Add BERTopic model

d21f9c0 verified 5 months ago

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

	# 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