bertopic text-classification region:us
---
library_name: bertopic
pipeline_tag: text-classification
tags:
- bertopic
---

# Merged_BERTopic_CEEW

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/Merged_BERTopic_CEEW")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 346
* Number of training documents: 92948

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | 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 |
  
</details>

## 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
