - requirements 36 310_register_apprenticeship_guidelines_opportunities
311 openings - answer - questions - identi - ine 36 311_openings_answer_questions_identi
312 manners - good - skillsto - follow - competent 36 312_manners_good_skillsto_follow
313 alcohol - regularly - sanitisers - hands - washing 36 313_alcohol_regularly_sanitisers_hands
314 usage - electricity - energy - optimize - ways 36 314_usage_electricity_energy_optimize
315 wind - proposed - ooding - generation - data 36 315_wind_proposed_ooding_generation
316 thinking - culturalawareness - critical - solving - creative 36 316_thinking_culturalawareness_critical_solving
317 personaland - learn - learning - emotional - continuous 36 317_personaland_learn_learning_emotional
318 arranging - money - associated - potential - sources 36 318_arranging_money_associated_potential
319 jobsto - search - suitable - create - apprenticeship 36 319_jobsto_search_suitable_create
320 standardsgetting - grooming - address - ready - needs 36 320_standardsgetting_grooming_address_ready
321 moving - near - haul - roads - parts 36 321_moving_near_haul_roads
322 hazard - explosive - warning - submit - hot 36 322_hazard_explosive_warning_submit
323 dress - authorized - adhere - supervisors - clari 36 323_dress_authorized_adhere_supervisors
324 digital - operate - skillsto - able - competent 35 324_digital_operate_skillsto_able
325 protein - plant - shelf - based - life 35 325_protein_plant_shelf_based
326 coding - colour - count - produced - instruction 35 326_coding_colour_count_produced
327 designing - atmosphere - timefollow - plans - hazards 35 327_designing_atmosphere_timefollow_plans
328 civic - citizenshipto - constitutional - values - rights 35 328_civic_citizenshipto_constitutional_values
329 symptoms - faced - submit - illness - task 35 329_symptoms_faced_submit_illness
330 electrocution - evacuation - public - areas - treating 35 330_electrocution_evacuation_public_areas
331 settingto - goal - mails - letters - development 35 331_settingto_goal_mails_letters
332 glasses - footwear - masks - goggles - long 35 332_glasses_footwear_masks_goggles
333 labelled - sealed - bag - infectious - ppes 35 333_labelled_sealed_bag_infectious
334 medical - emergencies - bleeding - choking - burns 35 334_medical_emergencies_bleeding_choking
335 explore - industries - employability - jobs - learning 35 335_explore_industries_employability_jobs
336 ventilation - district - diagram - circuit - tothe 35 336_ventilation_district_diagram_circuit
337 stages - cross - contamination - avoid - organisational 35 337_stages_cross_contamination_avoid
338 centuryto - behavior - century - st - awareness 35 338_centuryto_behavior_century_st
339 andenvironmentally - practicesbecoming - ethics - sustainable - duties 35 339_andenvironmentally_practicesbecoming_ethics_sustainable
340 word - features - ectively - basic - ms 35 340_word_features_ectively_basic
341 notify - hazard - running - free - oors 34 341_notify_hazard_running_free
342 align - threat - accessible - challenges - leak 34 342_align_threat_accessible_challenges
343 exhibit - trust - senior - complaints - colleagues 34 343_exhibit_trust_senior_complaints
344 privacy - dress - times - adhere - sensitive 34 344_privacy_dress_times_adhere
345 manners - diversity - communicating - inclusionto - diversityto 34 345_manners_diversity_communicating_inclusionto
346 sh - seafood - graded - remove - shell 34 346_sh_seafood_graded_remove
347 focus - assigned - role - existing - neutral 34 347_focus_assigned_role_existing
348 citizenshipto - employability - explore - values - learning 34 348_citizenshipto_employability_explore_values
349 word - collaboration - features - ectively - basic 34 349_word_collaboration_features_ectively
350 categories - generated - segregate - dispose - waste 34 350_categories_generated_segregate_dispose
351 multiple - utilize - machineries - utilization - ecting 34 351_multiple_utilize_machineries_utilization
352 personaland - continuous - learning - english - skillsto 34 352_personaland_continuous_learning_english
353 accommodation - disposal - public - cleanliness - disposed 34 353_accommodation_disposal_public_cleanliness
354 cone - age - cones - cheese - ages 34 354_cone_age_cones_cheese
355 devices - applications - features - operate - digital 33 355_devices_applications_features_operate
356 requests - grooming - tourism - hospitality - needs 33 356_requests_grooming_tourism_hospitality
357 digital - devices - operate - basic - carry 33 357_digital_devices_operate_basic
358 acids - handling - followed - procedures - tools 33 358_acids_handling_followed_procedures
359 anticipate - promotion - mitigate - price - sources 33 359_anticipate_promotion_mitigate_price
360 mail - virtual - platforms - internet - media 33 360_mail_virtual_platforms_internet
361 career - term - goals - long - short 33 361_career_term_goals_long
362 walk - threat - periodic - risks - free 33 362_walk_threat_periodic_risks
363 walk - ifassigned - threats - obstructions - involve 33 363_walk_ifassigned_threats_obstructions
364 workplaceto - recycling - standardsgetting - grooming - feedback 33 364_workplaceto_recycling_standardsgetting_grooming
365 invarious - teamdiversity - collaboratively - listening - settings 33 365_invarious_teamdiversity_collaboratively_listening
366 civic - constitutional - values - duties - rights 33 366_civic_constitutional_values_duties
367 requirementsconstitutional - meeting - citizenshipto - employability - cance 33 367_requirementsconstitutional_meeting_citizenshipto_employability
368 rawmaterials - aging - materials - quantity - raw 33 368_rawmaterials_aging_materials_quantity
369 bleeding - choking - burns - cuts - poisoning 33 369_bleeding_choking_burns_cuts
370 english - hospitality - tourism - everyday - basic 33 370_english_hospitality_tourism_everyday
371 conformance - referring - verifying - raw - quality 33 371_conformance_referring_verifying_raw
372 gueststo - brief - clearly - polite - desk 33 372_gueststo_brief_clearly_polite
373 date - code - coding - batch - expiry 33 373_date_code_coding_batch
374 injuries - treating - cuts - rodents - shoes 33 374_injuries_treating_cuts_rodents
375 utilization - planning - cient - manpower - resources 32 375_utilization_planning_cient_manpower
376 symbols - hazard - harmful - toxic - warning 32 376_symbols_hazard_harmful_toxic
377 surface - stacked - ore - carried - minimum 32 377_surface_stacked_ore_carried
378 cooking - burner - light - steam - stir 32 378_cooking_burner_light_steam
379 literacyto - services - nancial - safely - products 32 379_literacyto_services_nancial_safely
380 andenvironmentally - centuryto - practicesbecoming - sustainable - st 32 380_andenvironmentally_centuryto_practicesbecoming_sustainable
381 organize - productionto - receive - tting - tools 32 381_organize_productionto_receive_tting
382 disease - injury - infectious - air - instruct 32 382_disease_injury_infectious_air
383 ice - cream - centre - spiral - insert 32 383_ice_cream_centre_spiral
384 environmentally - centuryto - practicesbecoming - sustainable - st 32 384_environmentally_centuryto_practicesbecoming_sustainable
385 dential - leaving - prevention - visible - harassment 32 385_dential_leaving_prevention_visible
386 grievances - scope - resolve - icts - authority 32 386_grievances_scope_resolve_icts
387 generated - recyclable - hazardous - non - waste 32 387_generated_recyclable_hazardous_non
388 jobsto - create - apprenticeship - professional - ready 32 388_jobsto_create_apprenticeship_professional
389 solving - creative - thinking - problem - critical 32 389_solving_creative_thinking_problem
390 designs - competitors - employee - leak - protection 32 390_designs_competitors_employee_leak
391 savings - approach - income - expenses - calculate 31 391_savings_approach_income_expenses
392 applications - features - internet - devices - operate 31 392_applications_features_internet_devices
393 requirementsto - services - guests - speci - gueststo 31 393_requirementsto_services_guests_speci
394 privacyto - sta - guests - team - followed 31 394_privacyto_sta_guests_team
395 cater - group - facilities - gender - age 31 395_cater_group_facilities_gender
396 company - organisational - observed - person - concerned 31 396_company_organisational_observed_person
397 motivate - standardsto - implement - performance - organisational 31 397_motivate_standardsto_implement_performance
398 passed - essential - timely - etiquette - manner 31 398_passed_essential_timely_etiquette
399 sanitizing - tidy - hands - washing - intervals 31 399_sanitizing_tidy_hands_washing
400 recyclable - practicesto - recycling - non - identify 31 400_recyclable_practicesto_recycling_non
401 learn - learning - culturalawareness - emotional - continuous 31 401_learn_learning_culturalawareness_emotional
402 platforms - media - securely - identify - able 31 402_platforms_media_securely_identify
403 initiative - capacity - skill - industry - diversity 31 403_initiative_capacity_skill_industry
404 openings - respectively - agencies - portals - identi 31 404_openings_respectively_agencies_portals
405 secure - followed - handling - procedures - safe 31 405_secure_followed_handling_procedures
406 allergens - establish - separately - transportation - distribution 31 406_allergens_establish_separately_transportation
407 concentration - column - limit - added - sample 31 407_concentration_column_limit_added
408 harassment - genders - escalate - according - sexual 31 408_harassment_genders_escalate_according
409 persons - enable - disabilities - treated - asked 31 409_persons_enable_disabilities_treated
410 leave - concurrence - getting - department - thesame 31 410_leave_concurrence_getting_department
411 winding - drum - drums - spool - spinning 31 411_winding_drum_drums_spool
412 immediate - revenue - strategies - marketing - pricing 31 412_immediate_revenue_strategies_marketing
413 textile - uniform - wear - guidelines - etiquette 31 413_textile_uniform_wear_guidelines
414 responsibility - citizenship - society - limits - schedules 30 414_responsibility_citizenship_society_limits
415 mask - plugs - ear - ppes - body 30 415_mask_plugs_ear_ppes
416 requests - grooming - needs - manner - standardsgetting 30 416_requests_grooming_needs_manner
417 height - space - tackles - ned - handle 30 417_height_space_tackles_ned
418 duty - superior - assigned - erence - problems 30 418_duty_superior_assigned_erence
419 mail - internet - platforms - media - devices 30 419_mail_internet_platforms_media
420 ones - unsafe - schedules - responsibility - agreed 30 420_ones_unsafe_schedules_responsibility
421 accountable - implementation - spread - rules - actions 30 421_accountable_implementation_spread_rules
422 mail - virtual - collaboration - platforms - media 30 422_mail_virtual_collaboration_platforms
423 ups - organized - health - attend - injury 30 423_ups_organized_health_attend
424 verbal - non - skillsto - follow - able 30 424_verbal_non_skillsto_follow
425 performance - senior - indicators - achievement - exible 30 425_performance_senior_indicators_achievement
426 institutions - literacyto - select - services - nancial 30 426_institutions_literacyto_select_services
427 faced - politely - company - problems - communicate 30 427_faced_politely_company_problems
428 thinking - culturalawareness - solving - creative - emotional 30 428_thinking_culturalawareness_solving_creative
429 disposing - lubricant - collecting - storing - battery 30 429_disposing_lubricant_collecting_storing
430 dissatisfactions - impersonal - relationship - guests - complaints 30 430_dissatisfactions_impersonal_relationship_guests
431 priority - essential - high - pass - timely 30 431_priority_essential_high_pass
432 compute - investmentsetc - salary - taxes - common 29 432_compute_investmentsetc_salary_taxes
433 malfunctions - recti - eliminate - steps - machinery 29 433_malfunctions_recti_eliminate_steps
434 sealed - drainage - roof - lighting - near 29 434_sealed_drainage_roof_lighting
435 underground - extinguishers - handling - operate - types 29 435_underground_extinguishers_handling_operate
436 hairnets - ear - masks - gloves - plugs 29 436_hairnets_ear_masks_gloves
437 minor - repairs - periodic - faults - agents 29 437_minor_repairs_periodic_faults
438 diversity - inclusionto - hospitality - tourism - english 29 438_diversity_inclusionto_hospitality_tourism
439 incase - traveling - roads - haul - post 29 439_incase_traveling_roads_haul
440 requirementsconstitutional - drains - citizenshipto - meeting - sterile 29 440_requirementsconstitutional_drains_citizenshipto_meeting
441 theorganisation - protect - observed - strong - sensitive 29 441_theorganisation_protect_observed_strong
442 er - requirementsto - services - cater - facilities 29 442_er_requirementsto_services_cater
443 sensitive - disability - gender - age - adhere 28 443_sensitive_disability_gender_age
444 andenvironmentally - centuryto - practicesbecoming - ethics - sustainable 28 444_andenvironmentally_centuryto_practicesbecoming_ethics
445 rotation - areas - store - stock - nished 28 445_rotation_areas_store_stock
446 risk - chemical - electrical - physical - handling 28 446_risk_chemical_electrical_physical
447 caps - masks - shoes - gloves - hair 28 447_caps_masks_shoes_gloves
448 problems - identi - supervisor - physical - spillage 28 448_problems_identi_supervisor_physical
449 trashcans - cleared - regularly - cleanliness - following 28 449_trashcans_cleared_regularly_cleanliness
450 operate - digital - skillsto - legal - able 28 450_operate_digital_skillsto_legal
451 soap - sanitisers - disinfect - evacuation - alcohol 28 451_soap_sanitisers_disinfect_evacuation
452 ventilation - pipes - tanks - objects - phones 28 452_ventilation_pipes_tanks_objects
453 increase - improve - ciency - existing - comply 28 453_increase_improve_ciency_existing
454 cleaning - arrange - agent - performing - gear 28 454_cleaning_arrange_agent_performing
455 themachines - tool - question - spare - areas 28 455_themachines_tool_question_spare
456 lights - switch - resources - electricity - tasks 28 456_lights_switch_resources_electricity
457 dustbins - coloured - recycle - segregate - handle 28 457_dustbins_coloured_recycle_segregate
458 environmentally - centuryto - practicesbecoming - sustainable - st 28 458_environmentally_centuryto_practicesbecoming_sustainable
459 assessment - critical - threat - forward - points 28 459_assessment_critical_threat_forward
460 alcohol - wash - cleaned - hand - sure 28 460_alcohol_wash_cleaned_hand
461 grievances - scope - escalate - problems - ciency 28 461_grievances_scope_escalate_problems
462 learn - culturalawareness - solving - creative - emotional 28 462_learn_culturalawareness_solving_creative
463 microbiological - label - chemical - physical - sensory 27 463_microbiological_label_chemical_physical
464 employment - recognize - practice - century - cance 27 464_employment_recognize_practice_century
465 wearing - clothes - regularly - prescribed - hygiene 27 465_wearing_clothes_regularly_prescribed
466 posture - position - hours - decisions - methods 27 466_posture_position_hours_decisions
467 measuresto - precautionary - health - following - competent 27 467_measuresto_precautionary_health_following
468 poisoning - choking - burns - bleeding - cuts 27 468_poisoning_choking_burns_bleeding
469 sectorto - textile - emergencies - response - india 27 469_sectorto_textile_emergencies_response
470 kinds - environmental - possible - hazards - hazardsto 27 470_kinds_environmental_possible_hazards
471 rodents - security - checklist - pests - regulations 27 471_rodents_security_checklist_pests
472 andculturally - tasks - performed - accordinglyfollow - decisions 27 472_andculturally_tasks_performed_accordinglyfollow
473 know - standardsto - pm - labeling - systemto 27 473_know_standardsto_pm_labeling
474 protocols - lead - carrying - lifting - signs 27 474_protocols_lead_carrying_lifting
475 encourage - objectives - creating - orientation - promote 27 475_encourage_objectives_creating_orientation
476 ups - getting - recall - undertaking - haccp 27 476_ups_getting_recall_undertaking
477 negative - reporting - received - immediate - experience 27 477_negative_reporting_received_immediate
478 minimize - organisational - responsibility - roles - accountable 27 478_minimize_organisational_responsibility_roles
479 letters - write - messages - written - notes 27 479_letters_write_messages_written
480 healthy - guard - line - activities - guidelines 27 480_healthy_guard_line_activities
481 ghting - response - undertake - asked - training 26 481_ghting_response_undertake_asked
482 sectorto - textile - conservation - energy - workto 26 482_sectorto_textile_conservation_energy
483 opencast - security - regulations - comply - guidelines 26 483_opencast_security_regulations_comply
484 ofthe - possible - recognise - environmental - chemical 26 484_ofthe_possible_recognise_environmental
485 prescribed - superior - manner - performance - exible 26 485_prescribed_superior_manner_performance
486 dress - interacting - code - colleagues - superiors 26 486_dress_interacting_code_colleagues
487 leaves - harassment - sexual - exible - inclusive 26 487_leaves_harassment_sexual_exible
488 recycling - practicesto - turned - ective - garbage 26 488_recycling_practicesto_turned_ective
489 decide - market - foods - feasibility - category 26 489_decide_market_foods_feasibility
490 utilization - respect - machinery - capacity - order 26 490_utilization_respect_machinery_capacity
491 standardsto - icts - politely - attention - colleagues 26 491_standardsto_icts_politely_attention
492 drills - mock - participate - organized - undertake 26 492_drills_mock_participate_organized
493 attitude - positive - solving - creative - thinking 26 493_attitude_positive_solving_creative
494 colleagues - submit - politely - timely - superior 26 494_colleagues_submit_politely_timely
495 ipr - unattended - workstation - visible - comply 26 495_ipr_unattended_workstation_visible
496 hazardsto - shutdown - accidents - evacuation - organisation 26 496_hazardsto_shutdown_accidents_evacuation
497 sign - symptoms - immediately - authorities - regarding 26 497_sign_symptoms_immediately_authorities
498 teamdiversity - collaboratively - inclusionto - settings - encourage 26 498_teamdiversity_collaboratively_inclusionto_settings
499 privacy - respect - services - requirementsto - policy 26 499_privacy_respect_services_requirementsto
500 st - centuryto - recognize - century - cance 26 500_st_centuryto_recognize_century
501 disease - infectious - authority - air - injury 26 501_disease_infectious_authority_air
502 aid - rst - hazards - appropriately - workplace 26 502_aid_rst_hazards_appropriately
503 ascertain - crockery - disinfectants - articles - solution 26 503_ascertain_crockery_disinfectants_articles
504 recyclable - segregate - hazardous - hospitality - tourism 26 504_recyclable_segregate_hazardous_hospitality
505 budget - cost - senior - nature - ciently 26 505_budget_cost_senior_nature
506 shop - laid - oor - biological - establish 25 506_shop_laid_oor_biological

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: 1.25.2
  • HDBSCAN: 0.8.36
  • UMAP: 0.5.6
  • Pandas: 2.0.3
  • Scikit-Learn: 1.2.2
  • Sentence-transformers: 3.0.0
  • Transformers: 4.41.1
  • Numba: 0.58.1
  • Plotly: 5.15.0
  • Python: 3.10.12