metadata
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
Merged_BERTopic_CEEW_no_outliers
This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
Usage
To use this model, please install BERTopic:
pip install -U bertopic
You can use the model as follows:
from bertopic import BERTopic
topic_model = BERTopic.load("VATSAL1729/Merged_BERTopic_CEEW_no_outliers")
topic_model.get_topic_info()
Topic overview
- Number of topics: 346
- Number of training documents: 92948
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | concentricity - soundness - arabia - maude - cradle | 43 | -1_concentricity_soundness_arabia_maude |
| 0 | yarn - fabric - design - warp - cut | 6 | 0_yarn_fabric_design_warp |
| 1 | solar - how - power - discuss - charging | 6446 | 1_solar_how_power_discuss |
| 2 | tank - transfer - temperature - start - fruits | 1090 | 2_tank_transfer_temperature_start |
| 3 | sexual - harassment - literacy - issues - legal | 2226 | 3_sexual_harassment_literacy_issues |
| 4 | waste - dispose - scrap - designate - handle | 493 | 4_waste_dispose_scrap_designate |
| 5 | register - apprenticeship - opportunities - it - guideline | 1301 | 5_register_apprenticeship_opportunities_it |
| 6 | customers - types - event - di - identify | 490 | 6_customers_types_event_di |
| 7 | english - basic - phrases - sentences - speak | 552 | 7_english_basic_phrases_sentences |
| 8 | sources - thepotential - funding - anticipate - opportunity | 659 | 8_sources_thepotential_funding_anticipate |
| 9 | exploitation - laws - essential - legal - rights | 612 | 9_exploitation_laws_essential_legal |
| 10 | sobs - grooving - ready - getting - apprenticeship | 498 | 10_sobs_grooving_ready_getting |
| 11 | renders - behave - communicate - appropriately - all | 510 | 11_renders_behave_communicate_appropriately |
| 12 | record - records - documentation - observations - reports | 517 | 12_record_records_documentation_observations |
| 13 | diversity - inclusion - collaboratively - others - team | 1966 | 13_diversity_inclusion_collaboratively_others |
| 14 | employability - citizenship - constitutional - explore - meeting | 646 | 14_employability_citizenship_constitutional_explore |
| 15 | students - clients - expedition - climbing - leader | 536 | 15_students_clients_expedition_climbing |
| 16 | devices - operate - digital - securely - applications | 657 | 16_devices_operate_digital_securely |
| 17 | food - beverages - beverage - menu - dishes | 555 | 17_food_beverages_beverage_menu |
| 18 | guest - tourist - guests - tour - room | 879 | 18_guest_tourist_guests_tour |
| 19 | hydrogen - electrolyzer - green - electrolysis - discuss | 1090 | 19_hydrogen_electrolyzer_green_electrolysis |
| 20 | etiquette - formal - language - colleagues - disciplined | 537 | 20_etiquette_formal_language_colleagues |
| 21 | protective - clothing - personal - pp - gloves | 430 | 21_protective_clothing_personal_pp |
| 22 | thinking - awareness - learning - captive - learn | 636 | 22_thinking_awareness_learning_captive |
| 23 | unable - plug - pills - leakage - rectify | 264 | 23_unable_plug_pills_leakage |
| 24 | promotion - considering - model - marketing - price | 261 | 24_promotion_considering_model_marketing |
| 25 | integrity - daring - honesty - respecting - ethics | 283 | 25_integrity_daring_honesty_respecting |
| 26 | written - english - in - inscription - fera | 317 | 26_written_english_in_inscription |
| 27 | selection - answer - dense - clarity - questions | 262 | 27_selection_answer_dense_clarity |
| 28 | write - messages - letters - mails - notes | 311 | 28_write_messages_letters_mails |
| 29 | curriculum - vital - sum - create - professional | 256 | 29_curriculum_vital_sum_create |
| 30 | enterprises - forpotential - research - entrepreneurship - assess | 257 | 30_enterprises_forpotential_research_entrepreneurship |
| 31 | aptitude - term - long - short - career | 268 | 31_aptitude_term_long_short |
| 32 | respectively - portal - job - and - library | 264 | 32_respectively_portal_job_and |
| 33 | sales - customer - market - customers - marketing | 258 | 33_sales_customer_market_customers |
| 34 | investments - salary - compute - taxes - common | 1134 | 34_investments_salary_compute_taxes |
| 35 | hygienic - rushing - dust - teeth - gets | 259 | 35_hygienic_rushing_dust_teeth |
| 36 | interact - superior - space - supervisor - colleagues | 515 | 36_interact_superior_space_supervisor |
| 37 | address - needs - them - customer - appropriately | 577 | 37_address_needs_them_customer |
| 38 | disposal - hazardous - processes - ed - specie | 273 | 38_disposal_hazardous_processes_ed |
| 39 | coal - career - getting - development - english | 238 | 39_coal_career_getting_development |
| 40 | requests - respond - needs - manner - professional | 263 | 40_requests_respond_needs_manner |
| 41 | assess - potential - opportunities - business - identify | 286 | 41_assess_potential_opportunities_business |
| 42 | becoming - sustainable - environmental - century - st | 282 | 42_becoming_sustainable_environmental_century |
| 43 | employment - recognize - cancer - sign - century | 276 | 43_employment_recognize_cancer_sign |
| 44 | society - civic - towards - recognize - responsibility | 265 | 44_society_civic_towards_recognize |
| 45 | opening - methods - online - apply - identity | 260 | 45_opening_methods_online_apply |
| 46 | recyclable - hazardous - non - generate - waste | 259 | 46_recyclable_hazardous_non_generate |
| 47 | categories - aggregate - into - event - di | 339 | 47_categories_aggregate_into_event |
| 48 | savings - calculate - income - expenses - etc | 256 | 48_savings_calculate_income_expenses |
| 49 | andenvironmentally - values - civic - becoming - ethics | 255 | 49_andenvironmentally_values_civic_becoming |
| 50 | sample - quality - analysis - lab - appearance | 227 | 50_sample_quality_analysis_lab |
| 51 | everyday - contents - thetelephone - conversation - over | 1550 | 51_everyday_contents_thetelephone_conversation |
| 52 | awareness - motivation - attitude - midst - positive | 289 | 52_awareness_motivation_attitude_midst |
| 53 | biodata - create - basic - fumigation - internaldepartment | 227 | 53_biodata_create_basic_fumigation |
| 54 | internet - platforms - media - entrepreneurship - social | 230 | 54_internet_platforms_media_entrepreneurship |
| 55 | manners - communicating - good - while - others | 253 | 55_manners_communicating_good_while |
| 56 | search - suitable - jobs - apply - for | 319 | 56_search_suitable_jobs_apply |
| 57 | alcohol - hands - soap - sanitizer - based | 244 | 57_alcohol_hands_soap_sanitizer |
| 58 | terence - between - career - understand - di | 340 | 58_terence_between_career_understand |
| 59 | mail - virtual - collaboration - platforms - media | 218 | 59_mail_virtual_collaboration_platforms |
| 60 | industries - employability - skill - jobs - various | 222 | 60_industries_employability_skill_jobs |
| 61 | transactions - online - securely - safely - financial | 297 | 61_transactions_online_securely_safely |
| 62 | institutions - select - services - products - requirement | 275 | 62_institutions_select_services_products |
| 63 | read - letters - mails - notes - routine | 282 | 63_read_letters_mails_notes |
| 64 | sanctioning - commencing - normally - wherever - rectify | 263 | 64_sanctioning_commencing_normally_wherever |
| 65 | dealing - hazards - safe - working - self | 386 | 65_dealing_hazards_safe_working |
| 66 | maintenance - malfunctions - breakdown - schedule - repair | 370 | 66_maintenance_malfunctions_breakdown_schedule |
| 67 | vehicle - test - electric - testing - drag | 2038 | 67_vehicle_test_electric_testing |
| 68 | sparks - lapse - mission - malfunctioning - fumes | 1690 | 68_sparks_lapse_mission_malfunctioning |
| 69 | errors - rectify - feedback - per - satisfying | 226 | 69_errors_rectify_feedback_per |
| 70 | supervisor - receiving - reporting - instructions - from | 91 | 70_supervisor_receiving_reporting_instructions |
| 71 | remove - clean - cleaning - dry - dirt | 385 | 71_remove_clean_cleaning_dry |
| 72 | shift - her - his - oncoming - operator | 1180 | 72_shift_her_his_oncoming |
| 73 | services - securely - safely - financial - products | 496 | 73_services_securely_safely_financial |
| 74 | employmentexchange - newspapers - agencies - search - recruitment | 246 | 74_employmentexchange_newspapers_agencies_search |
| 75 | discrimination - recognise - incidents - yes - varied | 256 | 75_discrimination_recognise_incidents_yes |
| 76 | causes - possible - hazardous - accidents - risks | 174 | 76_causes_possible_hazardous_accidents |
| 77 | spreadsheets - presentations - processor - word - features | 268 | 77_spreadsheets_presentations_processor_word |
| 78 | dough - oven - baking - pans - ingredient | 259 | 78_dough_oven_baking_pans |
| 79 | breaches - thedesignated - security - health - identity | 804 | 79_breaches_thedesignated_security_health |
| 80 | pulmonary - resuscitation - isolation - venous - car | 246 | 80_pulmonary_resuscitation_isolation_venous |
| 81 | guests - polite - manner - salutation - many | 340 | 81_guests_polite_manner_salutation |
| 82 | identifying - potential - routine - hazards - checks | 334 | 82_identifying_potential_routine_hazards |
| 83 | optimism - ways - usage - tasks - processes | 227 | 83_optimism_ways_usage_tasks |
| 84 | workstation - sanitized - sanitize - regularly - lawton | 251 | 84_workstation_sanitized_sanitize_regularly |
| 85 | adaptation - ownrole - doubts - abilities - clarify | 515 | 85_adaptation_ownrole_doubts_abilities |
| 86 | advanced - sanitation - authority - issues - hygienic | 262 | 86_advanced_sanitation_authority_issues |
| 87 | oil - engine - check - level - gauge | 176 | 87_oil_engine_check_level |
| 88 | sensitisation - coordinating - tender - fundamentals - outside | 1212 | 88_sensitisation_coordinating_tender_fundamentals |
| 89 | handicrafts - council - carpet - sector - kill | 147 | 89_handicrafts_council_carpet_sector |
| 90 | date - details - document - records - manufacture | 305 | 90_date_details_document_records |
| 91 | isolate - ill - similar - situation - contact | 465 | 91_isolate_ill_similar_situation |
| 92 | budget - cost - revenue - target - department | 178 | 92_budget_cost_revenue_target |
| 93 | pills - leakage - tasks - processes - activities | 631 | 93_pills_leakage_tasks_processes |
| 94 | es - wear - pp - regularly - dispose | 210 | 94_es_wear_pp_regularly |
| 95 | emergencies - violation - action - take - accidents | 167 | 95_emergencies_violation_action_take |
| 96 | verbal - listening - settings - active - etiquette | 280 | 96_verbal_listening_settings_active |
| 97 | completed - report - trips - work - nothing | 315 | 97_completed_report_trips_work |
| 98 | sensitivity - style - disability - gender - act | 171 | 98_sensitivity_style_disability_gender |
| 99 | organisation - policies - procedures - guide - team | 180 | 99_organisation_policies_procedures_guide |
| 100 | assistance - disability - persons - asked - extend | 190 | 100_assistance_disability_persons_asked |
| 101 | sta - training - learner - trained - meetings | 179 | 101_sta_training_learner_trained |
| 102 | appliances - electrical - turned - notion - connected | 438 | 102_appliances_electrical_turned_notion |
| 103 | respect - shows - way - colleagues - workers | 381 | 103_respect_shows_way_colleagues |
| 104 | threat - risks - potential - monitor - processes | 188 | 104_threat_risks_potential_monitor |
| 105 | handled - cannot - problems - supervisors - escapade | 151 | 105_handled_cannot_problems_supervisors |
| 106 | competent - be - user - must - able | 202 | 106_competent_be_user_must |
| 107 | housekeeping - prevent - good - order - areas | 2100 | 107_housekeeping_prevent_good_order |
| 108 | face - telephone - written - or - redoute | 256 | 108_face_telephone_written_or |
| 109 | minutes - least - earlier - protocol - time | 129 | 109_minutes_least_earlier_protocol |
| 110 | driving - petrol - diese - express - tra | 328 | 110_driving_petrol_diese_express |
| 111 | disposing - collecting - storing - lubricant - battery | 211 | 111_disposing_collecting_storing_lubricant |
| 112 | deposit - reliable - location - identity - recyclable | 109 | 112_deposit_reliable_location_identity |
| 113 | sip - hemp - strikes - plan - acted | 138 | 113_sip_hemp_strikes_plan |
| 114 | evacuation - policy - times - comply - emergency | 97 | 114_evacuation_policy_times_comply |
| 115 | accomplished - timeline - within - requirements - specie | 136 | 115_accomplished_timeline_within_requirements |
| 116 | trolley - empty - sobbing - corps - cop | 159 | 116_trolley_empty_sobbing_corps |
| 117 | gender - bases - ethnicity - adapt - paternity | 455 | 117_gender_bases_ethnicity_adapt |
| 118 | injury - infectious - disease - diseases - issues | 130 | 118_injury_infectious_disease_diseases |
| 119 | dependency - intoxicants - lifestyle - guard - healthy | 80 | 119_dependency_intoxicants_lifestyle_guard |
| 120 | performance - team - tears - feedback - members | 118 | 120_performance_team_tears_feedback |
| 121 | non - dispose - recyclable - appropriately - waste | 653 | 121_non_dispose_recyclable_appropriately |
| 122 | extinguished - re - aid - kit - eye | 149 | 122_extinguished_re_aid_kit |
| 123 | scheme - loan - vishwakarma - loans - incentive | 205 | 123_scheme_loan_vishwakarma_loans |
| 124 | mock - drills - organized - evacuation - participate | 393 | 124_mock_drills_organized_evacuation |
| 125 | section - mask - example - printing - glasses | 126 | 125_section_mask_example_printing |
| 126 | regulatory - regulations - statutory - compliance - issued | 59 | 126_regulatory_regulations_statutory_compliance |
| 127 | injured - infection - move - method - housekeeping | 454 | 127_injured_infection_move_method |
| 128 | restrooms - axes - mucoid - sphere - axis | 41 | 128_restrooms_axes_mucoid_sphere |
| 129 | adopt - healthy - maintaining - productivity - achieve | 116 | 129_adopt_healthy_maintaining_productivity |
| 130 | disciplined - responsible - behaviour - adopt - uses | 130 | 130_disciplined_responsible_behaviour_adopt |
| 131 | safety - recognizing - controlling - procedures - shutdown | 126 | 131_safety_recognizing_controlling_procedures |
| 132 | food - processing - products - safety - stages | 526 | 132_food_processing_products_safety |
| 133 | guest - slips - protected - booking - information | 710 | 133_guest_slips_protected_booking |
| 134 | transportation - decide - market - most - access | 154 | 134_transportation_decide_market_most |
| 135 | isolate - ill - similar - contact - situation | 91 | 135_isolate_ill_similar_contact |
| 136 | threats - authorized - personnel - supervisors - potential | 102 | 136_threats_authorized_personnel_supervisors |
| 137 | price - market - best - analyze - anddelivery | 111 | 137_price_market_best_analyze |
| 138 | easily - accessible - drawings - avoiding - moisture | 193 | 138_easily_accessible_drawings_avoiding |
| 139 | clearly - among - aspects - colleagues - ordinated | 149 | 139_clearly_among_aspects_colleagues |
| 140 | infringing - refrain - deals - upon - email | 241 | 140_infringing_refrain_deals_upon |
| 141 | infringement - anyone - observed - subordinates - immediate | 149 | 141_infringement_anyone_observed_subordinates |
| 142 | adaptability - submit - daily - performance - own | 114 | 142_adaptability_submit_daily_performance |
| 143 | labelled - bag - sealed - infectious - plastic | 105 | 143_labelled_bag_sealed_infectious |
| 144 | own - line - guideline - activities - carry | 91 | 144_own_line_guideline_activities |
| 145 | worksitewhen - extinguishes - types - operate - re | 107 | 145_worksitewhen_extinguishes_types_operate |
| 146 | elevated - trenches - places - ned - around | 124 | 146_elevated_trenches_places_ned |
| 147 | environment - system - management - related - procedures | 92 | 147_environment_system_management_related |
| 148 | sensitive - age - sure - times - gender | 91 | 148_sensitive_age_sure_times |
| 149 | shortage - decipher - need - excessive - raw | 156 | 149_shortage_decipher_need_excessive |
| 150 | six - decisions - direction - accordingly - priority | 242 | 150_six_decisions_direction_accordingly |
| 151 | goals - preference - given - over - active | 103 | 151_goals_preference_given_over |
| 152 | aid - rest - administer - kit - sure | 131 | 152_aid_rest_administer_kit |
| 153 | recalling - active - concerned - workplace - person | 185 | 153_recalling_active_concerned_workplace |
| 154 | sanitizers - cleaning - machineries - clean - tools | 143 | 154_sanitizers_cleaning_machineries_clean |
| 155 | gettingdamaged - soil - ground - your - implement | 438 | 155_gettingdamaged_soil_ground_your |
| 156 | challenges - overcoming - overcome - members - faced | 105 | 156_challenges_overcoming_overcome_members |
| 157 | precautionary - infection - manage - measures - appropriateauthority | 171 | 157_precautionary_infection_manage_measures |
| 158 | build - relationship - yet - active - guests | 224 | 158_build_relationship_yet_active |
| 159 | cleared - trash - cleanliness - schedule - can | 117 | 159_cleared_trash_cleanliness_schedule |
| 160 | biomass - bales - agra - storage - residue | 106 | 160_biomass_bales_agra_storage |
| 161 | theearmarked - upgrade - stacked - separately - carried | 557 | 161_theearmarked_upgrade_stacked_separately |
| 162 | responsibility - ones - cleaning - limits - carry | 113 | 162_responsibility_ones_cleaning_limits |
| 163 | recycle - applicable - wherever - waste - aluminium | 183 | 163_recycle_applicable_wherever_waste |
| 164 | anxiety - stress - technique - management - perform | 87 | 164_anxiety_stress_technique_management |
| 165 | felo - rotation - hand - stock - technique | 121 | 165_felo_rotation_hand_stock |
| 166 | tables - precautions - objects - machines - naked | 126 | 166_tables_precautions_objects_machines |
| 167 | recyclable - tourism - hospitality - aggregate - hazardous | 250 | 167_recyclable_tourism_hospitality_aggregate |
| 168 | kitchen - cutlery - utensils - dining - glassware | 100 | 168_kitchen_cutlery_utensils_dining |
| 169 | aspects - business - accounts - book - records | 516 | 169_aspects_business_accounts_book |
| 170 | instructionsapplicable - comply - disability - gender - people | 204 | 170_instructionsapplicable_comply_disability_gender |
| 171 | aid - injured - rest - provide - brillator | 84 | 171_aid_injured_rest_provide |
| 172 | network - devices - riot - connect - automatic | 117 | 172_network_devices_riot_connect |
| 173 | substitutes - microbiological - chemical - physical - replaced | 239 | 173_substitutes_microbiological_chemical_physical |
| 174 | wedding - electrode - fig - smoking - operations | 153 | 174_wedding_electrode_fig_smoking |
| 175 | productivity - fuel - conservation - ni - multiple | 252 | 175_productivity_fuel_conservation_ni |
| 176 | site - hygienic - maintain - at - hata | 124 | 176_site_hygienic_maintain_at |
| 177 | dusting - coloured - aggregate - into - event | 175 | 177_dusting_coloured_aggregate_into |
| 178 | drills - trainingsensitization - discussions - mock - programs | 93 | 178_drills_trainingsensitization_discussions_mock |
| 179 | security - organise - current - organisation - policies | 144 | 179_security_organise_current_organisation |
| 180 | disinfect - task - after - before - tools | 108 | 180_disinfect_task_after_before |
| 181 | rescue - hazard - applied - technique - re | 107 | 181_rescue_hazard_applied_technique |
| 182 | minimize - actions - due - own - risks | 114 | 182_minimize_actions_due_own |
| 183 | vendor - delivery - order - purchase - delivered | 103 | 183_vendor_delivery_order_purchase |
| 184 | means - needed - clear - wherever - customers | 682 | 184_means_needed_clear_wherever |
| 185 | absentees - loss - productivity - illness - due | 90 | 185_absentees_loss_productivity_illness |
| 186 | raw - materials - rawmaterials - raging - right | 74 | 186_raw_materials_rawmaterials_raging |
| 187 | worksite - compliance - guideline - list - safetyguidelines | 380 | 187_worksite_compliance_guideline_list |
| 188 | ventilator - electrocution - district - direct - free | 99 | 188_ventilator_electrocution_district_direct |
| 189 | freedom - acting - situations - creative - exile | 153 | 189_freedom_acting_situations_creative |
| 190 | cater - every - across - needs - facilities | 131 | 190_cater_every_across_needs |
| 191 | rep - future - reference - load - details | 80 | 191_rep_future_reference_load |
| 192 | perceived - clair - authorized - personnel - supervisors | 127 | 192_perceived_clair_authorized_personnel |
| 193 | talk - politely - colleagues - members - other | 93 | 193_talk_politely_colleagues_members |
| 194 | everyone - worker - un - concerned - co | 74 | 194_everyone_worker_un_concerned |
| 195 | supporting - systematic - share - multi - workload | 226 | 195_supporting_systematic_share_multi |
| 196 | carpet - handicrafts - personaland - sector - life | 253 | 196_carpet_handicrafts_personaland_sector |
| 197 | disease - unwell - causes - secure - prevention | 101 | 197_disease_unwell_causes_secure |
| 198 | tourism - hospitality - publicity - pro - margin | 132 | 198_tourism_hospitality_publicity_pro |
| 199 | recyclable - conservation - reliable - energy - non | 84 | 199_recyclable_conservation_reliable_energy |
| 200 | repair - parts - replace - replacement - damaged | 163 | 200_repair_parts_replace_replacement |
| 201 | vaccination - share - diseases - ways - transmission | 1157 | 201_vaccination_share_diseases_ways |
| 202 | prevention - sexual - harassment - both - adhere | 75 | 202_prevention_sexual_harassment_both |
| 203 | motivate - planning - employees - industry - retaining | 101 | 203_motivate_planning_employees_industry |
| 204 | grievances - defects - potential - hazards - any | 93 | 204_grievances_defects_potential_hazards |
| 205 | state - location - name - health - areas | 88 | 205_state_location_name_health |
| 206 | comply - applicable - instructions - workman - inspector | 141 | 206_comply_applicable_instructions_workman |
| 207 | seek - reciprocated - whenever - understanding - clair | 159 | 207_seek_reciprocated_whenever_understanding |
| 208 | walk - obstruction - periodic - assigned - keep | 193 | 208_walk_obstruction_periodic_assigned |
| 209 | relating - ones - accurately - role - document | 118 | 209_relating_ones_accurately_role |
| 210 | increase - science - improve - upon - existing | 80 | 210_increase_science_improve_upon |
| 211 | greet - promptly - organization - guests - procedure | 113 | 211_greet_promptly_organization_guests |
| 212 | nishedproducts - inspecting - ingredient - raw - food | 163 | 212_nishedproducts_inspecting_ingredient_raw |
| 213 | incentive - indicator - output - target - performance | 44 | 213_incentive_indicator_output_target |
| 214 | functions - legislation - greeting - accordance - solutions | 80 | 214_functions_legislation_greeting_accordance |
| 215 | water - wastewater - harvesting - treatment - discuss | 113 | 215_water_wastewater_harvesting_treatment |
| 216 | inculpate - your - consumption - these - sustainable | 450 | 216_inculpate_your_consumption_these |
| 217 | exist - recall - spots - chemical - yes | 95 | 217_exist_recall_spots_chemical |
| 218 | lines - range - unique - develop - product | 61 | 218_lines_range_unique_develop |
| 219 | going - asked - undertake - response - do | 128 | 219_going_asked_undertake_response |
| 220 | lodi - interpretingsection - boundaries - drawing - tolerable | 84 | 220_lodi_interpretingsection_boundaries_drawing |
| 221 | roles - full - responsibility - assistant - helper | 156 | 221_roles_full_responsibility_assistant |
| 222 | agreed - schedules - running - within - carry | 89 | 222_agreed_schedules_running_within |
| 223 | dress - code - policy - organizational - clothing | 85 | 223_dress_code_policy_organizational |
| 224 | regular - intervals - go - preventive - health | 182 | 224_regular_intervals_go_preventive |
| 225 | handle - care - way - machinery - tools | 146 | 225_handle_care_way_machinery |
| 226 | ideas - new - develop - experiment - procedures | 226 | 226_ideas_new_develop_experiment |
| 227 | availability - sanitizers - wash - alcohol - running | 85 | 227_availability_sanitizers_wash_alcohol |
| 228 | faced - problems - during - anticipated - process | 82 | 228_faced_problems_during_anticipated |
| 229 | illness - concerned - symptoms - immediately - leland | 102 | 229_illness_concerned_symptoms_immediately |
| 230 | gap - hygienic - same - do - enforce | 87 | 230_gap_hygienic_same_do |
| 231 | occurrences - dangerous - safe - other - report | 98 | 231_occurrences_dangerous_safe_other |
| 232 | chart - formulation - refer - product - planning | 69 | 232_chart_formulation_refer_product |
| 233 | crockery - established - articles - ascertain - other | 182 | 233_crockery_established_articles_ascertain |
| 234 | see - incorporate - experience - feedback - improve | 137 | 234_see_incorporate_experience_feedback |
| 235 | productions - try - resolve - previous - faced | 145 | 235_productions_try_resolve_previous |
| 236 | utilize - virtual - collaboration - entrepreneurship - actively | 56 | 236_utilize_virtual_collaboration_entrepreneurship |
| 237 | failure - rush - emergency - steps - fall | 46 | 237_failure_rush_emergency_steps |
| 238 | privacy - rendering - visiting - shoes - respect | 101 | 238_privacy_rendering_visiting_shoes |
| 239 | incident - sustained - takenecessary - incidents - danger | 136 | 239_incident_sustained_takenecessary_incidents |
| 240 | doctor - prompt - treatment - illness - undergo | 151 | 240_doctor_prompt_treatment_illness |
| 241 | allergens - allergic - reactions - separately - cross | 77 | 241_allergens_allergic_reactions_separately |
| 242 | mining - impact - mineral - operations - reducethose | 91 | 242_mining_impact_mineral_operations |
| 243 | track - audit - wished - verify - documents | 152 | 243_track_audit_wished_verify |
| 244 | denial - unattended - privacy - visible - around | 135 | 244_denial_unattended_privacy_visible |
| 245 | minor - attend - repairs - faults - machines | 96 | 245_minor_attend_repairs_faults |
| 246 | stress - anxiety - cope - employees - support | 110 | 246_stress_anxiety_cope_employees |
| 247 | free - area - hazard - clean - freedom | 62 | 247_free_area_hazard_clean |
| 248 | apparatus - rescue - when - appropriately - self | 278 | 248_apparatus_rescue_when_appropriately |
| 249 | employee - storageand - geniality - protection - privacy | 78 | 249_employee_storageand_geniality_protection |
| 250 | password - strong - protect - sensitive - basis | 98 | 250_password_strong_protect_sensitive |
| 251 | ill - term - long - act - no | 71 | 251_ill_term_long_act |
| 252 | payment - bill - payments - cash - card | 65 | 252_payment_bill_payments_cash |
| 253 | kinds - economic - chemical - possible - environmental | 371 | 253_kinds_economic_chemical_possible |
| 254 | recommended - damage - handling - material - procedure | 72 | 254_recommended_damage_handling_material |
| 255 | interesting - etiquette - each - members - while | 84 | 255_interesting_etiquette_each_members |
| 256 | trust - mates - exhibit - superiors - build | 58 | 256_trust_mates_exhibit_superiors |
| 257 | sanitized - regularly - are - cleaned - pathogenic | 55 | 257_sanitized_regularly_are_cleaned |
| 258 | leak - plans - prevent - strategics - pricking | 62 | 258_leak_plans_prevent_strategics |
| 259 | times - self - others - by - all | 101 | 259_times_self_others_by |
| 260 | extinguishes - re - extinguished - types - type | 54 | 260_extinguishes_re_extinguished_types |
| 261 | neutral - adopt - behavior - gender - signals | 171 | 261_neutral_adopt_behavior_gender |
| 262 | damage - minimize - found - environmental - which | 57 | 262_damage_minimize_found_environmental |
| 263 | vocal - signals - suggested - convey - sound | 90 | 263_vocal_signals_suggested_convey |
| 264 | headgear - footgear - glasses - gorges - gown | 41 | 264_headgear_footgear_glasses_gorges |
| 265 | adhere - damage - no - standards - material | 99 | 265_adhere_damage_no_standards |
| 266 | zero - accident - workplace - damages - at | 80 | 266_zero_accident_workplace_damages |
| 267 | roof - longwall - humoured - fullcontact - sideways | 68 | 267_roof_longwall_humoured_fullcontact |
| 268 | accountable - role - whole - own - assigned | 81 | 268_accountable_role_whole_own |
| 269 | innate - store - own - existing - organisational | 133 | 269_innate_store_own_existing |
| 270 | actions - own - responsibility - take - mistakes | 202 | 270_actions_own_responsibility_take |
| 271 | identity - problems - duty - command - exact | 53 | 271_identity_problems_duty_command |
| 272 | visiting - wear - department - protective - during | 96 | 272_visiting_wear_department_protective |
| 273 | fundamentals - housekeeping - follow - housekeepingactivities - housekeeper | 62 | 273_fundamentals_housekeeping_follow_housekeepingactivities |
| 274 | store - after - cleaning - safely - storing | 59 | 274_store_after_cleaning_safely |
| 275 | symptoms - discharge - illness - shift - report | 144 | 275_symptoms_discharge_illness_shift |
| 276 | blisters - accidental - scratches - dealing - yes | 74 | 276_blisters_accidental_scratches_dealing |
| 277 | drill - preventive - technique - re - hazards | 53 | 277_drill_preventive_technique_re |
| 278 | andventilation - drainage - economics - fossa - lighting | 89 | 278_andventilation_drainage_economics_fossa |
| 279 | yes - glass - substances - these - gasoline | 68 | 279_yes_glass_substances_these |
| 280 | sympathize - disabilities - empathise - people - er | 146 | 280_sympathize_disabilities_empathise_people |
| 281 | disciplinary - attach - implementation - rules - with | 114 | 281_disciplinary_attach_implementation_rules |
| 282 | allmeans - needed - clear - wherever - colleagues | 48 | 282_allmeans_needed_clear_wherever |
| 283 | emergency - evacuation - raising - an - accident | 60 | 283_emergency_evacuation_raising_an |
| 284 | know - align - standards - atmosphere - organisational | 572 | 284_know_align_standards_atmosphere |
| 285 | view - give - point - importance - due | 151 | 285_view_give_point_importance |
| 286 | implementing - recognise - existing - planning - programs | 162 | 286_implementing_recognise_existing_planning |
| 287 | receive - anticipated - delays - hanover - deliver | 53 | 287_receive_anticipated_delays_hanover |
| 288 | drills - promptly - attend - respond - training | 150 | 288_drills_promptly_attend_respond |
| 289 | cannot - handled - superior - problems - escapade | 119 | 289_cannot_handled_superior_problems |
| 290 | complaints - dissatisfaction - address - actively - negative | 87 | 290_complaints_dissatisfaction_address_actively |
| 291 | commencement - undertake - assessment - risk - before | 270 | 291_commencement_undertake_assessment_risk |
| 292 | contagious - close - illness - joints - contact | 53 | 292_contagious_close_illness_joints |
| 293 | moving - lifting - supplies - bending - economic | 93 | 293_moving_lifting_supplies_bending |
| 294 | employment - skill - artisans - businessself - business | 136 | 294_employment_skill_artisans_businessself |
| 295 | approval - ideas - superior - improving - after | 180 | 295_approval_ideas_superior_improving |
| 296 | grease - lubricant - oil - receptacle - canvas | 61 | 296_grease_lubricant_oil_receptacle |
| 297 | video - recording - formats - photo - camera | 304 | 297_video_recording_formats_photo |
| 298 | disinfectant - solution - techniquesand - disinfection - recommended | 116 | 298_disinfectant_solution_techniquesand_disinfection |
| 299 | situations - adjust - event - di - supplies | 186 | 299_situations_adjust_event_di |
| 300 | tidy - clean - area - is - spot | 89 | 300_tidy_clean_area_is |
| 301 | mine - isolated - underground - sealed - near | 281 | 301_mine_isolated_underground_sealed |
| 302 | issue - involving - inform - beforehand - advance | 108 | 302_issue_involving_inform_beforehand |
| 303 | focus - mistakes - princes - improvement - encourage | 115 | 303_focus_mistakes_princes_improvement |
| 304 | face - communicated - allmeans - telephone - team | 107 | 304_face_communicated_allmeans_telephone |
| 305 | guards - place - display - verify - nations | 155 | 305_guards_place_display_verify |
| 306 | platforms - media - social - flipkart - madam | 133 | 306_platforms_media_social_flipkart |
| 307 | tourism - hospitality - persons - policy - disability | 82 | 307_tourism_hospitality_persons_policy |
| 308 | gap - recall - harp - manufacturing - uniform | 125 | 308_gap_recall_harp_manufacturing |
| 309 | everyone - neutral - gender - behaviour - caste | 113 | 309_everyone_neutral_gender_behaviour |
| 310 | display - media - responsible - platforms - behaviour | 67 | 310_display_media_responsible_platforms |
| 311 | prevention - accident - role - avoidaccidents - withhazards | 58 | 311_prevention_accident_role_avoidaccidents |
| 312 | victims - eg - aid - rest - preening | 67 | 312_victims_eg_aid_rest |
| 313 | tools - store - having - completion - designate | 114 | 313_tools_store_having_completion |
| 314 | refuse - es - dispose - wear - recalling | 402 | 314_refuse_es_dispose_wear |
| 315 | handling - safety - while - ned - trenches | 102 | 315_handling_safety_while_ned |
| 316 | precaution - occupational - gases - against - dust | 758 | 316_precaution_occupational_gases_against |
| 317 | textile - economics - sector - rules - role | 79 | 317_textile_economics_sector_rules |
| 318 | optimized - utilization - where - electricity - energy | 54 | 318_optimized_utilization_where_electricity |
| 319 | memory - code - le - directing - les | 94 | 319_memory_code_le_directing |
| 320 | underground - mine - communication - system - beforestarting | 149 | 320_underground_mine_communication_system |
| 321 | arranged - fasteners - cabinet - utility - rays | 66 | 321_arranged_fasteners_cabinet_utility |
| 322 | goals - preference - given - follows - over | 117 | 322_goals_preference_given_follows |
| 323 | hazard - hazards - warning - biological - risk | 58 | 323_hazard_hazards_warning_biological |
| 324 | angle - projection - third - engineering - terence | 293 | 324_angle_projection_third_engineering |
| 325 | haul - roads - blastfumes - traveling - incise | 58 | 325_haul_roads_blastfumes_traveling |
| 326 | mine - comply - security - regulations - care | 123 | 326_mine_comply_security_regulations |
| 327 | per - standard - standards - as - so | 116 | 327_per_standard_standards_as |
| 328 | miscommunication - avoid - its - con - organisational | 323 | 328_miscommunication_avoid_its_con |
| 329 | improvements - ll - sheet - done - daily | 74 | 329_improvements_ll_sheet_done |
| 330 | radius - spherical - diameter - dimension - minimumdimension | 67 | 330_radius_spherical_diameter_dimension |
| 331 | maintained - times - sure - make - hygienic | 55 | 331_maintained_times_sure_make |
| 332 | checklist - audit - conduct - after - before | 56 | 332_checklist_audit_conduct_after |
| 333 | harness - shoes - ear - gorges - mass | 53 | 333_harness_shoes_ear_gorges |
| 334 | tolerencing - dimensioning - geometric - symbols - shapes | 120 | 334_tolerencing_dimensioning_geometric_symbols |
| 335 | timely - passed - information - pass - essential | 119 | 335_timely_passed_information_pass |
| 336 | uniqueness - important - engineering - shapes - dimensions | 184 | 336_uniqueness_important_engineering_shapes |
| 337 | fire - her - jobtitles - retrieve - first | 59 | 337_fire_her_jobtitles_retrieve |
| 338 | appliances - notion - recalling - turned - connected | 56 | 338_appliances_notion_recalling_turned |
| 339 | shock - bleeding - choking - burns - electric | 171 | 339_shock_bleeding_choking_burns |
| 340 | lift - correct - objects - heavy - posture | 248 | 340_lift_correct_objects_heavy |
| 341 | curb - alarms - recognise - measures - event | 301 | 341_curb_alarms_recognise_measures |
| 342 | signs - leland - boards - placed - shop | 133 | 342_signs_leland_boards_placed |
| 343 | electricity - optimism - usage - energy - possibilities | 98 | 343_electricity_optimism_usage_energy |
| 344 | theavailable - latest - tends - industries - research | 160 | 344_theavailable_latest_tends_industries |
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