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Merged_BERTopic_CEEW

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/Merged_BERTopic_CEEW")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 346
  • Number of training documents: 92948
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 equipment - tools - check - ensure - vehicle 42 -1_equipment_tools_check_ensure
0 design - yarn - fabric - silver - shape 47333 0_design_yarn_fabric_silver
1 solar - charging - power - discuss - battery 3337 1_solar_charging_power_discuss
2 tank - transfer - start - fruits - vegetables 643 2_tank_transfer_start_fruits
3 issues - legal - related - act - post 593 3_issues_legal_related_act
4 dispose - designate - bag - sealed - plastic 532 4_dispose_designate_bag_sealed
5 register - apprenticeship - opportunities - guideline - requirement 513 5_register_apprenticeship_opportunities_guideline
6 customers - types - event - di - identify 507 6_customers_types_event_di
7 attitude - awareness - positive - behavior - kills 504 7_attitude_awareness_positive_behavior
8 sources - opportunity - mitigate - arranging - money 500 8_sources_opportunity_mitigate_arranging
9 laws - essential - legal - rights - approach 490 9_laws_essential_legal_rights
10 sobs - grooving - ready - getting - apprenticeship 477 10_sobs_grooving_ready_getting
11 communicate - appropriately - - - 468 11_communicate_appropriately__
12 documentation - corrective - records - record - deviations 467 12_documentation_corrective_records_record
13 team - work - user - competent - able 459 13_team_work_user_competent
14 employability - constitutional - meeting - values - portal 447 14_employability_constitutional_meeting_values
15 students - clients - expedition - leader - activity 446 15_students_clients_expedition_leader
16 devices - operate - applications - digital - securely 443 16_devices_operate_applications_digital
17 beverage - food - chef - items - guest 431 17_beverage_food_chef_items
18 tourist - guest - tour - room - travel 367 18_tourist_guest_tour_room
19 green - electrolysis - discuss - india - manufacturing 351 19_green_electrolysis_discuss_india
20 injury - implementing - recognise - issues - programs 324 20_injury_implementing_recognise_issues
21 protective - clothing - tasks - pp - personal 306 21_protective_clothing_tasks_pp
22 learn - awareness - learning - critical - practice 303 22_learn_awareness_learning_critical
23 unable - plug - pills - rectify - authority 291 23_unable_plug_pills_rectify
24 promotion - considering - model - marketing - price 268 24_promotion_considering_model_marketing
25 respecting - integrity - values - personal - trend 262 25_respecting_integrity_values_personal
26 written - english - risk - language - local 260 26_written_english_risk_language
27 answer - clarity - questions - selection - politely 260 27_answer_clarity_questions_selection
28 create - professional - assistance - persons - disability 260 28_create_professional_assistance_persons
29 write - mails - notes - short - drill 259 29_write_mails_notes_short
30 respectively - portal - job - reliability - lift 259 30_respectively_portal_job_reliability
31 term - long - short - career - goals 258 31_term_long_short_career
32 enterprises - research - entrepreneurship - assess - opportunities 258 32_enterprises_research_entrepreneurship_assess
33 sales - market - customer - leads - customers 258 33_sales_market_customer_leads
34 taxes - common - income - expenses - components 256 34_taxes_common_income_expenses
35 day - surroundings - hygienic - te - wearing 256 35_day_surroundings_hygienic_te
36 interact - superior - space - supervisor - departments 253 36_interact_superior_space_supervisor
37 address - needs - customer - appropriately - identify 252 37_address_needs_customer_appropriately
38 disposal - hazardous - processes - secure - injury 251 38_disposal_hazardous_processes_secure
39 assess - potential - opportunities - business - identify 247 39_assess_potential_opportunities_business
40 coal - career - getting - development - english 246 40_coal_career_getting_development
41 requests - respond - needs - manner - professional 246 41_requests_respond_needs_manner
42 sustainable - environmental - century - st - professional 246 42_sustainable_environmental_century_st
43 employment - recognize - cancer - sign - century 245 43_employment_recognize_cancer_sign
44 opening - methods - online - apply - identity 243 44_opening_methods_online_apply
45 recognize - responsibility - duties - cancer - sign 239 45_recognize_responsibility_duties_cancer
46 recyclable - hazardous - generate - non - waste 239 46_recyclable_hazardous_generate_non
47 categories - aggregate - event - di - waste 237 47_categories_aggregate_event_di
48 savings - calculate - income - expenses - estimate 234 48_savings_calculate_income_expenses
49 values - sustainable - duties - constitutional - rights 231 49_values_sustainable_duties_constitutional
50 person - english - basic - event - di 230 50_person_english_basic_event
51 lab - sample - analysis - samples - physical 229 51_lab_sample_analysis_samples
52 communication - english - basic - kills - using 229 52_communication_english_basic_kills
53 communicating - good - follow - - 228 53_communicating_good_follow_
54 platforms - media - entrepreneurship - social - securely 227 54_platforms_media_entrepreneurship_social
55 create - basic - - - 227 55_create_basic__
56 search - jobs - suitable - apply - ectiveness 227 56_search_jobs_suitable_apply
57 soap - alcohol - hands - regularly - based 223 57_soap_alcohol_hands_regularly
58 terence - career - understand - di - job 221 58_terence_career_understand_di
59 industries - jobs - employability - skill - various 217 59_industries_jobs_employability_skill
60 collaboration - platforms - media - social - actively 216 60_collaboration_platforms_media_social
61 transactions - online - securely - safely - financial 216 61_transactions_online_securely_safely
62 institutions - select - services - requirement - products 216 62_institutions_select_services_requirement
63 read - mails - notes - routine - understand 215 63_read_mails_notes_routine
64 sanctioning - rectify - machine - required - check 212 64_sanctioning_rectify_machine_required
65 dealing - hazards - safe - self - working 212 65_dealing_hazards_safe_self
66 maintenance - breakdown - preventive - inform - repair 211 66_maintenance_breakdown_preventive_inform
67 test - vehicle - electric - drag - faults 210 67_test_vehicle_electric_drag
68 malfunctioning - vibration - noise - maintenance - resolved 209 68_malfunctioning_vibration_noise_maintenance
69 errors - freedom - respective - posts - sanitisers 206 69_errors_freedom_respective_posts
70 receiving - reporting - supervisor - instructions - requirements 200 70_receiving_reporting_supervisor_instructions
71 vacuum - wipe - agent - brush - cloth 192 71_vacuum_wipe_agent_brush
72 shift - previous - operator - oncoming - landing 191 72_shift_previous_operator_oncoming
73 services - securely - safely - products - financial 188 73_services_securely_safely_products
74 agencies - search - recruitment - reliable - jobs 187 74_agencies_search_recruitment_reliable
75 extinguishes - recognise - incidents - names - shows 185 75_extinguishes_recognise_incidents_names
76 features - entrepreneurship - basic - use - user 183 76_features_entrepreneurship_basic_use
77 causes - accidents - possible - risks - hazardous 180 77_causes_accidents_possible_risks
78 dough - oven - matter - mould - proof 180 78_dough_oven_matter_mould
79 breaches - security - health - identity - person 174 79_breaches_security_health_identity
80 isolation - quotations - bills - near - compile 173 80_isolation_quotations_bills_near
81 guests - manner - language - professional - communicate 172 81_guests_manner_language_professional
82 identifying - routine - potential - grades - skin 168 82_identifying_routine_potential_grades
83 optimism - ways - usage - tasks - processes 160 83_optimism_ways_usage_tasks
84 workstation - regularly - sanitize - procured - locations 159 84_workstation_regularly_sanitize_procured
85 involved - improving - friendly - response - doubts 155 85_involved_improving_friendly_response
86 advanced - sanitation - authority - issues - hygienic 152 86_advanced_sanitation_authority_issues
87 oil - level - engine - signal - hydraulic 152 87_oil_level_engine_signal
88 coordinating - tender - outside - include - fundamentals 152 88_coordinating_tender_outside_include
89 handicrafts - carpet - sector - council - kill 149 89_handicrafts_carpet_sector_council
90 date - supplier - manufacture - details - expire 145 90_date_supplier_manufacture_details
91 ill - similar - situation - contact - people 144 91_ill_similar_situation_contact
92 budget - revenue - actual - forecast - monthly 140 92_budget_revenue_actual_forecast
93 es - wear - regularly - pp - dispose 140 93_es_wear_regularly_pp
94 pills - leakage - tasks - processes - activities 139 94_pills_leakage_tasks_processes
95 emergencies - accidents - based - action - instructions 139 95_emergencies_accidents_based_action
96 verbal - listening - settings - etiquette - active 135 96_verbal_listening_settings_etiquette
97 completed - report - work - manager - dress 134 97_completed_report_work_manager
98 style - sensitivity - persons - disability - act 133 98_style_sensitivity_persons_disability
99 organisation - policies - guide - motivate - procedures 130 99_organisation_policies_guide_motivate
100 stress - approval - technique - superior - perform 130 100_stress_approval_technique_superior
101 turned - connected - appliances - electrical - properly 129 101_turned_connected_appliances_electrical
102 assistance - disability - persons - asked - help 129 102_assistance_disability_persons_asked
103 shows - way - respect - colleagues - customers 129 103_shows_way_respect_colleagues
104 sta - training - sessions - improve - feedback 129 104_sta_training_sessions_improve
105 risks - potential - monitor - processes - workplace 128 105_risks_potential_monitor_processes
106 handled - supervisors - problems - escapade - repairs 127 106_handled_supervisors_problems_escapade
107 productivity - quality - achieving - variation - understanding 126 107_productivity_quality_achieving_variation
108 face - telephone - written - storing - phone 122 108_face_telephone_written_storing
109 housekeeping - prevent - order - export - letter 122 109_housekeeping_prevent_order_export
110 protocol - period - time - members - assigned 116 110_protocol_period_time_members
111 diese - instrument - apparatus - regulation - fuel 115 111_diese_instrument_apparatus_regulation
112 disposing - collecting - storing - lubricant - battery 114 112_disposing_collecting_storing_lubricant
113 deposit - reliable - location - identity - recyclable 112 113_deposit_reliable_location_identity
114 hemp - acted - prices - strategy - weather 111 114_hemp_acted_prices_strategy
115 requirements - ed - specie - work - ensure 110 115_requirements_ed_specie_work
116 sobbing - trolley - corps - cop - moving 109 116_sobbing_trolley_corps_cop
117 etiquette - disciplined - colleagues - superiors - interesting 108 117_etiquette_disciplined_colleagues_superiors
118 adapt - gender - consideration - taking - authority 108 118_adapt_gender_consideration_taking
119 guard - healthy - maintain - type - avoid 105 119_guard_healthy_maintain_type
120 public - verbal - privacy - settings - communicating 104 120_public_verbal_privacy_settings
121 performance - target - goals - team - incentive 103 121_performance_target_goals_team
122 dispose - non - recyclable - appropriately - waste 102 122_dispose_non_recyclable_appropriately
123 years - protective - gorges - mass - aid 101 123_years_protective_gorges_mass
124 loans - scheme - government - schemes - small 100 124_loans_scheme_government_schemes
125 section - mask - printing - glasses - workers 100 125_section_mask_printing_glasses
126 organized - participate - evacuation - procedures - workplace 100 126_organized_participate_evacuation_procedures
127 statutory - regulatory - regulations - implements - changes 99 127_statutory_regulatory_regulations_implements
128 introduction - sanitisers - soap - method - alcohol 97 128_introduction_sanitisers_soap_method
129 cylinder - bones - shapes - interpret - workplace 97 129_cylinder_bones_shapes_interpret
130 adopt - healthy - maintaining - productivity - achieve 96 130_adopt_healthy_maintaining_productivity
131 food - registration - forth - processing - policy 95 131_food_registration_forth_processing
132 controlling - operational - risk - achieve - company 94 132_controlling_operational_risk_achieve
133 disciplined - responsible - adopt - behaviour - uses 94 133_disciplined_responsible_adopt_behaviour
134 decide - market - access - transportation - means 94 134_decide_market_access_transportation
135 protect - guest - times - sure - information 94 135_protect_guest_times_sure
136 price - market - tends - lines - best 93 136_price_market_tends_lines
137 ill - similar - situation - contact - future 92 137_ill_similar_situation_contact
138 deals - send - plans - account - received 92 138_deals_send_plans_account
139 easily - accessible - avoiding - moisture - drawings 92 139_easily_accessible_avoiding_moisture
140 authorized - personnel - supervisors - risks - potential 92 140_authorized_personnel_supervisors_risks
141 aspects - clearly - department - communicate - actively 92 141_aspects_clearly_department_communicate
142 submit - daily - performance - formats - prescribed 91 142_submit_daily_performance_formats
143 observed - immediate - sure - organisation - company 90 143_observed_immediate_sure_organisation
144 handle - transactions - waste - methods - online 90 144_handle_transactions_waste_methods
145 whipped - broken - surfaces - cylinders - thermal 89 145_whipped_broken_surfaces_cylinders
146 insurance - loans - bank - cards - elevated 88 146_insurance_loans_bank_cards
147 extinguishes - types - life - operate - control 88 147_extinguishes_types_life_operate
148 sure - accessible - sensitive - make - age 87 148_sure_accessible_sensitive_make
149 environment - related - management - procedures - follow 87 149_environment_related_management_procedures
150 shortage - need - regular - materials - raw 86 150_shortage_need_regular_materials
151 aid - rest - kit - administer - access 85 151_aid_rest_kit_administer
152 decisions - direction - accordingly - accountable - environmental 85 152_decisions_direction_accordingly_accountable
153 recalling - concerned - active - person - workplace 85 153_recalling_concerned_active_person
154 preference - goals - given - active - management 84 154_preference_goals_given_active
155 challenges - faced - members - support - asked 84 155_challenges_faced_members_support
156 residue - knowledge - farmers - aggregation - plastic 83 156_residue_knowledge_farmers_aggregation
157 soil - ground - implement - practice - performance 83 157_soil_ground_implement_practice
158 separately - carried - scrap - surface - accordance 83 158_separately_carried_scrap_surface
159 measures - assistant - responsibilities - taking - health 83 159_measures_assistant_responsibilities_taking
160 cleanliness - regularly - schedule - following - maintenance 83 160_cleanliness_regularly_schedule_following
161 sanitizers - machineries - recommended - clean - agents 83 161_sanitizers_machineries_recommended_clean
162 build - relationship - active - guests - personal 83 162_build_relationship_active_guests
163 recycle - applicable - waste - hold - suppliers 82 163_recycle_applicable_waste_hold
164 ones - responsibility - cleaning - carry - maintenance 82 164_ones_responsibility_cleaning_carry
165 hand - rotation - stock - technique - place 81 165_hand_rotation_stock_technique
166 loose - sites - wires - sub - tables 80 166_loose_sites_wires_sub
167 recyclable - tourism - hospitality - aggregate - hazardous 80 167_recyclable_tourism_hospitality_aggregate
168 dining - kitchen - table - perorganizational - cleanliness 80 168_dining_kitchen_table_perorganizational
169 aspects - compile - accounts - require - business 79 169_aspects_compile_accounts_require
170 wedding - saw - accessories - constables - method 78 170_wedding_saw_accessories_constables
171 comply - disability - gender - people - related 77 171_comply_disability_gender_people
172 replaced - sanitisers - taken - friendly - precautions 77 172_replaced_sanitisers_taken_friendly
173 aid - rest - external - provide - automatic 77 173_aid_rest_external_provide
174 network - automatic - devices - fro - bad 77 174_network_automatic_devices_fro
175 dusting - aggregate - recalling - ensuring - appliances 77 175_dusting_aggregate_recalling_ensuring
176 site - hygienic - maintain - work - frequently 76 176_site_hygienic_maintain_work
177 programs - group - participate - organized - evacuation 76 177_programs_group_participate_organized
178 productivity - fuel - conservation - material - machine 76 178_productivity_fuel_conservation_material
179 rescue - hazard - apply - technique - bank 76 179_rescue_hazard_apply_technique
180 disinfect - task - tools - machine - work 75 180_disinfect_task_tools_machine
181 organise - security - current - organisation - policies 75 181_organise_security_current_organisation
182 delivery - vendor - suppliers - theme - purchase 75 182_delivery_vendor_suppliers_theme
183 minimize - actions - risks - self - health 75 183_minimize_actions_risks_self
184 means - needed - clear - customers - colleagues 75 184_means_needed_clear_customers
185 compliance - guideline - regulatory - board - group 74 185_compliance_guideline_regulatory_board
186 loss - productivity - illness - risk - people 73 186_loss_productivity_illness_risk
187 list - materials - goods - raw - raging 73 187_list_materials_goods_raw
188 ventilator - district - direct - diagram - circuit 73 188_ventilator_district_direct_diagram
189 clair - authorized - personnel - supervisors - seek 73 189_clair_authorized_personnel_supervisors
190 freedom - acting - situations - exile - adapt 72 190_freedom_acting_situations_exile
191 cater - age - needs - group - facilities 72 191_cater_age_needs_group
192 future - reference - load - details - raw 72 192_future_reference_load_details
193 politely - colleagues - members - team - encourage 72 193_politely_colleagues_members_team
194 reporting - person - act - condition - concerned 71 194_reporting_person_act_condition
195 multi - supporting - share - task - necessary 70 195_multi_supporting_share_task
196 life - handicrafts - carpet - sector - council 70 196_life_handicrafts_carpet_sector
197 causes - prevention - associated - risks - hazards 69 197_causes_prevention_associated_risks
198 tourism - hospitality - stops - walk - care 69 198_tourism_hospitality_stops_walk
199 recyclable - conservation - reliable - energy - location 69 199_recyclable_conservation_reliable_energy
200 prevention - adhere - policies - company - compliance 68 200_prevention_adhere_policies_company
201 grievances - defects - potential - hazards - production 68 201_grievances_defects_potential_hazards
202 share - transmission - ways - implement - organisational 68 202_share_transmission_ways_implement
203 replace - worn - replacement - damaged - chain 68 203_replace_worn_replacement_damaged
204 motivate - planning - employees - industry - standards 68 204_motivate_planning_employees_industry
205 walk - obstruction - periodic - assigned - free 68 205_walk_obstruction_periodic_assigned
206 seek - assistance - performing - superiors - respond 67 206_seek_assistance_performing_superiors
207 state - location - responsible - names - refer 67 207_state_location_responsible_names
208 comply - applicable - instructions - related - health 67 208_comply_applicable_instructions_related
209 relating - ones - accurately - role - document 67 209_relating_ones_accurately_role
210 greet - promptly - organization - procedure - guests 67 210_greet_promptly_organization_procedure
211 increase - improve - science - existing - stories 66 211_increase_improve_science_existing
212 inspecting - ingredient - way - raw - food 66 212_inspecting_ingredient_way_raw
213 incentive - indicator - output - target - performance 65 213_incentive_indicator_output_target
214 legislation - functions - solutions - accordance - regulations 65 214_legislation_functions_solutions_accordance
215 lines - range - unique - develop - high 64 215_lines_range_unique_develop
216 treatment - water - discuss - destination - showcase 63 216_treatment_water_discuss_destination
217 exist - spots - recall - privacy - yes 63 217_exist_spots_recall_privacy
218 consumption - sustainable - practices - apply - policies 63 218_consumption_sustainable_practices_apply
219 tolerable - terms - shape - interpret - read 63 219_tolerable_terms_shape_interpret
220 agreed - schedules - running - maintenance - carry 62 220_agreed_schedules_running_maintenance
221 going - asked - undertake - response - training 62 221_going_asked_undertake_response
222 roles - responsibility - perform - crockery - established 62 222_roles_responsibility_perform_crockery
223 care - way - handle - machinery - correct 62 223_care_way_handle_machinery
224 new - develop - procedures - work - working 61 224_new_develop_procedures_work
225 checks - intervals - preventive - regular - health 61 225_checks_intervals_preventive_regular
226 clothing - recommended - wear - environment - clothes 61 226_clothing_recommended_wear_environment
227 sanitizers - wash - alcohol - running - availability 61 227_sanitizers_wash_alcohol_running
228 hygienic - members - gap - personal - team 60 228_hygienic_members_gap_personal
229 faced - problems - process - report - frequent 60 229_faced_problems_process_report
230 illness - symptoms - concerned - immediately - regarding 60 230_illness_symptoms_concerned_immediately
231 crockery - established - articles - disinfectant - cleaned 60 231_crockery_established_articles_disinfectant
232 safe - report - equipment - deviation - utter 59 232_safe_report_equipment_deviation
233 incorporate - experience - improve - feedback - guest 59 233_incorporate_experience_improve_feedback
234 chart - formulation - refer - produced - product 59 234_chart_formulation_refer_produced
235 inspector - previous - faced - resolve - address 59 235_inspector_previous_faced_resolve
236 failure - emergency - steps - ground - response 58 236_failure_emergency_steps_ground
237 collaboration - dates - tear - expire - accordingly 58 237_collaboration_dates_tear_expire
238 privacy - visiting - shoes - respect - services 58 238_privacy_visiting_shoes_respect
239 allergens - cause - separately - cross - contamination 57 239_allergens_cause_separately_cross
240 doctor - prompt - treatment - illness - case 56 240_doctor_prompt_treatment_illness
241 impact - steps - environmental - operations - related 56 241_impact_steps_environmental_operations
242 track - wished - audit - verify - documents 56 242_track_wished_audit_verify
243 danger - delay - incidents - reduce - immediate 56 243_danger_delay_incidents_reduce
244 minor - attend - repairs - faults - machines 56 244_minor_attend_repairs_faults
245 privacy - sta - followed - members - guests 55 245_privacy_sta_followed_members
246 stress - employees - support - technique - management 55 246_stress_employees_support_technique
247 hazard - free - working - clean - area 54 247_hazard_free_working_clean
248 apparatus - rescue - appropriately - self - required 54 248_apparatus_rescue_appropriately_self
249 strong - protect - sensitive - basis - change 54 249_strong_protect_sensitive_basis
250 payment - cash - advance - voice - guest 53 250_payment_cash_advance_voice
251 ill - term - long - act - health 53 251_ill_term_long_act
252 recommended - damage - handling - procedure - material 53 252_recommended_damage_handling_procedure
253 employee - protection - information - ensure - les 53 253_employee_protection_information_ensure
254 chemical - possible - environmental - industry - hazards 53 254_chemical_possible_environmental_industry
255 superiors - build - respect - colleagues - support 53 255_superiors_build_respect_colleagues
256 times - self - pollution - placing - consult 52 256_times_self_pollution_placing
257 strategics - pricking - revenue - leak - plans 52 257_strategics_pricking_revenue_leak
258 interesting - etiquette - members - maintain - team 52 258_interesting_etiquette_members_maintain
259 regularly - errors - rectify - feedback - safe 52 259_regularly_errors_rectify_feedback
260 adopt - behavior - gender - belts - blades 52 260_adopt_behavior_gender_belts
261 refuse - signals - recalling - friendly - signs 51 261_refuse_signals_recalling_friendly
262 adhere - damage - standards - material - safety 51 262_adhere_damage_standards_material
263 extinguished - type - appropriate - use - stoppage 51 263_extinguished_type_appropriate_use
264 layer - glasses - gorges - mass - gloves 51 264_layer_glasses_gorges_mass
265 accident - workplace - ensure - - 51 265_accident_workplace_ensure_
266 minimize - damage - duties - environmental - manner 51 266_minimize_damage_duties_environmental
267 visiting - wear - department - protective - personal 51 267_visiting_wear_department_protective
268 duty - problems - identity - assigned - superior 50 268_duty_problems_identity_assigned
269 store - cleaning - safely - badges - use 50 269_store_cleaning_safely_badges
270 actions - responsibility - identify - demonstrate - 50 270_actions_responsibility_identify_demonstrate
271 accountable - role - process - desired - responsibility 50 271_accountable_role_process_desired
272 roof - straight - exposed - face - scale 50 272_roof_straight_exposed_face
273 fundamentals - housekeeping - follow - geometric - symbols 50 273_fundamentals_housekeeping_follow_geometric
274 duties - actively - perform - direct - responsibilities 50 274_duties_actively_perform_direct
275 symptoms - discharge - illness - shift - report 50 275_symptoms_discharge_illness_shift
276 attach - implementation - rules - pp - requirement 50 276_attach_implementation_rules_pp
277 disability - people - faults - equipment - 49 277_disability_people_faults_equipment
278 emergency - natural - limits - participate - situation 49 278_emergency_natural_limits_participate
279 know - textile - protocol - organisational - sector 49 279_know_textile_protocol_organisational
280 drainage - economics - lighting - transportation - distribution 49 280_drainage_economics_lighting_transportation
281 dealing - yes - emergencies - type - follow 49 281_dealing_yes_emergencies_type
282 drill - preventive - technique - hazards - safety 49 282_drill_preventive_technique_hazards
283 tar - substances - glass - liquid - diese 49 283_tar_substances_glass_liquid
284 needed - clear - colleagues - communication - maintain 49 284_needed_clear_colleagues_communication
285 dissatisfaction - complaints - address - guest - actively 49 285_dissatisfaction_complaints_address_guest
286 close - contact - illness - regarding - people 48 286_close_contact_illness_regarding
287 handled - superior - problems - escapade - dispatch 48 287_handled_superior_problems_escapade
288 extinguished - promote - emergencies - rescue - sanitation 48 288_extinguished_promote_emergencies_rescue
289 receive - orders - reporting - feedback - supervisor 48 289_receive_orders_reporting_feedback
290 workers - communicate - clearly - giving - enhance 48 290_workers_communicate_clearly_giving
291 consider - superior - resolve - task - terence 48 291_consider_superior_resolve_task
292 undertake - assessment - risk - personal - work 48 292_undertake_assessment_risk_personal
293 dressing - pilot - points - oil - pins 48 293_dressing_pilot_points_oil
294 disinfectant - solution - recommended - cleaning - clean 47 294_disinfectant_solution_recommended_cleaning
295 stay - craft - updated - business - employment 47 295_stay_craft_updated_business
296 tourism - hospitality - persons - disability - comply 47 296_tourism_hospitality_persons_disability
297 situations - adjust - event - di - work 47 297_situations_adjust_event_di
298 handle - remove - debris - safely - waste 47 298_handle_remove_debris_safely
299 moving - lifting - supplies - equipment - loads 47 299_moving_lifting_supplies_equipment
300 verify - sanitation - nations - authority - standard 47 300_verify_sanitation_nations_authority
301 forming - traditional - marketing - platforms - media 46 301_forming_traditional_marketing_platforms
302 focus - improvement - learning - self - team 46 302_focus_improvement_learning_self
303 gender - behaviour - equality - workplace - maintain 46 303_gender_behaviour_equality_workplace
304 tidy - self - clean - area - team 46 304_tidy_self_clean_area
305 display - media - responsible - platforms - behaviour 46 305_display_media_responsible_platforms
306 periodically - unable - checks - actions - corrective 46 306_periodically_unable_checks_actions
307 sealed - near - working - operating - area 46 307_sealed_near_working_operating
308 arranged - rays - workers - spare - mentioned 46 308_arranged_rays_workers_spare
309 advance - issue - inform - problem - guests 46 309_advance_issue_inform_problem
310 recall - harp - textile - uniform - gap 46 310_recall_harp_textile_uniform
311 acids - handling - followed - promote - frame 46 311_acids_handling_followed_promote
312 textile - economics - sector - rules - role 45 312_textile_economics_sector_rules
313 angle - engineering - terence - mechanical - drawing 45 313_angle_engineering_terence_mechanical
314 communication - use - winter - danger - extruded 45 314_communication_use_winter_danger
315 victims - aid - rest - procedure - provide 45 315_victims_aid_rest_procedure
316 es - wear - regularly - pp - dispose 45 316_es_wear_regularly_pp
317 terms - communicating - policy - display - industry 45 317_terms_communicating_policy_display
318 utilization - electricity - energy - processes - material 45 318_utilization_electricity_energy_processes
319 occupational - gases - dust - hazards - water 45 319_occupational_gases_dust_hazards
320 le - code - needed - language - st 45 320_le_code_needed_language
321 having - housekeeping - designate - machines - area 45 321_having_housekeeping_designate_machines
322 comply - security - regulations - guideline - related 45 322_comply_security_regulations_guideline
323 wash - intervals - alcohol - washing - hands 44 323_wash_intervals_alcohol_washing
324 preference - goals - given - hygienic - health 44 324_preference_goals_given_hygienic
325 bearing - ligament - bearings - levelling - face 44 325_bearing_ligament_bearings_levelling
326 traveling - incise - roads - post - practices 44 326_traveling_incise_roads_post
327 maintained - times - sure - make - hygienic 44 327_maintained_times_sure_make
328 improvements - ll - sheet - daily - risks 44 328_improvements_ll_sheet_daily
329 avoid - organisational - standards - organizational - user 43 329_avoid_organisational_standards_organizational
330 checklist - audit - conduct - hygienic - workplace 43 330_checklist_audit_conduct_hygienic
331 turned - connected - appliances - electrical - properly 43 331_turned_connected_appliances_electrical
332 radius - square - depth - controlled - maximum 43 332_radius_square_depth_controlled
333 timely - essential - manner - information - ensure 43 333_timely_essential_manner_information
334 bleeding - choking - burns - shock - administer 43 334_bleeding_choking_burns_shock
335 refer - government - point - health - documents 43 335_refer_government_point_health
336 harness - ear - shoes - gorges - mass 43 336_harness_ear_shoes_gorges
337 important - shapes - dimensions - engineering - interpret 43 337_important_shapes_dimensions_engineering
338 geometric - symbols - drawings - domestic - integrated 43 338_geometric_symbols_drawings_domestic
339 boards - placed - shop - signs - relevant 43 339_boards_placed_shop_signs
340 lifting - handling - correct - procedures - use 42 340_lifting_handling_correct_procedures
341 biological - attend - chemical - hazards - hazard 42 341_biological_attend_chemical_hazards
342 latest - tends - industries - research - market 42 342_latest_tends_industries_research
343 electricity - optimism - ways - usage - energy 42 343_electricity_optimism_ways_usage
344 alarms - signs - interpret - action - event 42 344_alarms_signs_interpret_action

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: 1.2.2
  • Sentence-transformers: 3.0.1
  • Transformers: 4.42.3
  • Numba: 0.60.0
  • Plotly: 5.18.0
  • Python: 3.10.13
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