Merged_BERTopic_CEEW

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")

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	equipment - tools - check - ensure - vehicle	42	-1_equipment_tools_check_ensure
0	design - yarn - fabric - silver - shape	47333	0_design_yarn_fabric_silver
1	solar - charging - power - discuss - battery	3337	1_solar_charging_power_discuss
2	tank - transfer - start - fruits - vegetables	643	2_tank_transfer_start_fruits
3	issues - legal - related - act - post	593	3_issues_legal_related_act
4	dispose - designate - bag - sealed - plastic	532	4_dispose_designate_bag_sealed
5	register - apprenticeship - opportunities - guideline - requirement	513	5_register_apprenticeship_opportunities_guideline
6	customers - types - event - di - identify	507	6_customers_types_event_di
7	attitude - awareness - positive - behavior - kills	504	7_attitude_awareness_positive_behavior
8	sources - opportunity - mitigate - arranging - money	500	8_sources_opportunity_mitigate_arranging
9	laws - essential - legal - rights - approach	490	9_laws_essential_legal_rights
10	sobs - grooving - ready - getting - apprenticeship	477	10_sobs_grooving_ready_getting
11	communicate - appropriately - - -	468	11_communicate_appropriately__
12	documentation - corrective - records - record - deviations	467	12_documentation_corrective_records_record
13	team - work - user - competent - able	459	13_team_work_user_competent
14	employability - constitutional - meeting - values - portal	447	14_employability_constitutional_meeting_values
15	students - clients - expedition - leader - activity	446	15_students_clients_expedition_leader
16	devices - operate - applications - digital - securely	443	16_devices_operate_applications_digital
17	beverage - food - chef - items - guest	431	17_beverage_food_chef_items
18	tourist - guest - tour - room - travel	367	18_tourist_guest_tour_room
19	green - electrolysis - discuss - india - manufacturing	351	19_green_electrolysis_discuss_india
20	injury - implementing - recognise - issues - programs	324	20_injury_implementing_recognise_issues
21	protective - clothing - tasks - pp - personal	306	21_protective_clothing_tasks_pp
22	learn - awareness - learning - critical - practice	303	22_learn_awareness_learning_critical
23	unable - plug - pills - rectify - authority	291	23_unable_plug_pills_rectify
24	promotion - considering - model - marketing - price	268	24_promotion_considering_model_marketing
25	respecting - integrity - values - personal - trend	262	25_respecting_integrity_values_personal
26	written - english - risk - language - local	260	26_written_english_risk_language
27	answer - clarity - questions - selection - politely	260	27_answer_clarity_questions_selection
28	create - professional - assistance - persons - disability	260	28_create_professional_assistance_persons
29	write - mails - notes - short - drill	259	29_write_mails_notes_short
30	respectively - portal - job - reliability - lift	259	30_respectively_portal_job_reliability
31	term - long - short - career - goals	258	31_term_long_short_career
32	enterprises - research - entrepreneurship - assess - opportunities	258	32_enterprises_research_entrepreneurship_assess
33	sales - market - customer - leads - customers	258	33_sales_market_customer_leads
34	taxes - common - income - expenses - components	256	34_taxes_common_income_expenses
35	day - surroundings - hygienic - te - wearing	256	35_day_surroundings_hygienic_te
36	interact - superior - space - supervisor - departments	253	36_interact_superior_space_supervisor
37	address - needs - customer - appropriately - identify	252	37_address_needs_customer_appropriately
38	disposal - hazardous - processes - secure - injury	251	38_disposal_hazardous_processes_secure
39	assess - potential - opportunities - business - identify	247	39_assess_potential_opportunities_business
40	coal - career - getting - development - english	246	40_coal_career_getting_development
41	requests - respond - needs - manner - professional	246	41_requests_respond_needs_manner
42	sustainable - environmental - century - st - professional	246	42_sustainable_environmental_century_st
43	employment - recognize - cancer - sign - century	245	43_employment_recognize_cancer_sign
44	opening - methods - online - apply - identity	243	44_opening_methods_online_apply
45	recognize - responsibility - duties - cancer - sign	239	45_recognize_responsibility_duties_cancer
46	recyclable - hazardous - generate - non - waste	239	46_recyclable_hazardous_generate_non
47	categories - aggregate - event - di - waste	237	47_categories_aggregate_event_di
48	savings - calculate - income - expenses - estimate	234	48_savings_calculate_income_expenses
49	values - sustainable - duties - constitutional - rights	231	49_values_sustainable_duties_constitutional
50	person - english - basic - event - di	230	50_person_english_basic_event
51	lab - sample - analysis - samples - physical	229	51_lab_sample_analysis_samples
52	communication - english - basic - kills - using	229	52_communication_english_basic_kills
53	communicating - good - follow - -	228	53_communicating_good_follow_
54	platforms - media - entrepreneurship - social - securely	227	54_platforms_media_entrepreneurship_social
55	create - basic - - -	227	55_create_basic__
56	search - jobs - suitable - apply - ectiveness	227	56_search_jobs_suitable_apply
57	soap - alcohol - hands - regularly - based	223	57_soap_alcohol_hands_regularly
58	terence - career - understand - di - job	221	58_terence_career_understand_di
59	industries - jobs - employability - skill - various	217	59_industries_jobs_employability_skill
60	collaboration - platforms - media - social - actively	216	60_collaboration_platforms_media_social
61	transactions - online - securely - safely - financial	216	61_transactions_online_securely_safely
62	institutions - select - services - requirement - products	216	62_institutions_select_services_requirement
63	read - mails - notes - routine - understand	215	63_read_mails_notes_routine
64	sanctioning - rectify - machine - required - check	212	64_sanctioning_rectify_machine_required
65	dealing - hazards - safe - self - working	212	65_dealing_hazards_safe_self
66	maintenance - breakdown - preventive - inform - repair	211	66_maintenance_breakdown_preventive_inform
67	test - vehicle - electric - drag - faults	210	67_test_vehicle_electric_drag
68	malfunctioning - vibration - noise - maintenance - resolved	209	68_malfunctioning_vibration_noise_maintenance
69	errors - freedom - respective - posts - sanitisers	206	69_errors_freedom_respective_posts
70	receiving - reporting - supervisor - instructions - requirements	200	70_receiving_reporting_supervisor_instructions
71	vacuum - wipe - agent - brush - cloth	192	71_vacuum_wipe_agent_brush
72	shift - previous - operator - oncoming - landing	191	72_shift_previous_operator_oncoming
73	services - securely - safely - products - financial	188	73_services_securely_safely_products
74	agencies - search - recruitment - reliable - jobs	187	74_agencies_search_recruitment_reliable
75	extinguishes - recognise - incidents - names - shows	185	75_extinguishes_recognise_incidents_names
76	features - entrepreneurship - basic - use - user	183	76_features_entrepreneurship_basic_use
77	causes - accidents - possible - risks - hazardous	180	77_causes_accidents_possible_risks
78	dough - oven - matter - mould - proof	180	78_dough_oven_matter_mould
79	breaches - security - health - identity - person	174	79_breaches_security_health_identity
80	isolation - quotations - bills - near - compile	173	80_isolation_quotations_bills_near
81	guests - manner - language - professional - communicate	172	81_guests_manner_language_professional
82	identifying - routine - potential - grades - skin	168	82_identifying_routine_potential_grades
83	optimism - ways - usage - tasks - processes	160	83_optimism_ways_usage_tasks
84	workstation - regularly - sanitize - procured - locations	159	84_workstation_regularly_sanitize_procured
85	involved - improving - friendly - response - doubts	155	85_involved_improving_friendly_response
86	advanced - sanitation - authority - issues - hygienic	152	86_advanced_sanitation_authority_issues
87	oil - level - engine - signal - hydraulic	152	87_oil_level_engine_signal
88	coordinating - tender - outside - include - fundamentals	152	88_coordinating_tender_outside_include
89	handicrafts - carpet - sector - council - kill	149	89_handicrafts_carpet_sector_council
90	date - supplier - manufacture - details - expire	145	90_date_supplier_manufacture_details
91	ill - similar - situation - contact - people	144	91_ill_similar_situation_contact
92	budget - revenue - actual - forecast - monthly	140	92_budget_revenue_actual_forecast
93	es - wear - regularly - pp - dispose	140	93_es_wear_regularly_pp
94	pills - leakage - tasks - processes - activities	139	94_pills_leakage_tasks_processes
95	emergencies - accidents - based - action - instructions	139	95_emergencies_accidents_based_action
96	verbal - listening - settings - etiquette - active	135	96_verbal_listening_settings_etiquette
97	completed - report - work - manager - dress	134	97_completed_report_work_manager
98	style - sensitivity - persons - disability - act	133	98_style_sensitivity_persons_disability
99	organisation - policies - guide - motivate - procedures	130	99_organisation_policies_guide_motivate
100	stress - approval - technique - superior - perform	130	100_stress_approval_technique_superior
101	turned - connected - appliances - electrical - properly	129	101_turned_connected_appliances_electrical
102	assistance - disability - persons - asked - help	129	102_assistance_disability_persons_asked
103	shows - way - respect - colleagues - customers	129	103_shows_way_respect_colleagues
104	sta - training - sessions - improve - feedback	129	104_sta_training_sessions_improve
105	risks - potential - monitor - processes - workplace	128	105_risks_potential_monitor_processes
106	handled - supervisors - problems - escapade - repairs	127	106_handled_supervisors_problems_escapade
107	productivity - quality - achieving - variation - understanding	126	107_productivity_quality_achieving_variation
108	face - telephone - written - storing - phone	122	108_face_telephone_written_storing
109	housekeeping - prevent - order - export - letter	122	109_housekeeping_prevent_order_export
110	protocol - period - time - members - assigned	116	110_protocol_period_time_members
111	diese - instrument - apparatus - regulation - fuel	115	111_diese_instrument_apparatus_regulation
112	disposing - collecting - storing - lubricant - battery	114	112_disposing_collecting_storing_lubricant
113	deposit - reliable - location - identity - recyclable	112	113_deposit_reliable_location_identity
114	hemp - acted - prices - strategy - weather	111	114_hemp_acted_prices_strategy
115	requirements - ed - specie - work - ensure	110	115_requirements_ed_specie_work
116	sobbing - trolley - corps - cop - moving	109	116_sobbing_trolley_corps_cop
117	etiquette - disciplined - colleagues - superiors - interesting	108	117_etiquette_disciplined_colleagues_superiors
118	adapt - gender - consideration - taking - authority	108	118_adapt_gender_consideration_taking
119	guard - healthy - maintain - type - avoid	105	119_guard_healthy_maintain_type
120	public - verbal - privacy - settings - communicating	104	120_public_verbal_privacy_settings
121	performance - target - goals - team - incentive	103	121_performance_target_goals_team
122	dispose - non - recyclable - appropriately - waste	102	122_dispose_non_recyclable_appropriately
123	years - protective - gorges - mass - aid	101	123_years_protective_gorges_mass
124	loans - scheme - government - schemes - small	100	124_loans_scheme_government_schemes
125	section - mask - printing - glasses - workers	100	125_section_mask_printing_glasses
126	organized - participate - evacuation - procedures - workplace	100	126_organized_participate_evacuation_procedures
127	statutory - regulatory - regulations - implements - changes	99	127_statutory_regulatory_regulations_implements
128	introduction - sanitisers - soap - method - alcohol	97	128_introduction_sanitisers_soap_method
129	cylinder - bones - shapes - interpret - workplace	97	129_cylinder_bones_shapes_interpret
130	adopt - healthy - maintaining - productivity - achieve	96	130_adopt_healthy_maintaining_productivity
131	food - registration - forth - processing - policy	95	131_food_registration_forth_processing
132	controlling - operational - risk - achieve - company	94	132_controlling_operational_risk_achieve
133	disciplined - responsible - adopt - behaviour - uses	94	133_disciplined_responsible_adopt_behaviour
134	decide - market - access - transportation - means	94	134_decide_market_access_transportation
135	protect - guest - times - sure - information	94	135_protect_guest_times_sure
136	price - market - tends - lines - best	93	136_price_market_tends_lines
137	ill - similar - situation - contact - future	92	137_ill_similar_situation_contact
138	deals - send - plans - account - received	92	138_deals_send_plans_account
139	easily - accessible - avoiding - moisture - drawings	92	139_easily_accessible_avoiding_moisture
140	authorized - personnel - supervisors - risks - potential	92	140_authorized_personnel_supervisors_risks
141	aspects - clearly - department - communicate - actively	92	141_aspects_clearly_department_communicate
142	submit - daily - performance - formats - prescribed	91	142_submit_daily_performance_formats
143	observed - immediate - sure - organisation - company	90	143_observed_immediate_sure_organisation
144	handle - transactions - waste - methods - online	90	144_handle_transactions_waste_methods
145	whipped - broken - surfaces - cylinders - thermal	89	145_whipped_broken_surfaces_cylinders
146	insurance - loans - bank - cards - elevated	88	146_insurance_loans_bank_cards
147	extinguishes - types - life - operate - control	88	147_extinguishes_types_life_operate
148	sure - accessible - sensitive - make - age	87	148_sure_accessible_sensitive_make
149	environment - related - management - procedures - follow	87	149_environment_related_management_procedures
150	shortage - need - regular - materials - raw	86	150_shortage_need_regular_materials
151	aid - rest - kit - administer - access	85	151_aid_rest_kit_administer
152	decisions - direction - accordingly - accountable - environmental	85	152_decisions_direction_accordingly_accountable
153	recalling - concerned - active - person - workplace	85	153_recalling_concerned_active_person
154	preference - goals - given - active - management	84	154_preference_goals_given_active
155	challenges - faced - members - support - asked	84	155_challenges_faced_members_support
156	residue - knowledge - farmers - aggregation - plastic	83	156_residue_knowledge_farmers_aggregation
157	soil - ground - implement - practice - performance	83	157_soil_ground_implement_practice
158	separately - carried - scrap - surface - accordance	83	158_separately_carried_scrap_surface
159	measures - assistant - responsibilities - taking - health	83	159_measures_assistant_responsibilities_taking
160	cleanliness - regularly - schedule - following - maintenance	83	160_cleanliness_regularly_schedule_following
161	sanitizers - machineries - recommended - clean - agents	83	161_sanitizers_machineries_recommended_clean
162	build - relationship - active - guests - personal	83	162_build_relationship_active_guests
163	recycle - applicable - waste - hold - suppliers	82	163_recycle_applicable_waste_hold
164	ones - responsibility - cleaning - carry - maintenance	82	164_ones_responsibility_cleaning_carry
165	hand - rotation - stock - technique - place	81	165_hand_rotation_stock_technique
166	loose - sites - wires - sub - tables	80	166_loose_sites_wires_sub
167	recyclable - tourism - hospitality - aggregate - hazardous	80	167_recyclable_tourism_hospitality_aggregate
168	dining - kitchen - table - perorganizational - cleanliness	80	168_dining_kitchen_table_perorganizational
169	aspects - compile - accounts - require - business	79	169_aspects_compile_accounts_require
170	wedding - saw - accessories - constables - method	78	170_wedding_saw_accessories_constables
171	comply - disability - gender - people - related	77	171_comply_disability_gender_people
172	replaced - sanitisers - taken - friendly - precautions	77	172_replaced_sanitisers_taken_friendly
173	aid - rest - external - provide - automatic	77	173_aid_rest_external_provide
174	network - automatic - devices - fro - bad	77	174_network_automatic_devices_fro
175	dusting - aggregate - recalling - ensuring - appliances	77	175_dusting_aggregate_recalling_ensuring
176	site - hygienic - maintain - work - frequently	76	176_site_hygienic_maintain_work
177	programs - group - participate - organized - evacuation	76	177_programs_group_participate_organized
178	productivity - fuel - conservation - material - machine	76	178_productivity_fuel_conservation_material
179	rescue - hazard - apply - technique - bank	76	179_rescue_hazard_apply_technique
180	disinfect - task - tools - machine - work	75	180_disinfect_task_tools_machine
181	organise - security - current - organisation - policies	75	181_organise_security_current_organisation
182	delivery - vendor - suppliers - theme - purchase	75	182_delivery_vendor_suppliers_theme
183	minimize - actions - risks - self - health	75	183_minimize_actions_risks_self
184	means - needed - clear - customers - colleagues	75	184_means_needed_clear_customers
185	compliance - guideline - regulatory - board - group	74	185_compliance_guideline_regulatory_board
186	loss - productivity - illness - risk - people	73	186_loss_productivity_illness_risk
187	list - materials - goods - raw - raging	73	187_list_materials_goods_raw
188	ventilator - district - direct - diagram - circuit	73	188_ventilator_district_direct_diagram
189	clair - authorized - personnel - supervisors - seek	73	189_clair_authorized_personnel_supervisors
190	freedom - acting - situations - exile - adapt	72	190_freedom_acting_situations_exile
191	cater - age - needs - group - facilities	72	191_cater_age_needs_group
192	future - reference - load - details - raw	72	192_future_reference_load_details
193	politely - colleagues - members - team - encourage	72	193_politely_colleagues_members_team
194	reporting - person - act - condition - concerned	71	194_reporting_person_act_condition
195	multi - supporting - share - task - necessary	70	195_multi_supporting_share_task
196	life - handicrafts - carpet - sector - council	70	196_life_handicrafts_carpet_sector
197	causes - prevention - associated - risks - hazards	69	197_causes_prevention_associated_risks
198	tourism - hospitality - stops - walk - care	69	198_tourism_hospitality_stops_walk
199	recyclable - conservation - reliable - energy - location	69	199_recyclable_conservation_reliable_energy
200	prevention - adhere - policies - company - compliance	68	200_prevention_adhere_policies_company
201	grievances - defects - potential - hazards - production	68	201_grievances_defects_potential_hazards
202	share - transmission - ways - implement - organisational	68	202_share_transmission_ways_implement
203	replace - worn - replacement - damaged - chain	68	203_replace_worn_replacement_damaged
204	motivate - planning - employees - industry - standards	68	204_motivate_planning_employees_industry
205	walk - obstruction - periodic - assigned - free	68	205_walk_obstruction_periodic_assigned
206	seek - assistance - performing - superiors - respond	67	206_seek_assistance_performing_superiors
207	state - location - responsible - names - refer	67	207_state_location_responsible_names
208	comply - applicable - instructions - related - health	67	208_comply_applicable_instructions_related
209	relating - ones - accurately - role - document	67	209_relating_ones_accurately_role
210	greet - promptly - organization - procedure - guests	67	210_greet_promptly_organization_procedure
211	increase - improve - science - existing - stories	66	211_increase_improve_science_existing
212	inspecting - ingredient - way - raw - food	66	212_inspecting_ingredient_way_raw
213	incentive - indicator - output - target - performance	65	213_incentive_indicator_output_target
214	legislation - functions - solutions - accordance - regulations	65	214_legislation_functions_solutions_accordance
215	lines - range - unique - develop - high	64	215_lines_range_unique_develop
216	treatment - water - discuss - destination - showcase	63	216_treatment_water_discuss_destination
217	exist - spots - recall - privacy - yes	63	217_exist_spots_recall_privacy
218	consumption - sustainable - practices - apply - policies	63	218_consumption_sustainable_practices_apply
219	tolerable - terms - shape - interpret - read	63	219_tolerable_terms_shape_interpret
220	agreed - schedules - running - maintenance - carry	62	220_agreed_schedules_running_maintenance
221	going - asked - undertake - response - training	62	221_going_asked_undertake_response
222	roles - responsibility - perform - crockery - established	62	222_roles_responsibility_perform_crockery
223	care - way - handle - machinery - correct	62	223_care_way_handle_machinery
224	new - develop - procedures - work - working	61	224_new_develop_procedures_work
225	checks - intervals - preventive - regular - health	61	225_checks_intervals_preventive_regular
226	clothing - recommended - wear - environment - clothes	61	226_clothing_recommended_wear_environment
227	sanitizers - wash - alcohol - running - availability	61	227_sanitizers_wash_alcohol_running
228	hygienic - members - gap - personal - team	60	228_hygienic_members_gap_personal
229	faced - problems - process - report - frequent	60	229_faced_problems_process_report
230	illness - symptoms - concerned - immediately - regarding	60	230_illness_symptoms_concerned_immediately
231	crockery - established - articles - disinfectant - cleaned	60	231_crockery_established_articles_disinfectant
232	safe - report - equipment - deviation - utter	59	232_safe_report_equipment_deviation
233	incorporate - experience - improve - feedback - guest	59	233_incorporate_experience_improve_feedback
234	chart - formulation - refer - produced - product	59	234_chart_formulation_refer_produced
235	inspector - previous - faced - resolve - address	59	235_inspector_previous_faced_resolve
236	failure - emergency - steps - ground - response	58	236_failure_emergency_steps_ground
237	collaboration - dates - tear - expire - accordingly	58	237_collaboration_dates_tear_expire
238	privacy - visiting - shoes - respect - services	58	238_privacy_visiting_shoes_respect
239	allergens - cause - separately - cross - contamination	57	239_allergens_cause_separately_cross
240	doctor - prompt - treatment - illness - case	56	240_doctor_prompt_treatment_illness
241	impact - steps - environmental - operations - related	56	241_impact_steps_environmental_operations
242	track - wished - audit - verify - documents	56	242_track_wished_audit_verify
243	danger - delay - incidents - reduce - immediate	56	243_danger_delay_incidents_reduce
244	minor - attend - repairs - faults - machines	56	244_minor_attend_repairs_faults
245	privacy - sta - followed - members - guests	55	245_privacy_sta_followed_members
246	stress - employees - support - technique - management	55	246_stress_employees_support_technique
247	hazard - free - working - clean - area	54	247_hazard_free_working_clean
248	apparatus - rescue - appropriately - self - required	54	248_apparatus_rescue_appropriately_self
249	strong - protect - sensitive - basis - change	54	249_strong_protect_sensitive_basis
250	payment - cash - advance - voice - guest	53	250_payment_cash_advance_voice
251	ill - term - long - act - health	53	251_ill_term_long_act
252	recommended - damage - handling - procedure - material	53	252_recommended_damage_handling_procedure
253	employee - protection - information - ensure - les	53	253_employee_protection_information_ensure
254	chemical - possible - environmental - industry - hazards	53	254_chemical_possible_environmental_industry
255	superiors - build - respect - colleagues - support	53	255_superiors_build_respect_colleagues
256	times - self - pollution - placing - consult	52	256_times_self_pollution_placing
257	strategics - pricking - revenue - leak - plans	52	257_strategics_pricking_revenue_leak
258	interesting - etiquette - members - maintain - team	52	258_interesting_etiquette_members_maintain
259	regularly - errors - rectify - feedback - safe	52	259_regularly_errors_rectify_feedback
260	adopt - behavior - gender - belts - blades	52	260_adopt_behavior_gender_belts
261	refuse - signals - recalling - friendly - signs	51	261_refuse_signals_recalling_friendly
262	adhere - damage - standards - material - safety	51	262_adhere_damage_standards_material
263	extinguished - type - appropriate - use - stoppage	51	263_extinguished_type_appropriate_use
264	layer - glasses - gorges - mass - gloves	51	264_layer_glasses_gorges_mass
265	accident - workplace - ensure - -	51	265_accident_workplace_ensure_
266	minimize - damage - duties - environmental - manner	51	266_minimize_damage_duties_environmental
267	visiting - wear - department - protective - personal	51	267_visiting_wear_department_protective
268	duty - problems - identity - assigned - superior	50	268_duty_problems_identity_assigned
269	store - cleaning - safely - badges - use	50	269_store_cleaning_safely_badges
270	actions - responsibility - identify - demonstrate -	50	270_actions_responsibility_identify_demonstrate
271	accountable - role - process - desired - responsibility	50	271_accountable_role_process_desired
272	roof - straight - exposed - face - scale	50	272_roof_straight_exposed_face
273	fundamentals - housekeeping - follow - geometric - symbols	50	273_fundamentals_housekeeping_follow_geometric
274	duties - actively - perform - direct - responsibilities	50	274_duties_actively_perform_direct
275	symptoms - discharge - illness - shift - report	50	275_symptoms_discharge_illness_shift
276	attach - implementation - rules - pp - requirement	50	276_attach_implementation_rules_pp
277	disability - people - faults - equipment -	49	277_disability_people_faults_equipment
278	emergency - natural - limits - participate - situation	49	278_emergency_natural_limits_participate
279	know - textile - protocol - organisational - sector	49	279_know_textile_protocol_organisational
280	drainage - economics - lighting - transportation - distribution	49	280_drainage_economics_lighting_transportation
281	dealing - yes - emergencies - type - follow	49	281_dealing_yes_emergencies_type
282	drill - preventive - technique - hazards - safety	49	282_drill_preventive_technique_hazards
283	tar - substances - glass - liquid - diese	49	283_tar_substances_glass_liquid
284	needed - clear - colleagues - communication - maintain	49	284_needed_clear_colleagues_communication
285	dissatisfaction - complaints - address - guest - actively	49	285_dissatisfaction_complaints_address_guest
286	close - contact - illness - regarding - people	48	286_close_contact_illness_regarding
287	handled - superior - problems - escapade - dispatch	48	287_handled_superior_problems_escapade
288	extinguished - promote - emergencies - rescue - sanitation	48	288_extinguished_promote_emergencies_rescue
289	receive - orders - reporting - feedback - supervisor	48	289_receive_orders_reporting_feedback
290	workers - communicate - clearly - giving - enhance	48	290_workers_communicate_clearly_giving
291	consider - superior - resolve - task - terence	48	291_consider_superior_resolve_task
292	undertake - assessment - risk - personal - work	48	292_undertake_assessment_risk_personal
293	dressing - pilot - points - oil - pins	48	293_dressing_pilot_points_oil
294	disinfectant - solution - recommended - cleaning - clean	47	294_disinfectant_solution_recommended_cleaning
295	stay - craft - updated - business - employment	47	295_stay_craft_updated_business
296	tourism - hospitality - persons - disability - comply	47	296_tourism_hospitality_persons_disability
297	situations - adjust - event - di - work	47	297_situations_adjust_event_di
298	handle - remove - debris - safely - waste	47	298_handle_remove_debris_safely
299	moving - lifting - supplies - equipment - loads	47	299_moving_lifting_supplies_equipment
300	verify - sanitation - nations - authority - standard	47	300_verify_sanitation_nations_authority
301	forming - traditional - marketing - platforms - media	46	301_forming_traditional_marketing_platforms
302	focus - improvement - learning - self - team	46	302_focus_improvement_learning_self
303	gender - behaviour - equality - workplace - maintain	46	303_gender_behaviour_equality_workplace
304	tidy - self - clean - area - team	46	304_tidy_self_clean_area
305	display - media - responsible - platforms - behaviour	46	305_display_media_responsible_platforms
306	periodically - unable - checks - actions - corrective	46	306_periodically_unable_checks_actions
307	sealed - near - working - operating - area	46	307_sealed_near_working_operating
308	arranged - rays - workers - spare - mentioned	46	308_arranged_rays_workers_spare
309	advance - issue - inform - problem - guests	46	309_advance_issue_inform_problem
310	recall - harp - textile - uniform - gap	46	310_recall_harp_textile_uniform
311	acids - handling - followed - promote - frame	46	311_acids_handling_followed_promote
312	textile - economics - sector - rules - role	45	312_textile_economics_sector_rules
313	angle - engineering - terence - mechanical - drawing	45	313_angle_engineering_terence_mechanical
314	communication - use - winter - danger - extruded	45	314_communication_use_winter_danger
315	victims - aid - rest - procedure - provide	45	315_victims_aid_rest_procedure
316	es - wear - regularly - pp - dispose	45	316_es_wear_regularly_pp
317	terms - communicating - policy - display - industry	45	317_terms_communicating_policy_display
318	utilization - electricity - energy - processes - material	45	318_utilization_electricity_energy_processes
319	occupational - gases - dust - hazards - water	45	319_occupational_gases_dust_hazards
320	le - code - needed - language - st	45	320_le_code_needed_language
321	having - housekeeping - designate - machines - area	45	321_having_housekeeping_designate_machines
322	comply - security - regulations - guideline - related	45	322_comply_security_regulations_guideline
323	wash - intervals - alcohol - washing - hands	44	323_wash_intervals_alcohol_washing
324	preference - goals - given - hygienic - health	44	324_preference_goals_given_hygienic
325	bearing - ligament - bearings - levelling - face	44	325_bearing_ligament_bearings_levelling
326	traveling - incise - roads - post - practices	44	326_traveling_incise_roads_post
327	maintained - times - sure - make - hygienic	44	327_maintained_times_sure_make
328	improvements - ll - sheet - daily - risks	44	328_improvements_ll_sheet_daily
329	avoid - organisational - standards - organizational - user	43	329_avoid_organisational_standards_organizational
330	checklist - audit - conduct - hygienic - workplace	43	330_checklist_audit_conduct_hygienic
331	turned - connected - appliances - electrical - properly	43	331_turned_connected_appliances_electrical
332	radius - square - depth - controlled - maximum	43	332_radius_square_depth_controlled
333	timely - essential - manner - information - ensure	43	333_timely_essential_manner_information
334	bleeding - choking - burns - shock - administer	43	334_bleeding_choking_burns_shock
335	refer - government - point - health - documents	43	335_refer_government_point_health
336	harness - ear - shoes - gorges - mass	43	336_harness_ear_shoes_gorges
337	important - shapes - dimensions - engineering - interpret	43	337_important_shapes_dimensions_engineering
338	geometric - symbols - drawings - domestic - integrated	43	338_geometric_symbols_drawings_domestic
339	boards - placed - shop - signs - relevant	43	339_boards_placed_shop_signs
340	lifting - handling - correct - procedures - use	42	340_lifting_handling_correct_procedures
341	biological - attend - chemical - hazards - hazard	42	341_biological_attend_chemical_hazards
342	latest - tends - industries - research - market	42	342_latest_tends_industries_research
343	electricity - optimism - ways - usage - energy	42	343_electricity_optimism_ways_usage
344	alarms - signs - interpret - action - event	42	344_alarms_signs_interpret_action

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