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

# NewBERTopicCEEW

This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. 
BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. 

## Usage 

To use this model, please install BERTopic:

```
pip install -U bertopic
```

You can use the model as follows:

```python
from bertopic import BERTopic
topic_model = BERTopic.load("VATSAL1729/NewBERTopicCEEW")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 430
* Number of training documents: 92948

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | tools - equipment - vehicle - materials - check | 42 | -1_tools_equipment_vehicle_materials | 
| 0 | yarn - fabric - silver - making - loom | 46813 | 0_yarn_fabric_silver_making | 
| 1 | tank - transfer - fruits - start - pulp | 2242 | 1_tank_transfer_fruits_start | 
| 2 | solar - charging - power - discuss - battery | 1221 | 2_solar_charging_power_discuss | 
| 3 | customers - types - event - di - identify | 608 | 3_customers_types_event_di | 
| 4 | documentation - records - corrective - record - deviations | 508 | 4_documentation_records_corrective_record | 
| 5 | students - clients - expedition - leader - tree | 466 | 5_students_clients_expedition_leader | 
| 6 | guest - tourist - travel - room - hotel | 409 | 6_guest_tourist_travel_room | 
| 7 | renders - communicate - appropriately -  -  | 344 | 7_renders_communicate_appropriately_ | 
| 8 | design - nations - creating - model - product | 341 | 8_design_nations_creating_model | 
| 9 | sustainable - environmental - century - st - professional | 315 | 9_sustainable_environmental_century_st | 
| 10 | select - services - requirement - products - financial | 302 | 10_select_services_requirement_products | 
| 11 | english - basic - kills - times - user | 280 | 11_english_basic_kills_times | 
| 12 | promotion - considering - model - marketing - price | 275 | 12_promotion_considering_model_marketing | 
| 13 | clarity - selection - politely - recruitment - contract | 262 | 13_clarity_selection_politely_recruitment | 
| 14 | ready - getting - apprenticeship - hygienic - standards | 260 | 14_ready_getting_apprenticeship_hygienic | 
| 15 | sales - leads - customer - customers - market | 259 | 15_sales_leads_customer_customers | 
| 16 | read - notes - routine - understand - information | 259 | 16_read_notes_routine_understand | 
| 17 | common - expenses - components - identify - disturbance | 259 | 17_common_expenses_components_identify | 
| 18 | enterprises - research - entrepreneurship - assess - opportunities | 258 | 18_enterprises_research_entrepreneurship_assess | 
| 19 | opportunity - bundles - mitigate - sources - service | 258 | 19_opportunity_bundles_mitigate_sources | 
| 20 | learn - awareness - learning - critical - practice | 257 | 20_learn_awareness_learning_critical | 
| 21 | write - messages - notes - short - recorded | 257 | 21_write_messages_notes_short | 
| 22 | beverage - menu - serving - serve - guest | 257 | 22_beverage_menu_serving_serve | 
| 23 | inclusion - diversity - team - work - user | 257 | 23_inclusion_diversity_team_work | 
| 24 | register - apprenticeship - opportunities - guideline - requirements | 257 | 24_register_apprenticeship_opportunities_guideline | 
| 25 | curriculum - create - professional -  -  | 256 | 25_curriculum_create_professional_ | 
| 26 | opening - methods - online - apply - identity | 256 | 26_opening_methods_online_apply | 
| 27 | replace - bearings - defects - worn - repair | 256 | 27_replace_bearings_defects_worn | 
| 28 | assess - potential - opportunities - business - identify | 254 | 28_assess_potential_opportunities_business | 
| 29 | laws - legal - essential - relevant - rights | 251 | 29_laws_legal_essential_relevant | 
| 30 | assembly - assemble - measuring - assembling - instruments | 249 | 30_assembly_assemble_measuring_assembling | 
| 31 | address - needs - customer - appropriately - identify | 247 | 31_address_needs_customer_appropriately | 
| 32 | sexual - harassment - literacy - act - post | 247 | 32_sexual_harassment_literacy_act | 
| 33 | internet - devices - operate - digital - operations | 247 | 33_internet_devices_operate_digital | 
| 34 | features - entrepreneurship - basic - privacy - use | 247 | 34_features_entrepreneurship_basic_privacy | 
| 35 | coal - career - getting - development - english | 246 | 35_coal_career_getting_development | 
| 36 | employment - recognize - cancer - sign - century | 246 | 36_employment_recognize_cancer_sign | 
| 37 | scrap - dispose - waste - aggregate - collection | 242 | 37_scrap_dispose_waste_aggregate | 
| 38 | test - vehicle - electric - drag - engine | 238 | 38_test_vehicle_electric_drag | 
| 39 | categories - aggregate - event - di - waste | 235 | 39_categories_aggregate_event_di | 
| 40 | arranging - challenges - associated - sources - service | 235 | 40_arranging_challenges_associated_sources | 
| 41 | disposal - hazardous - processes - ed - specie | 233 | 41_disposal_hazardous_processes_ed | 
| 42 | savings - calculate - expenses - estimate - property | 232 | 42_savings_calculate_expenses_estimate | 
| 43 | approach - authorities - laws - essential - rights | 231 | 43_approach_authorities_laws_essential | 
| 44 | applications - features - devices - operate - digital | 231 | 44_applications_features_devices_operate | 
| 45 | register - apprenticeship - opportunities - requirement - identify | 231 | 45_register_apprenticeship_opportunities_requirement | 
| 46 | meeting - citizenship - cancer - employability - skill | 230 | 46_meeting_citizenship_cancer_employability | 
| 47 | attitude - awareness - positive - behavior - creative | 229 | 47_attitude_awareness_positive_behavior | 
| 48 | create - basic - tackle - damage - site | 229 | 48_create_basic_tackle_damage | 
| 49 | contents - conversation - person - english - basic | 228 | 49_contents_conversation_person_english | 
| 50 | search - jobs - suitable - apply - satisfaction | 226 | 50_search_jobs_suitable_apply | 
| 51 | verbal - listening - settings - etiquette - active | 225 | 51_verbal_listening_settings_etiquette | 
| 52 | terence - career - understand - di - job | 221 | 52_terence_career_understand_di | 
| 53 | transactions - online - securely - safely - financial | 217 | 53_transactions_online_securely_safely | 
| 54 | term - long - short - career - goals | 216 | 54_term_long_short_career | 
| 55 | portal - citizenship - employability - constitutional - learning | 216 | 55_portal_citizenship_employability_constitutional | 
| 56 | collaboration - platforms - media - social - actively | 216 | 56_collaboration_platforms_media_social | 
| 57 | sanctioning - rectify - machine - required - check | 215 | 57_sanctioning_rectify_machine_required | 
| 58 | ready - getting - apprenticeship - hygienic - standards | 210 | 58_ready_getting_apprenticeship_hygienic | 
| 59 | pills - leakage - tasks - processes - activities | 195 | 59_pills_leakage_tasks_processes | 
| 60 | causes - accidents - possible - risks - hazardous | 195 | 60_causes_accidents_possible_risks | 
| 61 | inclusion - diversity - team - initiative - capacity | 193 | 61_inclusion_diversity_team_initiative | 
| 62 | services - securely - safely - products - financial | 190 | 62_services_securely_safely_products | 
| 63 | lab - sample - analysis - samples - appearance | 189 | 63_lab_sample_analysis_samples | 
| 64 | agencies - search - recruitment - reliable - jobs | 188 | 64_agencies_search_recruitment_reliable | 
| 65 | platforms - internet - media - entrepreneurship - social | 185 | 65_platforms_internet_media_entrepreneurship | 
| 66 | transformer - inverted - diagram - wiring - installation | 178 | 66_transformer_inverted_diagram_wiring | 
| 67 | guests - manner - language - professional - tone | 172 | 67_guests_manner_language_professional | 
| 68 | malfunctioning - vibration - noise - maintenance - report | 167 | 68_malfunctioning_vibration_noise_maintenance | 
| 69 | wearing - day - clothes - healthy - te | 165 | 69_wearing_day_clothes_healthy | 
| 70 | wipe - dirt - vacuum - furniture - agent | 165 | 70_wipe_dirt_vacuum_furniture | 
| 71 | sexual - harassment - literacy - issues - legal | 162 | 71_sexual_harassment_literacy_issues | 
| 72 | dealing - safe - hazards - working - self | 159 | 72_dealing_safe_hazards_working | 
| 73 | es - wear - regularly - pp - dispose | 158 | 73_es_wear_regularly_pp | 
| 74 | optimism - ways - usage - tasks - processes | 158 | 74_optimism_ways_usage_tasks | 
| 75 | clothing - protective - tasks - specie - disabilities | 158 | 75_clothing_protective_tasks_specie | 
| 76 | advanced - sanitation - authority - issues - hygienic | 155 | 76_advanced_sanitation_authority_issues | 
| 77 | deposit - reliable - location - identity - recyclable | 150 | 77_deposit_reliable_location_identity | 
| 78 | respecting - integrity - ethics - values - personal | 147 | 78_respecting_integrity_ethics_values | 
| 79 | respectively - portal - job - cleaned - regularly | 145 | 79_respectively_portal_job_cleaned | 
| 80 | consumption - public - verbal - gather - sustainable | 143 | 80_consumption_public_verbal_gather | 
| 81 | ill - similar - situation - contact - people | 143 | 81_ill_similar_situation_contact | 
| 82 | generate - recyclable - hazardous - non - protocol | 141 | 82_generate_recyclable_hazardous_non | 
| 83 | budget - revenue - actual - forecast - variance | 139 | 83_budget_revenue_actual_forecast | 
| 84 | errors - freedom - rectify - posts - respective | 137 | 84_errors_freedom_rectify_posts | 
| 85 | requests - respond - needs - manner - professional | 135 | 85_requests_respond_needs_manner | 
| 86 | shift - previous - operator - oncoming - doesn | 135 | 86_shift_previous_operator_oncoming | 
| 87 | designate - dispose - location - arrest - safely | 134 | 87_designate_dispose_location_arrest | 
| 88 | iso - productivity - result - achieving - quality | 133 | 88_iso_productivity_result_achieving | 
| 89 | completed - report - work - manager - led | 133 | 89_completed_report_work_manager | 
| 90 | style - sensitivity - persons - disability - act | 132 | 90_style_sensitivity_persons_disability | 
| 91 | handle - transactions - entire - log - methods | 131 | 91_handle_transactions_entire_log | 
| 92 | thedesignated - breaches - emergencies - rescue - risk | 130 | 92_thedesignated_breaches_emergencies_rescue | 
| 93 | soap - alcohol - hands - regularly - based | 129 | 93_soap_alcohol_hands_regularly | 
| 94 | industries - jobs - employability - skill - various | 128 | 94_industries_jobs_employability_skill | 
| 95 | face - telephone - written - mr - allergens | 124 | 95_face_telephone_written_mr | 
| 96 | receiving - reporting - instructions - supervisor - requirements | 123 | 96_receiving_reporting_instructions_supervisor | 
| 97 | rep - future - reference - load - es | 122 | 97_rep_future_reference_load | 
| 98 | identifying - routine - potential - hazards - carry | 122 | 98_identifying_routine_potential_hazards | 
| 99 | extinguishes - interesting - display - avoid - listening | 122 | 99_extinguishes_interesting_display_avoid | 
| 100 | merits - performance - target - executive - designed | 120 | 100_merits_performance_target_executive | 
| 101 | recyclable - hazardous - non - waste - identify | 120 | 101_recyclable_hazardous_non_waste | 
| 102 | emergencies - accidents - listen - ideas - based | 119 | 102_emergencies_accidents_listen_ideas | 
| 103 | unable - plug - pills - rectify - leakage | 119 | 103_unable_plug_pills_rectify | 
| 104 | housekeeping - prevent - export - order - accidents | 118 | 104_housekeeping_prevent_export_order | 
| 105 | respectively - portal - job - specialists - repeat | 118 | 105_respectively_portal_job_specialists | 
| 106 | values - civic - ethics - sustainable - duties | 117 | 106_values_civic_ethics_sustainable | 
| 107 | respecting - integrity - ethics - values - personal | 117 | 107_respecting_integrity_ethics_values | 
| 108 | values - civic - ethics - sustainable - duties | 115 | 108_values_civic_ethics_sustainable | 
| 109 | turned - connected - appliances - properly - electrical | 113 | 109_turned_connected_appliances_properly | 
| 110 | supplier - date - document - raw - details | 113 | 110_supplier_date_document_raw | 
| 111 | timeline - requirements - ed - specie - work | 109 | 111_timeline_requirements_ed_specie | 
| 112 | decide - market - access - transportation - means | 109 | 112_decide_market_access_transportation | 
| 113 | guard - healthy - maintain - drinking - type | 109 | 113_guard_healthy_maintain_drinking | 
| 114 | comply - anti - disability - gender - people | 107 | 114_comply_anti_disability_gender | 
| 115 | written - english -  -  -  | 106 | 115_written_english__ | 
| 116 | sexual - harassment - literacy - listening - active | 106 | 116_sexual_harassment_literacy_listening | 
| 117 | delivery - vendor - suppliers - purchase - order | 106 | 117_delivery_vendor_suppliers_purchase | 
| 118 | corps - sobbing - trolley - cop - moving | 105 | 118_corps_sobbing_trolley_cop | 
| 119 | sta - training - assessment - progress - operators | 104 | 119_sta_training_assessment_progress | 
| 120 | organise - security - sanitize - sanitizers - current | 104 | 120_organise_security_sanitize_sanitizers | 
| 121 | dispose - non - recyclable - appropriately - waste | 103 | 121_dispose_non_recyclable_appropriately | 
| 122 | protective - pp - personal - purpose - thespeci | 103 | 122_protective_pp_personal_purpose | 
| 123 | clair - authorized - personnel - supervisors - seek | 102 | 123_clair_authorized_personnel_supervisors | 
| 124 | electrolysis - manufacturing - discuss - pictures - video | 102 | 124_electrolysis_manufacturing_discuss_pictures | 
| 125 | legislation - functions - solutions - accordance - organizational | 102 | 125_legislation_functions_solutions_accordance | 
| 126 | increase - improve - science - existing - technique | 101 | 126_increase_improve_science_existing | 
| 127 | organized - drills - participate - evacuation - procedures | 101 | 127_organized_drills_participate_evacuation | 
| 128 | grease - dressing - lubricant - oil - oils | 100 | 128_grease_dressing_lubricant_oil | 
| 129 | footgear - glasses - gorges - pp - safe | 99 | 129_footgear_glasses_gorges_pp | 
| 130 | requests - respond - needs - manner - professional | 99 | 130_requests_respond_needs_manner | 
| 131 | tourism - hospitality - persons - suggested - disability | 99 | 131_tourism_hospitality_persons_suggested | 
| 132 | aid - rest - kit - administer - access | 99 | 132_aid_rest_kit_administer | 
| 133 | statutory - regulatory - regulations - legislation - approval | 98 | 133_statutory_regulatory_regulations_legislation | 
| 134 | passed - protocol - heating - timely - essential | 98 | 134_passed_protocol_heating_timely | 
| 135 | walk - obstruction - periodic - assigned - free | 97 | 135_walk_obstruction_periodic_assigned | 
| 136 | isolation - near - positive - traveling - distance | 96 | 136_isolation_near_positive_traveling | 
| 137 | injury - unattended - denial - leaving - workstation | 94 | 137_injury_unattended_denial_leaving | 
| 138 | price - market - tends - lines - best | 93 | 138_price_market_tends_lines | 
| 139 | labelled - sealed - bag - plastic - es | 92 | 139_labelled_sealed_bag_plastic | 
| 140 | authorized - personnel - supervisors - risks - potential | 92 | 140_authorized_personnel_supervisors_risks | 
| 141 | period - position - protocol - assigned - correct | 91 | 141_period_position_protocol_assigned | 
| 142 | handicrafts - carpet - sector - council - kill | 90 | 142_handicrafts_carpet_sector_council | 
| 143 | observed - subordinates - immediate - sure - organisation | 90 | 143_observed_subordinates_immediate_sure | 
| 144 | civic - recognize - responsibility - duties - citizenship | 89 | 144_civic_recognize_responsibility_duties | 
| 145 | sanitizers - machineries - clean - recommended - agents | 89 | 145_sanitizers_machineries_clean_recommended | 
| 146 | dishes - recipe - food - ingredient - prepared | 88 | 146_dishes_recipe_food_ingredient | 
| 147 | scope - duties - problems - escapade - authority | 88 | 147_scope_duties_problems_escapade | 
| 148 | agreed - schedules - running - victims - administer | 87 | 148_agreed_schedules_running_victims | 
| 149 | tolerable - trenches - elevated - terms - shape | 86 | 149_tolerable_trenches_elevated_terms | 
| 150 | crockery - established - articles - ascertain - superiors | 86 | 150_crockery_established_articles_ascertain | 
| 151 | space - interact - superior - respect - customers | 86 | 151_space_interact_superior_respect | 
| 152 | undertake - assessment - risk - view - point | 85 | 152_undertake_assessment_risk_view | 
| 153 | yes - receive - orders - reporting - metals | 85 | 153_yes_receive_orders_reporting | 
| 154 | involving - tends - issue - industries - research | 84 | 154_involving_tends_issue_industries | 
| 155 | environment - related - management - procedures - follow | 84 | 155_environment_related_management_procedures | 
| 156 | hydrogen - green - india - successful - generation | 84 | 156_hydrogen_green_india_successful | 
| 157 | applicable - waste - aluminium - cardboard - bottles | 83 | 157_applicable_waste_aluminium_cardboard | 
| 158 | extinguishes - comply - security - regulations - guideline | 83 | 158_extinguishes_comply_security_regulations | 
| 159 | build - relationship - active - guests - personal | 83 | 159_build_relationship_active_guests | 
| 160 | dusting - aggregate - event - di - waste | 83 | 160_dusting_aggregate_event_di | 
| 161 | sanitizers - wash - alcohol - running - availability | 82 | 161_sanitizers_wash_alcohol_running | 
| 162 | trash - cleanliness - regularly - schedule - following | 82 | 162_trash_cleanliness_regularly_schedule | 
| 163 | preference - goals - given - active - management | 82 | 163_preference_goals_given_active | 
| 164 | emergency - natural - participate - yes - promptly | 81 | 164_emergency_natural_participate_yes | 
| 165 | gender - consideration - taking - came - certain | 81 | 165_gender_consideration_taking_came | 
| 166 | communication - english - basic - kills - using | 81 | 166_communication_english_basic_kills | 
| 167 | scope - company - regard - ha - possible | 81 | 167_scope_company_regard_ha | 
| 168 | soap - alcohol - washing - hands - hand | 81 | 168_soap_alcohol_washing_hands | 
| 169 | greet - promptly - organization - procedure - guests | 80 | 169_greet_promptly_organization_procedure | 
| 170 | utilization - electricity - accurately - clearly - energy | 80 | 170_utilization_electricity_accurately_clearly | 
| 171 | supervisor - received - week - completion - clair | 80 | 171_supervisor_received_week_completion | 
| 172 | anxiety - stress - technique - perform - management | 80 | 172_anxiety_stress_technique_perform | 
| 173 | regular - checks - intervals - preventive - organized | 80 | 173_regular_checks_intervals_preventive | 
| 174 | policy - evacuation - times - comply - organizational | 79 | 174_policy_evacuation_times_comply | 
| 175 | recyclable - tourism - hospitality - aggregate - hazardous | 79 | 175_recyclable_tourism_hospitality_aggregate | 
| 176 | civic - recognize - responsibility - duties - citizenship | 79 | 176_civic_recognize_responsibility_duties | 
| 177 | wastes - recyclable - anxiety - stress - hazardous | 79 | 177_wastes_recyclable_anxiety_stress | 
| 178 | recalling - concerned - active - person - workplace | 78 | 178_recalling_concerned_active_person | 
| 179 | adopt - car - cards - behavior - gender | 78 | 179_adopt_car_cards_behavior | 
| 180 | recognise - alarms - measures - signs - interpret | 78 | 180_recognise_alarms_measures_signs | 
| 181 | handled - supervisors - repairs - problems - escapade | 77 | 181_handled_supervisors_repairs_problems | 
| 182 | doctor - treatment - illness - frothy - case | 77 | 182_doctor_treatment_illness_frothy | 
| 183 | celebration - trials - attained - testing - tests | 76 | 183_celebration_trials_attained_testing | 
| 184 | video - excessive - recording - consumption - reports | 76 | 184_video_excessive_recording_consumption | 
| 185 | shows - way - respect - colleagues - work | 76 | 185_shows_way_respect_colleagues | 
| 186 | programs - group - participate - organized - drills | 76 | 186_programs_group_participate_organized | 
| 187 | involved - improving - friendly - response - organization | 76 | 187_involved_improving_friendly_response | 
| 188 | productivity - fuel - conservation - material - machine | 75 | 188_productivity_fuel_conservation_material | 
| 189 | guide - motivate - organisation - operational - members | 75 | 189_guide_motivate_organisation_operational | 
| 190 | kitchen - table - cleanliness - utensils - glassware | 75 | 190_kitchen_table_cleanliness_utensils | 
| 191 | aid - rest - external - automatic - provide | 75 | 191_aid_rest_external_automatic | 
| 192 | risks - potential - monitor - processes - workplace | 75 | 192_risks_potential_monitor_processes | 
| 193 | task - tools - machine - work - panel | 75 | 193_task_tools_machine_work | 
| 194 | disposing - collecting - storing - lubricant - battery | 74 | 194_disposing_collecting_storing_lubricant | 
| 195 | unable - plug - pills - rectify - leakage | 74 | 195_unable_plug_pills_rectify | 
| 196 | tourism - hospitality - leave - walk - revenue | 74 | 196_tourism_hospitality_leave_walk | 
| 197 | multi - supporting - share - task - necessary | 73 | 197_multi_supporting_share_task | 
| 198 | absentees - loss - productivity - illness - risk | 73 | 198_absentees_loss_productivity_illness | 
| 199 | compliance - guideline - regulatory - board - group | 73 | 199_compliance_guideline_regulatory_board | 
| 200 | means - needed - clear - customers - colleagues | 73 | 200_means_needed_clear_customers | 
| 201 | network - automatic - devices - fro - bad | 73 | 201_network_automatic_devices_fro | 
| 202 | minimize - interests - attributes - damage - duties | 73 | 202_minimize_interests_attributes_damage | 
| 203 | implementing - recognise - programs - existing - planning | 72 | 203_implementing_recognise_programs_existing | 
| 204 | wedding - saw - accessories - technicians - operators | 72 | 204_wedding_saw_accessories_technicians | 
| 205 | age - group - facilities - needs - diverse | 72 | 205_age_group_facilities_needs | 
| 206 | sessions - organise - faced - drills - challenges | 72 | 206_sessions_organise_faced_drills | 
| 207 | impact - steps - environmental - operations - related | 72 | 207_impact_steps_environmental_operations | 
| 208 | malfunctions - notify - stoppage - supervisor - desk | 72 | 208_malfunctions_notify_stoppage_supervisor | 
| 209 | consult - resolve - science - diversity - minimize | 71 | 209_consult_resolve_science_diversity | 
| 210 | going - asked - undertake - response - training | 71 | 210_going_asked_undertake_response | 
| 211 | adhere - damage - workplace - standards - material | 71 | 211_adhere_damage_workplace_standards | 
| 212 | organisation - banking - policies - working - mobile | 71 | 212_organisation_banking_policies_working | 
| 213 | departments - resolve - communicating - disposing - interact | 70 | 213_departments_resolve_communicating_disposing | 
| 214 | politely - colleagues - members - team - encourage | 70 | 214_politely_colleagues_members_team | 
| 215 | shift - duty - log - previous - operator | 70 | 215_shift_duty_log_previous | 
| 216 | thedesignated - breaches - security - health - identity | 70 | 216_thedesignated_breaches_security_health | 
| 217 | recyclable - conservation - reliable - energy - location | 70 | 217_recyclable_conservation_reliable_energy | 
| 218 | involving - stay - craft - updated - resources | 70 | 218_involving_stay_craft_updated | 
| 219 | site - hygienic - maintain - work - leaving | 69 | 219_site_hygienic_maintain_work | 
| 220 | doubts - clarify - interact - compliance - usage | 69 | 220_doubts_clarify_interact_compliance | 
| 221 | aspects - clearly - department - communicate - actively | 69 | 221_aspects_clearly_department_communicate | 
| 222 | communicating - good - follow -  -  | 69 | 222_communicating_good_follow_ | 
| 223 | personaland - life - handicrafts - carpet - sector | 69 | 223_personaland_life_handicrafts_carpet | 
| 224 | incorporate - experience - improve - feedback - guest | 69 | 224_incorporate_experience_improve_feedback | 
| 225 | formats - recording - pass - timely - essential | 68 | 225_formats_recording_pass_timely | 
| 226 | language - responsible - behavior - etiquette - demonstrate | 68 | 226_language_responsible_behavior_etiquette | 
| 227 | registration - food - policy - certain - pertaining | 68 | 227_registration_food_policy_certain | 
| 228 | coordinating - tender - outside - include - input | 68 | 228_coordinating_tender_outside_include | 
| 229 | reporting - act - person - condition - concerned | 68 | 229_reporting_act_person_condition | 
| 230 | incentive - indicator - output - target - performance | 67 | 230_incentive_indicator_output_target | 
| 231 | come - minutes - adopt - spot - continuous | 67 | 231_come_minutes_adopt_spot | 
| 232 | proof - visitors - residual - boots - aprons | 67 | 232_proof_visitors_residual_boots | 
| 233 | hygienic - members - gap - personal - team | 67 | 233_hygienic_members_gap_personal | 
| 234 | civic - recognize - responsibility - duties - citizenship | 67 | 234_civic_recognize_responsibility_duties | 
| 235 | line - guideline - activities - carry - procedures | 67 | 235_line_guideline_activities_carry | 
| 236 | workstation - regularly - clean - cleaned - equipment | 66 | 236_workstation_regularly_clean_cleaned | 
| 237 | years - know - reasons - protective - gorges | 66 | 237_years_know_reasons_protective | 
| 238 | track - wished - audit - verify - documents | 66 | 238_track_wished_audit_verify | 
| 239 | eye - kit - extinguished - phone - wash | 66 | 239_eye_kit_extinguished_phone | 
| 240 | free - person - minor - demonstrate - attend | 65 | 240_free_person_minor_demonstrate | 
| 241 | comply - applicable - instructions - related - health | 65 | 241_comply_applicable_instructions_related | 
| 242 | times - sure - data - guest - make | 65 | 242_times_sure_data_guest | 
| 243 | personaland - life - english - professional - basic | 65 | 243_personaland_life_english_professional | 
| 244 | gloves - gear - mass - slip - gorges | 65 | 244_gloves_gear_mass_slip | 
| 245 | state - location - names - responsible - refer | 64 | 245_state_location_names_responsible | 
| 246 | prevention - sexual - harassment - adhere - company | 64 | 246_prevention_sexual_harassment_adhere | 
| 247 | immediately - superior - etiquette - authority - concerned | 64 | 247_immediately_superior_etiquette_authority | 
| 248 | handicrafts - carpet - sector - council - kill | 63 | 248_handicrafts_carpet_sector_council | 
| 249 | recognise - incidents - harassment - names - authority | 63 | 249_recognise_incidents_harassment_names | 
| 250 | objects - noise - ages - resolved - large | 63 | 250_objects_noise_ages_resolved | 
| 251 | situations - adjust - event - di - work | 63 | 251_situations_adjust_event_di | 
| 252 | seek - assistance - performing - superiors - display | 63 | 252_seek_assistance_performing_superiors | 
| 253 | care - way - handle - machinery - correct | 63 | 253_care_way_handle_machinery | 
| 254 | roles - responsibility - perform - situations - handle | 62 | 254_roles_responsibility_perform_situations | 
| 255 | lines - range - unique - develop - high | 62 | 255_lines_range_unique_develop | 
| 256 | aid - rest - corrective - accident - appropriately | 62 | 256_aid_rest_corrective_accident | 
| 257 | illness - immediately - concerned - regarding - authorities | 61 | 257_illness_immediately_concerned_regarding | 
| 258 | wastewater - treatment - water - pumps - showcase | 61 | 258_wastewater_treatment_water_pumps | 
| 259 | compression - suction - thing - valves - piping | 61 | 259_compression_suction_thing_valves | 
| 260 | ideas - new - develop - procedures - work | 61 | 260_ideas_new_develop_procedures | 
| 261 | measures - taking - health - early - user | 61 | 261_measures_taking_health_early | 
| 262 | organisational - repair - protocol - risks - prevent | 60 | 262_organisational_repair_protocol_risks | 
| 263 | fundamentals - management - waste - follow -  | 60 | 263_fundamentals_management_waste_follow | 
| 264 | shortage - need - raw - time - materials | 60 | 264_shortage_need_raw_time | 
| 265 | communication - english - basic - kills - using | 60 | 265_communication_english_basic_kills | 
| 266 | minimize - actions - risks - self - health | 60 | 266_minimize_actions_risks_self | 
| 267 | rescue - hazard - apply - technique - introduction | 60 | 267_rescue_hazard_apply_technique | 
| 268 | pp - requirement - appropriate - use - jacques | 60 | 268_pp_requirement_appropriate_use | 
| 269 | way - respect - customers - shows - members | 60 | 269_way_respect_customers_shows | 
| 270 | strong - protect - sensitive - basis - change | 59 | 270_strong_protect_sensitive_basis | 
| 271 | anxiety - stress - employees - support - technique | 59 | 271_anxiety_stress_employees_support | 
| 272 | assistance - persons - disability - provide - asked | 59 | 272_assistance_persons_disability_provide | 
| 273 | superiors - etiquette - interesting - colleagues - proper | 59 | 273_superiors_etiquette_interesting_colleagues | 
| 274 | daily - submit - formats - performance - prescribed | 58 | 274_daily_submit_formats_performance | 
| 275 | lights - switch - textile - disinfectant - response | 58 | 275_lights_switch_textile_disinfectant | 
| 276 | advance - secured - issue - understanding - inform | 58 | 276_advance_secured_issue_understanding | 
| 277 | agencies - search - recruitment - reliable - jobs | 57 | 277_agencies_search_recruitment_reliable | 
| 278 | personaland - life - tourism - hospitality - comply | 57 | 278_personaland_life_tourism_hospitality | 
| 279 | gap - relating - ones - manufacturing - accurately | 57 | 279_gap_relating_ones_manufacturing | 
| 280 | platforms - internet - media - entrepreneurship - social | 57 | 280_platforms_internet_media_entrepreneurship | 
| 281 | payment - cash - present - voice - advance | 57 | 281_payment_cash_present_voice | 
| 282 | direction - accordingly - environmental - guideline - hazards | 56 | 282_direction_accordingly_environmental_guideline | 
| 283 | hazard - warning - displayed - harmful - explosive | 56 | 283_hazard_warning_displayed_harmful | 
| 284 | recommended - damage - handling - procedure - material | 56 | 284_recommended_damage_handling_procedure | 
| 285 | responsible - uses - behaviour - adopt - resources | 56 | 285_responsible_uses_behaviour_adopt | 
| 286 | overcome - asked - challenges - help - members | 56 | 286_overcome_asked_challenges_help | 
| 287 | signals - notify - cleaning - sanitation - wet | 56 | 287_signals_notify_cleaning_sanitation | 
| 288 | face - telephone - clearly - written - including | 56 | 288_face_telephone_clearly_written | 
| 289 | zero - accident - workplace - ensure - characteristics | 56 | 289_zero_accident_workplace_ensure | 
| 290 | elevated - trenches - places - handicrafts - ned | 55 | 290_elevated_trenches_places_handicrafts | 
| 291 | communication - english - basic - kills - using | 55 | 291_communication_english_basic_kills | 
| 292 | whipped - broken - metals - surfaces - cylinders | 54 | 292_whipped_broken_metals_surfaces | 
| 293 | deals - plans - guest - professional - team | 54 | 293_deals_plans_guest_professional | 
| 294 | oil - level - engine - levels - lubricant | 54 | 294_oil_level_engine_levels | 
| 295 | actions - responsibility - email - send - account | 54 | 295_actions_responsibility_email_send | 
| 296 | layer - footgear - glasses - gorges - mass | 54 | 296_layer_footgear_glasses_gorges | 
| 297 | scheme - schemes - government - reach - mrs | 54 | 297_scheme_schemes_government_reach | 
| 298 | hand - technique - place - hygienic - practices | 54 | 298_hand_technique_place_hygienic | 
| 299 | strategics - pricking - revenue - leak - plans | 54 | 299_strategics_pricking_revenue_leak | 
| 300 | agra - residue - trading - supply - procurement | 53 | 300_agra_residue_trading_supply | 
| 301 | breaches - thedesignated - security - health - encourage | 53 | 301_breaches_thedesignated_security_health | 
| 302 | industries - jobs - employability - skill - various | 53 | 302_industries_jobs_employability_skill | 
| 303 | aspects - accounts - book - compile - business | 53 | 303_aspects_accounts_book_compile | 
| 304 | fall - failure - emergency - ground - response | 53 | 304_fall_failure_emergency_ground | 
| 305 | concerns - interact - reporting - behaviour - possible | 53 | 305_concerns_interact_reporting_behaviour | 
| 306 | immediate - case - action - appropriate - formulate | 53 | 306_immediate_case_action_appropriate | 
| 307 | hazard - free - working - clean - area | 53 | 307_hazard_free_working_clean | 
| 308 | role - assigned - duties - job - drinking | 53 | 308_role_assigned_duties_job | 
| 309 | handled - supervisors - problems - escapade -  | 53 | 309_handled_supervisors_problems_escapade | 
| 310 | protection - information - ensure - les - inappropriate | 52 | 310_protection_information_ensure_les | 
| 311 | competitors - leak - plans - prevent - new | 52 | 311_competitors_leak_plans_prevent | 
| 312 | communicating - good - follow -  -  | 51 | 312_communicating_good_follow_ | 
| 313 | controlling - operational - risk - achieve - company | 51 | 313_controlling_operational_risk_achieve | 
| 314 | maintenance - preventive - addressed - schedule - support | 51 | 314_maintenance_preventive_addressed_schedule | 
| 315 | victims - aid - rest - procedure - provide | 51 | 315_victims_aid_rest_procedure | 
| 316 | drills - attend - promptly - respond - training | 51 | 316_drills_attend_promptly_respond | 
| 317 | pitch - tone - politely - care - language | 51 | 317_pitch_tone_politely_care | 
| 318 | ill - similar - contact - situation - housekeeping | 51 | 318_ill_similar_contact_situation | 
| 319 | dealing - yes - emergencies - type - follow | 51 | 319_dealing_yes_emergencies_type | 
| 320 | maintaining - productivity - achieve - health - work | 51 | 320_maintaining_productivity_achieve_health | 
| 321 | people - disability - barriers - rope - menu | 51 | 321_people_disability_barriers_rope | 
| 322 | ones - responsibility - cleaning - carry - maintenance | 51 | 322_ones_responsibility_cleaning_carry | 
| 323 | renders - communicate - appropriately -  -  | 51 | 323_renders_communicate_appropriately_ | 
| 324 | extinguishes - correctly - yes - accurate - types | 51 | 324_extinguishes_correctly_yes_accurate | 
| 325 | risks - potential - processes - monitor - workplace | 50 | 325_risks_potential_processes_monitor | 
| 326 | disciplinary - attach - implementation - rules - clothing | 50 | 326_disciplinary_attach_implementation_rules | 
| 327 | wear - department - protective - personal - production | 50 | 327_wear_department_protective_personal | 
| 328 | role - shed - multiple - prevention - utilize | 50 | 328_role_shed_multiple_prevention | 
| 329 | section - mask - printing - glasses - gloves | 50 | 329_section_mask_printing_glasses | 
| 330 | written - english -  -  -  | 50 | 330_written_english__ | 
| 331 | substances - glass - liquid - gases - cooking | 50 | 331_substances_glass_liquid_gases | 
| 332 | company - properly - communicate - policies - workplace | 50 | 332_company_properly_communicate_policies | 
| 333 | cause - allergens - separately - cross - items | 50 | 333_cause_allergens_separately_cross | 
| 334 | regular - place - cleaning - practices - using | 50 | 334_regular_place_cleaning_practices | 
| 335 | duty - problems - identity - assigned - superior | 50 | 335_duty_problems_identity_assigned | 
| 336 | shoes - unit - wear - damage - avoid | 50 | 336_shoes_unit_wear_damage | 
| 337 | interesting - etiquette - members - maintain - team | 50 | 337_interesting_etiquette_members_maintain | 
| 338 | denial - privacy - sta - followed - members | 50 | 338_denial_privacy_sta_followed | 
| 339 | close - contact - illness - regarding - people | 50 | 339_close_contact_illness_regarding | 
| 340 | causes - prevention - associated - risks - giving | 49 | 340_causes_prevention_associated_risks | 
| 341 | roof - mines - straight - exposed - scale | 49 | 341_roof_mines_straight_exposed | 
| 342 | freedom - acting - situations - creative - avoid | 49 | 342_freedom_acting_situations_creative | 
| 343 | badges - caps - shoes - plans - mass | 49 | 343_badges_caps_shoes_plans | 
| 344 | help - disability - people - workplace - required | 49 | 344_help_disability_people_workplace | 
| 345 | drainage - lighting - transportation - distribution - facilities | 49 | 345_drainage_lighting_transportation_distribution | 
| 346 | harness - ear - shoes - gorges - mass | 49 | 346_harness_ear_shoes_gorges | 
| 347 | laid - india - list - fossa - establish | 49 | 347_laid_india_list_fossa | 
| 348 | extinguishes - types - operate - control - event | 49 | 348_extinguishes_types_operate_control | 
| 349 | survey - site - map - sensibility - soil | 49 | 349_survey_site_map_sensibility | 
| 350 | medical - real - situation - promptly - accident | 49 | 350_medical_real_situation_promptly | 
| 351 | discharge - illness - shift - report -  | 48 | 351_discharge_illness_shift_report | 
| 352 | workers - respect - colleagues -  -  | 48 | 352_workers_respect_colleagues_ | 
| 353 | ethical - integrity - behaviour - personal - maintain | 48 | 353_ethical_integrity_behaviour_personal | 
| 354 | extinguished - type - appropriate - use - near | 48 | 354_extinguished_type_appropriate_use | 
| 355 | communicate - plan - safety - plans - smudge | 48 | 355_communicate_plan_safety_plans | 
| 356 | motivate - planning - employees - industry - product | 48 | 356_motivate_planning_employees_industry | 
| 357 | crockery - established - articles - clean - standards | 48 | 357_crockery_established_articles_clean | 
| 358 | display - media - responsible - platforms - behaviour | 48 | 358_display_media_responsible_platforms | 
| 359 | danger - incidents - reduce - immediate - accidents | 48 | 359_danger_incidents_reduce_immediate | 
| 360 | driving - road - tra - mr - excessive | 47 | 360_driving_road_tra_mr | 
| 361 | prevent - comply - accidents - procedures - safety | 47 | 361_prevent_comply_accidents_procedures | 
| 362 | bleeding - choking - burns - shock - administer | 47 | 362_bleeding_choking_burns_shock | 
| 363 | le - language - convert - code - needed | 47 | 363_le_language_convert_code | 
| 364 | moving - lifting - supplies - equipment - recommendations | 47 | 364_moving_lifting_supplies_equipment | 
| 365 | cent - active - communication - workplace - user | 47 | 365_cent_active_communication_workplace | 
| 366 | approval - ideas - superior - improving - adopt | 47 | 366_approval_ideas_superior_improving | 
| 367 | undertaking - supporting - roof - rules - support | 47 | 367_undertaking_supporting_roof_rules | 
| 368 | deal - protocol - organisational - hazards - appropriately | 47 | 368_deal_protocol_organisational_hazards | 
| 369 | turned - connected - appliances - electrical - properly | 47 | 369_turned_connected_appliances_electrical | 
| 370 | role - process - desired - responsibility - performance | 47 | 370_role_process_desired_responsibility | 
| 371 | economic - moving - lifting - supplies - practice | 46 | 371_economic_moving_lifting_supplies | 
| 372 | alcohol - washing - hands - regularly - pp | 46 | 372_alcohol_washing_hands_regularly | 
| 373 | dimension - square - depth - controlled - maximum | 46 | 373_dimension_square_depth_controlled | 
| 374 | implement - performance - applications - features - devices | 46 | 374_implement_performance_applications_features | 
| 375 | authority - concerned - case - report - eye | 46 | 375_authority_concerned_case_report | 
| 376 | bleeding - choking - burns - shock - electric | 46 | 376_bleeding_choking_burns_shock | 
| 377 | textile - sector - rules - role - assigned | 46 | 377_textile_sector_rules_role | 
| 378 | lifting - handling - correct - procedures - use | 46 | 378_lifting_handling_correct_procedures | 
| 379 | consider - superior - task - resolve - terence | 46 | 379_consider_superior_task_resolve | 
| 380 | posts - problems - document - management - report | 46 | 380_posts_problems_document_management | 
| 381 | angle - engineering - terence - mechanical - drawing | 46 | 381_angle_engineering_terence_mechanical | 
| 382 | cylinder - bones - shapes - interpret - visitors | 45 | 382_cylinder_bones_shapes_interpret | 
| 383 | nail - temple - sample - collect - inspection | 45 | 383_nail_temple_sample_collect | 
| 384 | handled - superior - problems - escapade -  | 45 | 384_handled_superior_problems_escapade | 
| 385 | handling - promote - followed - acids - frame | 45 | 385_handling_promote_followed_acids | 
| 386 | disinfectant - solution - recommended - cleaning - clean | 45 | 386_disinfectant_solution_recommended_cleaning | 
| 387 | terms - communicating - policy - display - industry | 45 | 387_terms_communicating_policy_display | 
| 388 | foundation - mounting - civil - structural - decide | 45 | 388_foundation_mounting_civil_structural | 
| 389 | cook - advantages - discuss - portable - traditional | 45 | 389_cook_advantages_discuss_portable | 
| 390 | interact - superior - supervisor - gets - blocked | 44 | 390_interact_superior_supervisor_gets | 
| 391 | easily - accessible - avoiding - moisture - drawings | 44 | 391_easily_accessible_avoiding_moisture | 
| 392 | geometric - drawings - interpret - departments - resolve | 44 | 392_geometric_drawings_interpret_departments | 
| 393 | important - shapes - dimensions - engineering - interpret | 44 | 393_important_shapes_dimensions_engineering | 
| 394 | risks - hazards - driving - breaches - prevention | 44 | 394_risks_hazards_driving_breaches | 
| 395 | stacked - separately - carried - surface - coal | 44 | 395_stacked_separately_carried_surface | 
| 396 | traveling - incise - roads - post - practices | 44 | 396_traveling_incise_roads_post | 
| 397 | comply - security - health - requirements - healthy | 44 | 397_comply_security_health_requirements | 
| 398 | occupational - gases - dust - water - hazards | 44 | 398_occupational_gases_dust_water | 
| 399 | view - working - point - importance - build | 44 | 399_view_working_point_importance | 
| 400 | complaints - address - guest - reasons - actively | 44 | 400_complaints_address_guest_reasons | 
| 401 | date - manufacture - expire - secondary - primary | 44 | 401_date_manufacture_expire_secondary | 
| 402 | future - meeting - current - market - cancer | 44 | 402_future_meeting_current_market | 
| 403 | wash - intervals - alcohol - washing - hands | 44 | 403_wash_intervals_alcohol_washing | 
| 404 | personaland - life - council - english - professional | 44 | 404_personaland_life_council_english | 
| 405 | shapes - terence - di - identify -  | 44 | 405_shapes_terence_di_identify | 
| 406 | ear - body - plugs - eye - mask | 43 | 406_ear_body_plugs_eye | 
| 407 | isolated - sealed - near - working - operating | 43 | 407_isolated_sealed_near_working | 
| 408 | time - report - early - haste - work | 43 | 408_time_report_early_haste | 
| 409 | aware - sanitation - regulations - following - hygienic | 43 | 409_aware_sanitation_regulations_following | 
| 410 | drums - sequence - selection - operations - identify | 43 | 410_drums_sequence_selection_operations | 
| 411 | hanover - deliver - reasons - completed - supervisor | 43 | 411_hanover_deliver_reasons_completed | 
| 412 | electricity - optimism - ways - usage - energy | 43 | 412_electricity_optimism_ways_usage | 
| 413 | applying - application - loan - medium - term | 43 | 413_applying_application_loan_medium | 
| 414 | half - weekly - annual - monthly - periodic | 43 | 414_half_weekly_annual_monthly | 
| 415 | existing - initiative - methods - meat - trimmed | 43 | 415_existing_initiative_methods_meat | 
| 416 | etiquette - feedback - provide - members - professional | 43 | 416_etiquette_feedback_provide_members | 
| 417 | checklist - audit - conduct - hygienic - workplace | 43 | 417_checklist_audit_conduct_hygienic | 
| 418 | resolved - malfunctioning - vibration - noise - actively | 43 | 418_resolved_malfunctioning_vibration_noise | 
| 419 | recyclable - conservation - reliable - energy - location | 42 | 419_recyclable_conservation_reliable_energy | 
| 420 | cleanliness - hygienic - personal - human - high | 42 | 420_cleanliness_hygienic_personal_human | 
| 421 | maintenance - post - activities - supplier - concerning | 42 | 421_maintenance_post_activities_supplier | 
| 422 | services - securely - safely - products - financial | 42 | 422_services_securely_safely_products | 
| 423 | arrangement - came - group - nishedproducts - inspecting | 42 | 423_arrangement_came_group_nishedproducts | 
| 424 | manage - control - user - competent - able | 42 | 424_manage_control_user_competent | 
| 425 | processing - food - safe - area - hygienic | 42 | 425_processing_food_safe_area | 
| 426 | term - long - short - career - goals | 42 | 426_term_long_short_career | 
| 427 | notices - refer - government - point - health | 42 | 427_notices_refer_government_point | 
| 428 | chart - refer - produced - product - process | 42 | 428_chart_refer_produced_product |
  
</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