MergedBERTopicCEEW

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/MergedBERTopicCEEW")

topic_model.get_topic_info()

Topic overview

• Number of topics: 417
• Number of training documents: 92948

Click here for an overview of all topics.

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

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