|
|
| --- |
| tags: |
| - bertopic |
| library_name: bertopic |
| pipeline_tag: text-classification |
| --- |
| |
| # MergedBERTopicCEEW |
|
|
| 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/MergedBERTopicCEEW") |
| |
| topic_model.get_topic_info() |
| ``` |
|
|
| ## Topic overview |
|
|
| * Number of topics: 417 |
| * 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 - check - vehicle - ensure | 42 | -1_tools_equipment_check_vehicle | |
| | 0 | yarn - fabric - silver - shape - cut | 47333 | 0_yarn_fabric_silver_shape | |
| | 1 | solar - charging - power - discuss - battery | 2310 | 1_solar_charging_power_discuss | |
| | 2 | tank - transfer - vegetables - fruits - start | 643 | 2_tank_transfer_vegetables_fruits | |
| | 3 | customers - types - event - di - identify | 593 | 3_customers_types_event_di | |
| | 4 | documentation - corrective - records - deviations - record | 504 | 4_documentation_corrective_records_deviations | |
| | 5 | students - clients - expedition - leader - activity | 459 | 5_students_clients_expedition_leader | |
| | 6 | tourist - guest - tour - room - travel | 443 | 6_tourist_guest_tour_room | |
| | 7 | renders - communicate - appropriately - - | 351 | 7_renders_communicate_appropriately_ | |
| | 8 | design - nations - model - creating - software | 340 | 8_design_nations_model_creating | |
| | 9 | green - electrolysis - discuss - india - manufacturing | 325 | 9_green_electrolysis_discuss_india | |
| | 10 | assembly - instruments - measuring - assembling - assemble | 324 | 10_assembly_instruments_measuring_assembling | |
| | 11 | learn - awareness - learning - critical - practice | 303 | 11_learn_awareness_learning_critical | |
| | 12 | sobs - grooving - ready - getting - apprenticeship | 291 | 12_sobs_grooving_ready_getting | |
| | 13 | menu - beverage - chef - guest - serve | 272 | 13_menu_beverage_chef_guest | |
| | 14 | foundation - transformer - mounting - survey - inverted | 268 | 14_foundation_transformer_mounting_survey | |
| | 15 | promotion - considering - model - marketing - price | 263 | 15_promotion_considering_model_marketing | |
| | 16 | written - english - risk - language - local | 262 | 16_written_english_risk_language | |
| | 17 | answer - clarity - questions - selection - politely | 260 | 17_answer_clarity_questions_selection | |
| | 18 | create - professional - assistance - persons - disability | 260 | 18_create_professional_assistance_persons | |
| | 19 | write - letters - mails - notes - short | 259 | 19_write_letters_mails_notes | |
| | 20 | register - apprenticeship - opportunities - guideline - requirements | 259 | 20_register_apprenticeship_opportunities_guideline | |
| | 21 | enterprises - research - entrepreneurship - assess - opportunities | 258 | 21_enterprises_research_entrepreneurship_assess | |
| | 22 | opportunity - bundles - mitigate - sources - service | 258 | 22_opportunity_bundles_mitigate_sources | |
| | 23 | team - work - user - competent - able | 258 | 23_team_work_user_competent | |
| | 24 | taxes - common - income - expenses - components | 257 | 24_taxes_common_income_expenses | |
| | 25 | sales - market - leads - customer - customers | 256 | 25_sales_market_leads_customer | |
| | 26 | address - needs - customer - appropriately - identify | 256 | 26_address_needs_customer_appropriately | |
| | 27 | register - apprenticeship - opportunities - requirement - gap | 251 | 27_register_apprenticeship_opportunities_requirement | |
| | 28 | disposal - hazardous - processes - secure - injury | 249 | 28_disposal_hazardous_processes_secure | |
| | 29 | coal - career - getting - development - english | 247 | 29_coal_career_getting_development | |
| | 30 | assess - potential - opportunities - business - identify | 246 | 30_assess_potential_opportunities_business | |
| | 31 | sustainable - environmental - century - st - professional | 246 | 31_sustainable_environmental_century_st | |
| | 32 | sexual - harassment - literacy - act - post | 245 | 32_sexual_harassment_literacy_act | |
| | 33 | employment - recognize - cancer - sign - century | 244 | 33_employment_recognize_cancer_sign | |
| | 34 | categories - aggregate - event - di - waste | 243 | 34_categories_aggregate_event_di | |
| | 35 | applications - features - devices - operate - digital | 234 | 35_applications_features_devices_operate | |
| | 36 | arranging - money - challenges - associated - sources | 234 | 36_arranging_money_challenges_associated | |
| | 37 | savings - calculate - income - expenses - estimate | 232 | 37_savings_calculate_income_expenses | |
| | 38 | meeting - citizenship - cancer - employability - skill | 231 | 38_meeting_citizenship_cancer_employability | |
| | 39 | person - english - basic - event - di | 230 | 39_person_english_basic_event | |
| | 40 | english - basic - kills - user - competent | 229 | 40_english_basic_kills_user | |
| | 41 | attitude - awareness - positive - behavior - creative | 228 | 41_attitude_awareness_positive_behavior | |
| | 42 | communication - english - basic - kills - using | 228 | 42_communication_english_basic_kills | |
| | 43 | approach - authorities - laws - essential - rights | 228 | 43_approach_authorities_laws_essential | |
| | 44 | create - basic - - - | 227 | 44_create_basic__ | |
| | 45 | communicating - good - follow - - | 227 | 45_communicating_good_follow_ | |
| | 46 | search - jobs - suitable - apply - ectiveness | 227 | 46_search_jobs_suitable_apply | |
| | 47 | scrap - dispose - aggregate - collection - waste | 223 | 47_scrap_dispose_aggregate_collection | |
| | 48 | terence - career - understand - di - job | 217 | 48_terence_career_understand_di | |
| | 49 | collaboration - platforms - media - social - actively | 217 | 49_collaboration_platforms_media_social | |
| | 50 | transactions - online - securely - safely - financial | 216 | 50_transactions_online_securely_safely | |
| | 51 | term - long - short - career - goals | 216 | 51_term_long_short_career | |
| | 52 | industries - jobs - employability - skill - various | 216 | 52_industries_jobs_employability_skill | |
| | 53 | portal - citizenship - employability - constitutional - learning | 216 | 53_portal_citizenship_employability_constitutional | |
| | 54 | institutions - select - services - requirement - products | 216 | 54_institutions_select_services_requirement | |
| | 55 | sanctioning - rectify - machine - required - check | 215 | 55_sanctioning_rectify_machine_required | |
| | 56 | test - vehicle - drag - electric - faults | 212 | 56_test_vehicle_drag_electric | |
| | 57 | errors - freedom - respective - posts - sanitisers | 209 | 57_errors_freedom_respective_posts | |
| | 58 | sobs - grooving - ready - getting - apprenticeship | 200 | 58_sobs_grooving_ready_getting | |
| | 59 | unable - plug - pills - rectify - leakage | 196 | 59_unable_plug_pills_rectify | |
| | 60 | vacuum - wipe - agent - brush - cloth | 194 | 60_vacuum_wipe_agent_brush | |
| | 61 | team - initiative - capacity - work - industry | 191 | 61_team_initiative_capacity_work | |
| | 62 | day - te - wearing - clothes - checks | 190 | 62_day_te_wearing_clothes | |
| | 63 | services - securely - safely - products - financial | 188 | 63_services_securely_safely_products | |
| | 64 | sexual - literacy - harassment - issues - legal | 187 | 64_sexual_literacy_harassment_issues | |
| | 65 | extinguishes - recognise - incidents - names - shows | 185 | 65_extinguishes_recognise_incidents_names | |
| | 66 | lab - sample - analysis - samples - conformance | 183 | 66_lab_sample_analysis_samples | |
| | 67 | causes - accidents - possible - risks - hazardous | 183 | 67_causes_accidents_possible_risks | |
| | 68 | platforms - internet - media - entrepreneurship - social | 180 | 68_platforms_internet_media_entrepreneurship | |
| | 69 | dough - oven - baker - matter - mould | 176 | 69_dough_oven_baker_matter | |
| | 70 | isolation - quotations - bills - near - compile | 174 | 70_isolation_quotations_bills_near | |
| | 71 | guests - manner - language - professional - communicate | 172 | 71_guests_manner_language_professional | |
| | 72 | laws - legal - essential - relevant - rights | 168 | 72_laws_legal_essential_relevant | |
| | 73 | malfunctioning - vibration - noise - maintenance - report | 167 | 73_malfunctioning_vibration_noise_maintenance | |
| | 74 | identifying - routine - potential - grades - skin | 164 | 74_identifying_routine_potential_grades | |
| | 75 | optimism - ways - usage - tasks - processes | 160 | 75_optimism_ways_usage_tasks | |
| | 76 | dealing - safe - hazards - working - self | 159 | 76_dealing_safe_hazards_working | |
| | 77 | internet - devices - operate - digital - operations | 157 | 77_internet_devices_operate_digital | |
| | 78 | involved - improving - friendly - doubts - response | 154 | 78_involved_improving_friendly_doubts | |
| | 79 | advanced - sanitation - authority - issues - hygienic | 152 | 79_advanced_sanitation_authority_issues | |
| | 80 | requests - respond - needs - manner - professional | 152 | 80_requests_respond_needs_manner | |
| | 81 | civic - recognize - responsibility - duties - citizenship | 150 | 81_civic_recognize_responsibility_duties | |
| | 82 | coordinating - tender - outside - include - fundamentals | 150 | 82_coordinating_tender_outside_include | |
| | 83 | opening - methods - online - apply - identity | 149 | 83_opening_methods_online_apply | |
| | 84 | respecting - integrity - ethics - values - personal | 146 | 84_respecting_integrity_ethics_values | |
| | 85 | respectively - portal - job - reliability - disability | 145 | 85_respectively_portal_job_reliability | |
| | 86 | breakdown - inform - maintenance - repair - immediately | 143 | 86_breakdown_inform_maintenance_repair | |
| | 87 | budget - revenue - actual - forecast - monthly | 140 | 87_budget_revenue_actual_forecast | |
| | 88 | ill - similar - situation - contact - people | 140 | 88_ill_similar_situation_contact | |
| | 89 | pills - leakage - tasks - processes - activities | 140 | 89_pills_leakage_tasks_processes | |
| | 90 | emergencies - accidents - based - action - instructions | 139 | 90_emergencies_accidents_based_action | |
| | 91 | completed - report - work - manager - dress | 135 | 91_completed_report_work_manager | |
| | 92 | receiving - reporting - instructions - supervisor - requirements | 133 | 92_receiving_reporting_instructions_supervisor | |
| | 93 | style - sensitivity - persons - disability - act | 130 | 93_style_sensitivity_persons_disability | |
| | 94 | turned - connected - appliances - electrical - properly | 130 | 94_turned_connected_appliances_electrical | |
| | 95 | employmentexchange - newspapers - agencies - search - recruitment | 129 | 95_employmentexchange_newspapers_agencies_search | |
| | 96 | clothing - protective - tasks - specie - appropriate | 129 | 96_clothing_protective_tasks_specie | |
| | 97 | sta - training - sessions - improve - operators | 129 | 97_sta_training_sessions_improve | |
| | 98 | protective - pp - personal - purpose - workshop | 128 | 98_protective_pp_personal_purpose | |
| | 99 | soap - alcohol - hands - regularly - based | 128 | 99_soap_alcohol_hands_regularly | |
| | 100 | word - presentations - features - entrepreneurship - basic | 128 | 100_word_presentations_features_entrepreneurship | |
| | 101 | renders - communicate - appropriately - - | 127 | 101_renders_communicate_appropriately_ | |
| | 102 | recyclable - hazardous - non - waste - identify | 127 | 102_recyclable_hazardous_non_waste | |
| | 103 | productivity - achieving - quality - variation - understanding | 126 | 103_productivity_achieving_quality_variation | |
| | 104 | face - telephone - written - storing - phone | 122 | 104_face_telephone_written_storing | |
| | 105 | shift - previous - operator - oncoming - landing | 122 | 105_shift_previous_operator_oncoming | |
| | 106 | values - civic - ethics - sustainable - duties | 118 | 106_values_civic_ethics_sustainable | |
| | 107 | housekeeping - prevent - export - letter - order | 117 | 107_housekeeping_prevent_export_letter | |
| | 108 | respecting - integrity - ethics - values - personal | 116 | 108_respecting_integrity_ethics_values | |
| | 109 | protocol - period - time - members - assigned | 115 | 109_protocol_period_time_members | |
| | 110 | respectively - portal - job - lift - handle | 115 | 110_respectively_portal_job_lift | |
| | 111 | diese - instrument - apparatus - regulation - fuel | 115 | 111_diese_instrument_apparatus_regulation | |
| | 112 | values - civic - ethics - sustainable - duties | 114 | 112_values_civic_ethics_sustainable | |
| | 113 | disposing - collecting - storing - lubricant - battery | 113 | 113_disposing_collecting_storing_lubricant | |
| | 114 | generate - recyclable - hazardous - non - waste | 112 | 114_generate_recyclable_hazardous_non | |
| | 115 | deposit - reliable - location - identity - recyclable | 111 | 115_deposit_reliable_location_identity | |
| | 116 | acted - hemp - prices - strategy - weather | 111 | 116_acted_hemp_prices_strategy | |
| | 117 | requirements - ed - specie - work - ensure | 110 | 117_requirements_ed_specie_work | |
| | 118 | policy - evacuation - times - comply - portal | 109 | 118_policy_evacuation_times_comply | |
| | 119 | sobbing - trolley - corps - cop - moving | 109 | 119_sobbing_trolley_corps_cop | |
| | 120 | read - letters - mails - notes - routine | 108 | 120_read_letters_mails_notes | |
| | 121 | read - letters - mails - notes - routine | 106 | 121_read_letters_mails_notes | |
| | 122 | adapt - gender - consideration - taking - authority | 106 | 122_adapt_gender_consideration_taking | |
| | 123 | injury - leaving - carefully - air - issues | 105 | 123_injury_leaving_carefully_air | |
| | 124 | designate - dispose - location - safely - waste | 104 | 124_designate_dispose_location_safely | |
| | 125 | guard - healthy - maintain - type - avoid | 104 | 125_guard_healthy_maintain_type | |
| | 126 | public - verbal - privacy - settings - communicating | 104 | 126_public_verbal_privacy_settings | |
| | 127 | sexual - harassment - literacy - listening - active | 103 | 127_sexual_harassment_literacy_listening | |
| | 128 | performance - designed - target - goals - incentive | 103 | 128_performance_designed_target_goals | |
| | 129 | dispose - non - recyclable - appropriately - waste | 102 | 129_dispose_non_recyclable_appropriately | |
| | 130 | sanitize - workstation - procured - locations - agents | 101 | 130_sanitize_workstation_procured_locations | |
| | 131 | loans - scheme - government - schemes - small | 101 | 131_loans_scheme_government_schemes | |
| | 132 | years - protective - gorges - mass - aid | 100 | 132_years_protective_gorges_mass | |
| | 133 | section - mask - printing - glasses - workers | 100 | 133_section_mask_printing_glasses | |
| | 134 | organized - participate - evacuation - procedures - workplace | 100 | 134_organized_participate_evacuation_procedures | |
| | 135 | dishes - recipe - food - cook - ingredient | 99 | 135_dishes_recipe_food_cook | |
| | 136 | introduction - sanitisers - soap - method - alcohol | 99 | 136_introduction_sanitisers_soap_method | |
| | 137 | statutory - regulatory - regulations - implements - changes | 97 | 137_statutory_regulatory_regulations_implements | |
| | 138 | cylinder - bones - shapes - interpret - workplace | 97 | 138_cylinder_bones_shapes_interpret | |
| | 139 | requests - respond - needs - manner - professional | 96 | 139_requests_respond_needs_manner | |
| | 140 | oil - level - engine - signal - lubricant | 96 | 140_oil_level_engine_signal | |
| | 141 | food - registration - forth - policy - ectiveness | 96 | 141_food_registration_forth_policy | |
| | 142 | disciplined - responsible - adopt - behaviour - uses | 94 | 142_disciplined_responsible_adopt_behaviour | |
| | 143 | supplier - date - document - details - receiving | 94 | 143_supplier_date_document_details | |
| | 144 | decide - market - access - transportation - means | 94 | 144_decide_market_access_transportation | |
| | 145 | protect - guest - times - sure - data | 94 | 145_protect_guest_times_sure | |
| | 146 | opening - methods - online - apply - identity | 93 | 146_opening_methods_online_apply | |
| | 147 | deals - send - account - plans - received | 93 | 147_deals_send_account_plans | |
| | 148 | authorized - personnel - supervisors - risks - potential | 92 | 148_authorized_personnel_supervisors_risks | |
| | 149 | ill - similar - situation - contact - future | 92 | 149_ill_similar_situation_contact | |
| | 150 | price - market - tends - lines - best | 92 | 150_price_market_tends_lines | |
| | 151 | celebration - testing - measuring - test - tests | 92 | 151_celebration_testing_measuring_test | |
| | 152 | easily - accessible - avoiding - moisture - drawings | 92 | 152_easily_accessible_avoiding_moisture | |
| | 153 | aspects - clearly - department - communicate - actively | 92 | 153_aspects_clearly_department_communicate | |
| | 154 | submit - daily - performance - formats - prescribed | 91 | 154_submit_daily_performance_formats | |
| | 155 | observed - immediate - sure - organisation - company | 90 | 155_observed_immediate_sure_organisation | |
| | 156 | handle - transactions - waste - methods - online | 90 | 156_handle_transactions_waste_methods | |
| | 157 | civic - recognize - responsibility - duties - citizenship | 89 | 157_civic_recognize_responsibility_duties | |
| | 158 | labelled - sealed - bag - plastic - es | 89 | 158_labelled_sealed_bag_plastic | |
| | 159 | insurance - loans - bank - cards - elevated | 89 | 159_insurance_loans_bank_cards | |
| | 160 | whipped - broken - surfaces - cylinders - thermal | 88 | 160_whipped_broken_surfaces_cylinders | |
| | 161 | accessible - sure - sensitive - make - age | 88 | 161_accessible_sure_sensitive_make | |
| | 162 | extinguishes - life - types - operate - control | 87 | 162_extinguishes_life_types_operate | |
| | 163 | space - interact - superior - respect - customers | 87 | 163_space_interact_superior_respect | |
| | 164 | environment - related - management - procedures - follow | 86 | 164_environment_related_management_procedures | |
| | 165 | shortage - need - regular - materials - raw | 86 | 165_shortage_need_regular_materials | |
| | 166 | decisions - direction - accordingly - accountable - environmental | 85 | 166_decisions_direction_accordingly_accountable | |
| | 167 | aid - rest - kit - administer - access | 85 | 167_aid_rest_kit_administer | |
| | 168 | preference - goals - given - active - management | 85 | 168_preference_goals_given_active | |
| | 169 | recalling - concerned - active - person - workplace | 84 | 169_recalling_concerned_active_person | |
| | 170 | sanitizers - machineries - recommended - clean - agents | 84 | 170_sanitizers_machineries_recommended_clean | |
| | 171 | residue - knowledge - farmers - aggregation - plastic | 83 | 171_residue_knowledge_farmers_aggregation | |
| | 172 | cleanliness - regularly - schedule - following - maintenance | 83 | 172_cleanliness_regularly_schedule_following | |
| | 173 | laws - legal - essential - relevant - rights | 83 | 173_laws_legal_essential_relevant | |
| | 174 | measures - assistant - responsibilities - taking - health | 83 | 174_measures_assistant_responsibilities_taking | |
| | 175 | separately - carried - scrap - surface - accordance | 83 | 175_separately_carried_scrap_surface | |
| | 176 | soil - ground - implement - practice - performance | 83 | 176_soil_ground_implement_practice | |
| | 177 | challenges - faced - members - support - asked | 83 | 177_challenges_faced_members_support | |
| | 178 | build - relationship - active - guests - personal | 83 | 178_build_relationship_active_guests | |
| | 179 | recycle - applicable - waste - hold - suppliers | 82 | 179_recycle_applicable_waste_hold | |
| | 180 | ones - responsibility - cleaning - carry - maintenance | 82 | 180_ones_responsibility_cleaning_carry | |
| | 181 | stress - technique - perform - management - standards | 81 | 181_stress_technique_perform_management | |
| | 182 | assistance - asked - persons - disability - provide | 81 | 182_assistance_asked_persons_disability | |
| | 183 | recyclable - tourism - hospitality - aggregate - hazardous | 81 | 183_recyclable_tourism_hospitality_aggregate | |
| | 184 | hand - rotation - stock - technique - place | 80 | 184_hand_rotation_stock_technique | |
| | 185 | loose - sites - wires - sub - tables | 80 | 185_loose_sites_wires_sub | |
| | 186 | handicrafts - carpet - sector - council - kill | 80 | 186_handicrafts_carpet_sector_council | |
| | 187 | dining - kitchen - table - perorganizational - cleanliness | 80 | 187_dining_kitchen_table_perorganizational | |
| | 188 | aspects - compile - accounts - require - recording | 79 | 188_aspects_compile_accounts_require | |
| | 189 | replaced - sanitisers - taken - friendly - precautions | 78 | 189_replaced_sanitisers_taken_friendly | |
| | 190 | network - automatic - devices - fro - bad | 77 | 190_network_automatic_devices_fro | |
| | 191 | aid - rest - external - provide - automatic | 77 | 191_aid_rest_external_provide | |
| | 192 | comply - disability - gender - people - related | 77 | 192_comply_disability_gender_people | |
| | 193 | wedding - saw - accessories - constables - method | 77 | 193_wedding_saw_accessories_constables | |
| | 194 | risks - potential - monitor - processes - workplace | 77 | 194_risks_potential_monitor_processes | |
| | 195 | site - hygienic - maintain - work - frequently | 76 | 195_site_hygienic_maintain_work | |
| | 196 | productivity - fuel - conservation - material - machine | 76 | 196_productivity_fuel_conservation_material | |
| | 197 | programs - group - participate - organized - evacuation | 76 | 197_programs_group_participate_organized | |
| | 198 | dusting - aggregate - recalling - ensuring - appliances | 76 | 198_dusting_aggregate_recalling_ensuring | |
| | 199 | delivery - vendor - suppliers - theme - purchase | 76 | 199_delivery_vendor_suppliers_theme | |
| | 200 | organise - security - current - organisation - policies | 75 | 200_organise_security_current_organisation | |
| | 201 | rescue - hazard - apply - technique - bank | 75 | 201_rescue_hazard_apply_technique | |
| | 202 | minimize - actions - risks - self - health | 75 | 202_minimize_actions_risks_self | |
| | 203 | disinfect - task - tools - machine - work | 75 | 203_disinfect_task_tools_machine | |
| | 204 | verbal - listening - settings - etiquette - active | 75 | 204_verbal_listening_settings_etiquette | |
| | 205 | means - needed - clear - customers - colleagues | 75 | 205_means_needed_clear_customers | |
| | 206 | shows - way - respect - colleagues - work | 74 | 206_shows_way_respect_colleagues | |
| | 207 | unable - grievances - authority - plug - scope | 74 | 207_unable_grievances_authority_plug | |
| | 208 | compliance - guideline - regulatory - board - group | 74 | 208_compliance_guideline_regulatory_board | |
| | 209 | loss - productivity - illness - risk - people | 73 | 209_loss_productivity_illness_risk | |
| | 210 | organisation - policies - working - procedures - team | 73 | 210_organisation_policies_working_procedures | |
| | 211 | list - goods - materials - raw - raging | 73 | 211_list_goods_materials_raw | |
| | 212 | ventilator - district - direct - diagram - circuit | 73 | 212_ventilator_district_direct_diagram | |
| | 213 | freedom - acting - situations - exile - adapt | 73 | 213_freedom_acting_situations_exile | |
| | 214 | cater - age - group - needs - facilities | 72 | 214_cater_age_group_needs | |
| | 215 | future - reference - load - details - raw | 72 | 215_future_reference_load_details | |
| | 216 | handled - supervisors - repairs - problems - escapade | 72 | 216_handled_supervisors_repairs_problems | |
| | 217 | clair - authorized - personnel - supervisors - seek | 72 | 217_clair_authorized_personnel_supervisors | |
| | 218 | es - wear - regularly - pp - dispose | 72 | 218_es_wear_regularly_pp | |
| | 219 | politely - colleagues - members - team - encourage | 71 | 219_politely_colleagues_members_team | |
| | 220 | shift - duty - log - count - minutes | 71 | 220_shift_duty_log_count | |
| | 221 | reporting - person - act - condition - concerned | 70 | 221_reporting_person_act_condition | |
| | 222 | maintenance - preventive - schedule - adequately - cycle | 70 | 222_maintenance_preventive_schedule_adequately | |
| | 223 | multi - supporting - share - task - necessary | 70 | 223_multi_supporting_share_task | |
| | 224 | tourism - hospitality - stops - walk - care | 70 | 224_tourism_hospitality_stops_walk | |
| | 225 | life - handicrafts - carpet - sector - council | 69 | 225_life_handicrafts_carpet_sector | |
| | 226 | causes - prevention - associated - risks - hazards | 69 | 226_causes_prevention_associated_risks | |
| | 227 | recyclable - conservation - reliable - energy - location | 69 | 227_recyclable_conservation_reliable_energy | |
| | 228 | es - wear - regularly - pp - dispose | 68 | 228_es_wear_regularly_pp | |
| | 229 | thedesignated - breaches - security - health - identity | 68 | 229_thedesignated_breaches_security_health | |
| | 230 | share - transmission - ways - implement - undertaking | 68 | 230_share_transmission_ways_implement | |
| | 231 | replace - worn - replacement - damaged - chain | 68 | 231_replace_worn_replacement_damaged | |
| | 232 | motivate - planning - employees - industry - standards | 68 | 232_motivate_planning_employees_industry | |
| | 233 | grievances - defects - potential - hazards - production | 68 | 233_grievances_defects_potential_hazards | |
| | 234 | prevention - sexual - harassment - adhere - policies | 68 | 234_prevention_sexual_harassment_adhere | |
| | 235 | state - location - names - responsible - refer | 68 | 235_state_location_names_responsible | |
| | 236 | walk - obstruction - periodic - assigned - free | 67 | 236_walk_obstruction_periodic_assigned | |
| | 237 | relating - ones - accurately - role - document | 67 | 237_relating_ones_accurately_role | |
| | 238 | comply - applicable - instructions - related - health | 67 | 238_comply_applicable_instructions_related | |
| | 239 | seek - assistance - performing - superiors - display | 67 | 239_seek_assistance_performing_superiors | |
| | 240 | increase - improve - science - existing - stories | 67 | 240_increase_improve_science_existing | |
| | 241 | greet - promptly - organization - procedure - guests | 66 | 241_greet_promptly_organization_procedure | |
| | 242 | inspecting - ingredient - way - raw - food | 66 | 242_inspecting_ingredient_way_raw | |
| | 243 | handicrafts - carpet - sector - council - kill | 65 | 243_handicrafts_carpet_sector_council | |
| | 244 | interesting - superiors - etiquette - colleagues - proper | 65 | 244_interesting_superiors_etiquette_colleagues | |
| | 245 | incentive - indicator - output - target - performance | 65 | 245_incentive_indicator_output_target | |
| | 246 | surroundings - clear - cleanliness - tourism - hospitality | 65 | 246_surroundings_clear_cleanliness_tourism | |
| | 247 | departments - resolve - communicating - interact - colleagues | 65 | 247_departments_resolve_communicating_interact | |
| | 248 | legislation - functions - solutions - accordance - regulations | 65 | 248_legislation_functions_solutions_accordance | |
| | 249 | treatment - water - discuss - destination - showcase | 64 | 249_treatment_water_discuss_destination | |
| | 250 | lines - range - unique - develop - high | 63 | 250_lines_range_unique_develop | |
| | 251 | exist - spots - recall - privacy - yes | 63 | 251_exist_spots_recall_privacy | |
| | 252 | consumption - sustainable - practices - apply - policies | 63 | 252_consumption_sustainable_practices_apply | |
| | 253 | roles - responsibility - perform - crockery - established | 63 | 253_roles_responsibility_perform_crockery | |
| | 254 | going - asked - undertake - response - training | 62 | 254_going_asked_undertake_response | |
| | 255 | tolerable - terms - shape - interpret - read | 62 | 255_tolerable_terms_shape_interpret | |
| | 256 | supervisor - received - week - completion - instructions | 62 | 256_supervisor_received_week_completion | |
| | 257 | agreed - schedules - running - maintenance - carry | 62 | 257_agreed_schedules_running_maintenance | |
| | 258 | checks - intervals - preventive - regular - health | 62 | 258_checks_intervals_preventive_regular | |
| | 259 | new - develop - procedures - work - working | 61 | 259_new_develop_procedures_work | |
| | 260 | care - way - handle - machinery - correct | 61 | 260_care_way_handle_machinery | |
| | 261 | clothing - recommended - wear - environment - clothes | 61 | 261_clothing_recommended_wear_environment | |
| | 262 | sanitizers - wash - alcohol - running - availability | 61 | 262_sanitizers_wash_alcohol_running | |
| | 263 | faced - problems - process - report - frequent | 60 | 263_faced_problems_process_report | |
| | 264 | hygienic - members - gap - personal - team | 60 | 264_hygienic_members_gap_personal | |
| | 265 | illness - symptoms - concerned - immediately - regarding | 60 | 265_illness_symptoms_concerned_immediately | |
| | 266 | incorporate - experience - improve - feedback - guest | 60 | 266_incorporate_experience_improve_feedback | |
| | 267 | crockery - established - articles - disinfectant - cleaned | 59 | 267_crockery_established_articles_disinfectant | |
| | 268 | safe - report - equipment - deviation - utter | 59 | 268_safe_report_equipment_deviation | |
| | 269 | chart - formulation - refer - produced - product | 59 | 269_chart_formulation_refer_produced | |
| | 270 | verbal - listening - settings - etiquette - active | 59 | 270_verbal_listening_settings_etiquette | |
| | 271 | dates - collaboration - tear - accordingly - expire | 59 | 271_dates_collaboration_tear_accordingly | |
| | 272 | failure - emergency - steps - ground - response | 58 | 272_failure_emergency_steps_ground | |
| | 273 | inspector - previous - faced - resolve - address | 58 | 273_inspector_previous_faced_resolve | |
| | 274 | breaches - thedesignated - security - health - encourage | 58 | 274_breaches_thedesignated_security_health | |
| | 275 | privacy - visiting - shoes - respect - unit | 57 | 275_privacy_visiting_shoes_respect | |
| | 276 | guide - motivate - organisation - operational - members | 57 | 276_guide_motivate_organisation_operational | |
| | 277 | correctly - company - designate - dispose - safely | 57 | 277_correctly_company_designate_dispose | |
| | 278 | compression - wiring - charge - valves - circuit | 56 | 278_compression_wiring_charge_valves | |
| | 279 | doctor - prompt - treatment - illness - case | 56 | 279_doctor_prompt_treatment_illness | |
| | 280 | impact - steps - environmental - operations - related | 56 | 280_impact_steps_environmental_operations | |
| | 281 | employmentexchange - newspapers - agencies - search - recruitment | 56 | 281_employmentexchange_newspapers_agencies_search | |
| | 282 | track - wished - audit - verify - documents | 56 | 282_track_wished_audit_verify | |
| | 283 | allergens - cause - separately - cross - contamination | 56 | 283_allergens_cause_separately_cross | |
| | 284 | danger - delay - incidents - reduce - immediate | 56 | 284_danger_delay_incidents_reduce | |
| | 285 | privacy - sta - followed - members - guests | 56 | 285_privacy_sta_followed_members | |
| | 286 | way - respect - shows - customers - members | 55 | 286_way_respect_shows_customers | |
| | 287 | minor - attend - repairs - faults - machines | 55 | 287_minor_attend_repairs_faults | |
| | 288 | handled - supervisors - problems - escapade - highly | 55 | 288_handled_supervisors_problems_escapade | |
| | 289 | interact - superior - supervisor - user - competent | 54 | 289_interact_superior_supervisor_user | |
| | 290 | deal - protocol - wastes - organisational - hazards | 54 | 290_deal_protocol_wastes_organisational | |
| | 291 | workstation - regularly - cleaned - clean - equipment | 54 | 291_workstation_regularly_cleaned_clean | |
| | 292 | hazard - free - working - clean - area | 54 | 292_hazard_free_working_clean | |
| | 293 | apparatus - rescue - appropriately - self - required | 54 | 293_apparatus_rescue_appropriately_self | |
| | 294 | stress - employees - support - technique - management | 54 | 294_stress_employees_support_technique | |
| | 295 | kinds - chemical - possible - environmental - industry | 54 | 295_kinds_chemical_possible_environmental | |
| | 296 | payment - cash - advance - voice - guest | 53 | 296_payment_cash_advance_voice | |
| | 297 | word - presentations - features - entrepreneurship - basic | 53 | 297_word_presentations_features_entrepreneurship | |
| | 298 | employee - protection - information - ensure - les | 53 | 298_employee_protection_information_ensure | |
| | 299 | strong - protect - sensitive - basis - change | 53 | 299_strong_protect_sensitive_basis | |
| | 300 | recommended - damage - handling - procedure - material | 53 | 300_recommended_damage_handling_procedure | |
| | 301 | ill - term - long - act - health | 53 | 301_ill_term_long_act | |
| | 302 | strategics - pricking - revenue - leak - plans | 53 | 302_strategics_pricking_revenue_leak | |
| | 303 | times - self - pollution - placing - consult | 52 | 303_times_self_pollution_placing | |
| | 304 | interesting - etiquette - members - maintain - team | 52 | 304_interesting_etiquette_members_maintain | |
| | 305 | superiors - build - respect - colleagues - support | 52 | 305_superiors_build_respect_colleagues | |
| | 306 | regularly - errors - rectify - feedback - safe | 52 | 306_regularly_errors_rectify_feedback | |
| | 307 | extinguished - type - appropriate - use - stoppage | 52 | 307_extinguished_type_appropriate_use | |
| | 308 | minimize - damage - duties - environmental - manner | 51 | 308_minimize_damage_duties_environmental | |
| | 309 | adopt - healthy - practices - work - user | 51 | 309_adopt_healthy_practices_work | |
| | 310 | risks - potential - processes - monitor - workplace | 51 | 310_risks_potential_processes_monitor | |
| | 311 | adhere - damage - standards - material - safety | 51 | 311_adhere_damage_standards_material | |
| | 312 | refuse - signals - recalling - friendly - signs | 51 | 312_refuse_signals_recalling_friendly | |
| | 313 | platforms - internet - media - entrepreneurship - social | 51 | 313_platforms_internet_media_entrepreneurship | |
| | 314 | adopt - behavior - gender - belts - blades | 51 | 314_adopt_behavior_gender_belts | |
| | 315 | accident - workplace - ensure - - | 51 | 315_accident_workplace_ensure_ | |
| | 316 | layer - glasses - gorges - mass - gloves | 51 | 316_layer_glasses_gorges_mass | |
| | 317 | symptoms - discharge - illness - shift - report | 51 | 317_symptoms_discharge_illness_shift | |
| | 318 | actions - responsibility - identify - demonstrate - | 50 | 318_actions_responsibility_identify_demonstrate | |
| | 319 | accountable - role - process - desired - responsibility | 50 | 319_accountable_role_process_desired | |
| | 320 | duty - problems - identity - assigned - superior | 50 | 320_duty_problems_identity_assigned | |
| | 321 | roof - straight - exposed - scale - face | 50 | 321_roof_straight_exposed_scale | |
| | 322 | date - manufacture - expire - secondary - primary | 50 | 322_date_manufacture_expire_secondary | |
| | 323 | fundamentals - housekeeping - follow - geometric - symbols | 50 | 323_fundamentals_housekeeping_follow_geometric | |
| | 324 | store - cleaning - safely - badges - use | 50 | 324_store_cleaning_safely_badges | |
| | 325 | duties - actively - perform - direct - responsibilities | 50 | 325_duties_actively_perform_direct | |
| | 326 | visiting - wear - department - protective - personal | 50 | 326_visiting_wear_department_protective | |
| | 327 | badges - caps - plans - shoes - organizational | 50 | 327_badges_caps_plans_shoes | |
| | 328 | dealing - yes - emergencies - type - follow | 50 | 328_dealing_yes_emergencies_type | |
| | 329 | attach - implementation - rules - pp - requirement | 49 | 329_attach_implementation_rules_pp | |
| | 330 | tar - substances - liquid - glass - diese | 49 | 330_tar_substances_liquid_glass | |
| | 331 | sanitisers - soap - washing - hands - alcohol | 49 | 331_sanitisers_soap_washing_hands | |
| | 332 | needed - clear - colleagues - communication - maintain | 49 | 332_needed_clear_colleagues_communication | |
| | 333 | emergency - natural - limits - participate - situation | 49 | 333_emergency_natural_limits_participate | |
| | 334 | know - textile - protocol - organisational - sector | 49 | 334_know_textile_protocol_organisational | |
| | 335 | drainage - economics - lighting - transportation - distribution | 49 | 335_drainage_economics_lighting_transportation | |
| | 336 | drill - preventive - technique - hazards - safety | 49 | 336_drill_preventive_technique_hazards | |
| | 337 | disability - people - faults - equipment - | 49 | 337_disability_people_faults_equipment | |
| | 338 | help - disability - people - workplace - required | 49 | 338_help_disability_people_workplace | |
| | 339 | close - contact - illness - regarding - people | 48 | 339_close_contact_illness_regarding | |
| | 340 | receive - orders - reporting - feedback - supervisor | 48 | 340_receive_orders_reporting_feedback | |
| | 341 | extinguished - promote - emergencies - rescue - sanitation | 48 | 341_extinguished_promote_emergencies_rescue | |
| | 342 | implementing - recognise - programs - existing - planning | 48 | 342_implementing_recognise_programs_existing | |
| | 343 | undertake - assessment - risk - personal - work | 48 | 343_undertake_assessment_risk_personal | |
| | 344 | consider - superior - resolve - task - terence | 48 | 344_consider_superior_resolve_task | |
| | 345 | workers - communicate - clearly - giving - enhance | 48 | 345_workers_communicate_clearly_giving | |
| | 346 | thedesignated - breaches - emergencies - rescue - security | 48 | 346_thedesignated_breaches_emergencies_rescue | |
| | 347 | approval - superior - improving - adopt - productivity | 48 | 347_approval_superior_improving_adopt | |
| | 348 | dissatisfaction - complaints - address - guest - actively | 48 | 348_dissatisfaction_complaints_address_guest | |
| | 349 | handled - superior - problems - escapade - dispatch | 48 | 349_handled_superior_problems_escapade | |
| | 350 | disinfectant - solution - recommended - cleaning - clean | 48 | 350_disinfectant_solution_recommended_cleaning | |
| | 351 | dressing - pilot - points - pins - oil | 47 | 351_dressing_pilot_points_pins | |
| | 352 | concerns - interact - reporting - behaviour - possible | 47 | 352_concerns_interact_reporting_behaviour | |
| | 353 | handle - remove - debris - safely - waste | 47 | 353_handle_remove_debris_safely | |
| | 354 | situations - adjust - event - di - work | 47 | 354_situations_adjust_event_di | |
| | 355 | moving - lifting - supplies - equipment - loads | 47 | 355_moving_lifting_supplies_equipment | |
| | 356 | stay - craft - updated - business - employment | 47 | 356_stay_craft_updated_business | |
| | 357 | tourism - hospitality - persons - disability - comply | 47 | 357_tourism_hospitality_persons_disability | |
| | 358 | video - recording - brand - pictures - enhance | 47 | 358_video_recording_brand_pictures | |
| | 359 | gender - behaviour - equality - workplace - maintain | 47 | 359_gender_behaviour_equality_workplace | |
| | 360 | verify - sanitation - nations - authority - standard | 46 | 360_verify_sanitation_nations_authority | |
| | 361 | tidy - self - clean - area - team | 46 | 361_tidy_self_clean_area | |
| | 362 | arranged - rays - workers - spare - mentioned | 46 | 362_arranged_rays_workers_spare | |
| | 363 | recall - harp - textile - uniform - gap | 46 | 363_recall_harp_textile_uniform | |
| | 364 | appearance - texture - physical - colour - taste | 46 | 364_appearance_texture_physical_colour | |
| | 365 | advance - issue - inform - problem - guests | 46 | 365_advance_issue_inform_problem | |
| | 366 | sealed - near - working - operating - area | 46 | 366_sealed_near_working_operating | |
| | 367 | protocol - protective - personal - maintain - use | 46 | 367_protocol_protective_personal_maintain | |
| | 368 | forming - traditional - sustainability - marketing - platforms | 46 | 368_forming_traditional_sustainability_marketing | |
| | 369 | periodically - unable - checks - actions - corrective | 46 | 369_periodically_unable_checks_actions | |
| | 370 | display - media - responsible - platforms - behaviour | 46 | 370_display_media_responsible_platforms | |
| | 371 | focus - improvement - learning - self - team | 46 | 371_focus_improvement_learning_self | |
| | 372 | le - code - needed - language - st | 46 | 372_le_code_needed_language | |
| | 373 | es - wear - regularly - pp - dispose | 45 | 373_es_wear_regularly_pp | |
| | 374 | communication - use - winter - danger - extruded | 45 | 374_communication_use_winter_danger | |
| | 375 | role - prevention - accident - spoilage - carrying | 45 | 375_role_prevention_accident_spoilage | |
| | 376 | utilization - electricity - energy - processes - material | 45 | 376_utilization_electricity_energy_processes | |
| | 377 | textile - economics - sector - rules - role | 45 | 377_textile_economics_sector_rules | |
| | 378 | angle - engineering - terence - mechanical - drawing | 45 | 378_angle_engineering_terence_mechanical | |
| | 379 | occupational - gases - dust - hazards - water | 45 | 379_occupational_gases_dust_hazards | |
| | 380 | terms - communicating - policy - display - industry | 45 | 380_terms_communicating_policy_display | |
| | 381 | having - housekeeping - designate - machines - condiments | 45 | 381_having_housekeeping_designate_machines | |
| | 382 | acids - handling - followed - promote - frame | 45 | 382_acids_handling_followed_promote | |
| | 383 | victims - aid - rest - procedure - provide | 45 | 383_victims_aid_rest_procedure | |
| | 384 | comply - security - regulations - guideline - related | 45 | 384_comply_security_regulations_guideline | |
| | 385 | controlling - operational - risk - achieve - company | 44 | 385_controlling_operational_risk_achieve | |
| | 386 | preference - goals - given - hygienic - health | 44 | 386_preference_goals_given_hygienic | |
| | 387 | maintaining - productivity - achieve - health - work | 44 | 387_maintaining_productivity_achieve_health | |
| | 388 | wash - intervals - alcohol - washing - hands | 44 | 388_wash_intervals_alcohol_washing | |
| | 389 | traveling - incise - roads - post - practices | 44 | 389_traveling_incise_roads_post | |
| | 390 | risks - hazards - driving - associated - risk | 44 | 390_risks_hazards_driving_associated | |
| | 391 | maintained - times - sure - make - hygienic | 44 | 391_maintained_times_sure_make | |
| | 392 | life - council - english - professional - kills | 44 | 392_life_council_english_professional | |
| | 393 | bearing - ligament - bearings - levelling - face | 44 | 393_bearing_ligament_bearings_levelling | |
| | 394 | company - reproduction - standards - requirement - regard | 44 | 394_company_reproduction_standards_requirement | |
| | 395 | important - shapes - dimensions - engineering - interpret | 44 | 395_important_shapes_dimensions_engineering | |
| | 396 | timely - essential - manner - information - ensure | 43 | 396_timely_essential_manner_information | |
| | 397 | geometric - symbols - drawings - domestic - integrated | 43 | 397_geometric_symbols_drawings_domestic | |
| | 398 | radius - square - depth - controlled - maximum | 43 | 398_radius_square_depth_controlled | |
| | 399 | applications - features - devices - operate - digital | 43 | 399_applications_features_devices_operate | |
| | 400 | avoid - organisational - standards - organizational - user | 43 | 400_avoid_organisational_standards_organizational | |
| | 401 | turned - connected - appliances - electrical - properly | 43 | 401_turned_connected_appliances_electrical | |
| | 402 | disciplined - language - responsible - behavior - etiquette | 43 | 402_disciplined_language_responsible_behavior | |
| | 403 | bleeding - choking - burns - shock - administer | 43 | 403_bleeding_choking_burns_shock | |
| | 404 | refer - government - point - health - documents | 43 | 404_refer_government_point_health | |
| | 405 | improvements - ll - sheet - daily - risks | 43 | 405_improvements_ll_sheet_daily | |
| | 406 | checklist - audit - conduct - hygienic - workplace | 43 | 406_checklist_audit_conduct_hygienic | |
| | 407 | harness - ear - shoes - gorges - mass | 43 | 407_harness_ear_shoes_gorges | |
| | 408 | boards - placed - shop - signs - relevant | 43 | 408_boards_placed_shop_signs | |
| | 409 | resolved - malfunctioning - vibration - noise - actively | 42 | 409_resolved_malfunctioning_vibration_noise | |
| | 410 | latest - tends - industries - research - market | 42 | 410_latest_tends_industries_research | |
| | 411 | term - long - short - career - goals | 42 | 411_term_long_short_career | |
| | 412 | electricity - optimism - ways - usage - energy | 42 | 412_electricity_optimism_ways_usage | |
| | 413 | alarms - signs - interpret - action - event | 42 | 413_alarms_signs_interpret_action | |
| | 414 | biological - attend - chemical - hazard - prevent | 42 | 414_biological_attend_chemical_hazard | |
| | 415 | lifting - handling - correct - procedures - use | 42 | 415_lifting_handling_correct_procedures | |
| |
| </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 |
| |
