NewBERTopicCEEW

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/NewBERTopicCEEW")

topic_model.get_topic_info()

Topic overview

• Number of topics: 430
• Number of training documents: 92948

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	tools - equipment - vehicle - materials - check	42	-1_tools_equipment_vehicle_materials
0	yarn - fabric - silver - making - loom	46813	0_yarn_fabric_silver_making
1	tank - transfer - fruits - start - pulp	2242	1_tank_transfer_fruits_start
2	solar - charging - power - discuss - battery	1221	2_solar_charging_power_discuss
3	customers - types - event - di - identify	608	3_customers_types_event_di
4	documentation - records - corrective - record - deviations	508	4_documentation_records_corrective_record
5	students - clients - expedition - leader - tree	466	5_students_clients_expedition_leader
6	guest - tourist - travel - room - hotel	409	6_guest_tourist_travel_room
7	renders - communicate - appropriately - -	344	7_renders_communicate_appropriately_
8	design - nations - creating - model - product	341	8_design_nations_creating_model
9	sustainable - environmental - century - st - professional	315	9_sustainable_environmental_century_st
10	select - services - requirement - products - financial	302	10_select_services_requirement_products
11	english - basic - kills - times - user	280	11_english_basic_kills_times
12	promotion - considering - model - marketing - price	275	12_promotion_considering_model_marketing
13	clarity - selection - politely - recruitment - contract	262	13_clarity_selection_politely_recruitment
14	ready - getting - apprenticeship - hygienic - standards	260	14_ready_getting_apprenticeship_hygienic
15	sales - leads - customer - customers - market	259	15_sales_leads_customer_customers
16	read - notes - routine - understand - information	259	16_read_notes_routine_understand
17	common - expenses - components - identify - disturbance	259	17_common_expenses_components_identify
18	enterprises - research - entrepreneurship - assess - opportunities	258	18_enterprises_research_entrepreneurship_assess
19	opportunity - bundles - mitigate - sources - service	258	19_opportunity_bundles_mitigate_sources
20	learn - awareness - learning - critical - practice	257	20_learn_awareness_learning_critical
21	write - messages - notes - short - recorded	257	21_write_messages_notes_short
22	beverage - menu - serving - serve - guest	257	22_beverage_menu_serving_serve
23	inclusion - diversity - team - work - user	257	23_inclusion_diversity_team_work
24	register - apprenticeship - opportunities - guideline - requirements	257	24_register_apprenticeship_opportunities_guideline
25	curriculum - create - professional - -	256	25_curriculum_create_professional_
26	opening - methods - online - apply - identity	256	26_opening_methods_online_apply
27	replace - bearings - defects - worn - repair	256	27_replace_bearings_defects_worn
28	assess - potential - opportunities - business - identify	254	28_assess_potential_opportunities_business
29	laws - legal - essential - relevant - rights	251	29_laws_legal_essential_relevant
30	assembly - assemble - measuring - assembling - instruments	249	30_assembly_assemble_measuring_assembling
31	address - needs - customer - appropriately - identify	247	31_address_needs_customer_appropriately
32	sexual - harassment - literacy - act - post	247	32_sexual_harassment_literacy_act
33	internet - devices - operate - digital - operations	247	33_internet_devices_operate_digital
34	features - entrepreneurship - basic - privacy - use	247	34_features_entrepreneurship_basic_privacy
35	coal - career - getting - development - english	246	35_coal_career_getting_development
36	employment - recognize - cancer - sign - century	246	36_employment_recognize_cancer_sign
37	scrap - dispose - waste - aggregate - collection	242	37_scrap_dispose_waste_aggregate
38	test - vehicle - electric - drag - engine	238	38_test_vehicle_electric_drag
39	categories - aggregate - event - di - waste	235	39_categories_aggregate_event_di
40	arranging - challenges - associated - sources - service	235	40_arranging_challenges_associated_sources
41	disposal - hazardous - processes - ed - specie	233	41_disposal_hazardous_processes_ed
42	savings - calculate - expenses - estimate - property	232	42_savings_calculate_expenses_estimate
43	approach - authorities - laws - essential - rights	231	43_approach_authorities_laws_essential
44	applications - features - devices - operate - digital	231	44_applications_features_devices_operate
45	register - apprenticeship - opportunities - requirement - identify	231	45_register_apprenticeship_opportunities_requirement
46	meeting - citizenship - cancer - employability - skill	230	46_meeting_citizenship_cancer_employability
47	attitude - awareness - positive - behavior - creative	229	47_attitude_awareness_positive_behavior
48	create - basic - tackle - damage - site	229	48_create_basic_tackle_damage
49	contents - conversation - person - english - basic	228	49_contents_conversation_person_english
50	search - jobs - suitable - apply - satisfaction	226	50_search_jobs_suitable_apply
51	verbal - listening - settings - etiquette - active	225	51_verbal_listening_settings_etiquette
52	terence - career - understand - di - job	221	52_terence_career_understand_di
53	transactions - online - securely - safely - financial	217	53_transactions_online_securely_safely
54	term - long - short - career - goals	216	54_term_long_short_career
55	portal - citizenship - employability - constitutional - learning	216	55_portal_citizenship_employability_constitutional
56	collaboration - platforms - media - social - actively	216	56_collaboration_platforms_media_social
57	sanctioning - rectify - machine - required - check	215	57_sanctioning_rectify_machine_required
58	ready - getting - apprenticeship - hygienic - standards	210	58_ready_getting_apprenticeship_hygienic
59	pills - leakage - tasks - processes - activities	195	59_pills_leakage_tasks_processes
60	causes - accidents - possible - risks - hazardous	195	60_causes_accidents_possible_risks
61	inclusion - diversity - team - initiative - capacity	193	61_inclusion_diversity_team_initiative
62	services - securely - safely - products - financial	190	62_services_securely_safely_products
63	lab - sample - analysis - samples - appearance	189	63_lab_sample_analysis_samples
64	agencies - search - recruitment - reliable - jobs	188	64_agencies_search_recruitment_reliable
65	platforms - internet - media - entrepreneurship - social	185	65_platforms_internet_media_entrepreneurship
66	transformer - inverted - diagram - wiring - installation	178	66_transformer_inverted_diagram_wiring
67	guests - manner - language - professional - tone	172	67_guests_manner_language_professional
68	malfunctioning - vibration - noise - maintenance - report	167	68_malfunctioning_vibration_noise_maintenance
69	wearing - day - clothes - healthy - te	165	69_wearing_day_clothes_healthy
70	wipe - dirt - vacuum - furniture - agent	165	70_wipe_dirt_vacuum_furniture
71	sexual - harassment - literacy - issues - legal	162	71_sexual_harassment_literacy_issues
72	dealing - safe - hazards - working - self	159	72_dealing_safe_hazards_working
73	es - wear - regularly - pp - dispose	158	73_es_wear_regularly_pp
74	optimism - ways - usage - tasks - processes	158	74_optimism_ways_usage_tasks
75	clothing - protective - tasks - specie - disabilities	158	75_clothing_protective_tasks_specie
76	advanced - sanitation - authority - issues - hygienic	155	76_advanced_sanitation_authority_issues
77	deposit - reliable - location - identity - recyclable	150	77_deposit_reliable_location_identity
78	respecting - integrity - ethics - values - personal	147	78_respecting_integrity_ethics_values
79	respectively - portal - job - cleaned - regularly	145	79_respectively_portal_job_cleaned
80	consumption - public - verbal - gather - sustainable	143	80_consumption_public_verbal_gather
81	ill - similar - situation - contact - people	143	81_ill_similar_situation_contact
82	generate - recyclable - hazardous - non - protocol	141	82_generate_recyclable_hazardous_non
83	budget - revenue - actual - forecast - variance	139	83_budget_revenue_actual_forecast
84	errors - freedom - rectify - posts - respective	137	84_errors_freedom_rectify_posts
85	requests - respond - needs - manner - professional	135	85_requests_respond_needs_manner
86	shift - previous - operator - oncoming - doesn	135	86_shift_previous_operator_oncoming
87	designate - dispose - location - arrest - safely	134	87_designate_dispose_location_arrest
88	iso - productivity - result - achieving - quality	133	88_iso_productivity_result_achieving
89	completed - report - work - manager - led	133	89_completed_report_work_manager
90	style - sensitivity - persons - disability - act	132	90_style_sensitivity_persons_disability
91	handle - transactions - entire - log - methods	131	91_handle_transactions_entire_log
92	thedesignated - breaches - emergencies - rescue - risk	130	92_thedesignated_breaches_emergencies_rescue
93	soap - alcohol - hands - regularly - based	129	93_soap_alcohol_hands_regularly
94	industries - jobs - employability - skill - various	128	94_industries_jobs_employability_skill
95	face - telephone - written - mr - allergens	124	95_face_telephone_written_mr
96	receiving - reporting - instructions - supervisor - requirements	123	96_receiving_reporting_instructions_supervisor
97	rep - future - reference - load - es	122	97_rep_future_reference_load
98	identifying - routine - potential - hazards - carry	122	98_identifying_routine_potential_hazards
99	extinguishes - interesting - display - avoid - listening	122	99_extinguishes_interesting_display_avoid
100	merits - performance - target - executive - designed	120	100_merits_performance_target_executive
101	recyclable - hazardous - non - waste - identify	120	101_recyclable_hazardous_non_waste
102	emergencies - accidents - listen - ideas - based	119	102_emergencies_accidents_listen_ideas
103	unable - plug - pills - rectify - leakage	119	103_unable_plug_pills_rectify
104	housekeeping - prevent - export - order - accidents	118	104_housekeeping_prevent_export_order
105	respectively - portal - job - specialists - repeat	118	105_respectively_portal_job_specialists
106	values - civic - ethics - sustainable - duties	117	106_values_civic_ethics_sustainable
107	respecting - integrity - ethics - values - personal	117	107_respecting_integrity_ethics_values
108	values - civic - ethics - sustainable - duties	115	108_values_civic_ethics_sustainable
109	turned - connected - appliances - properly - electrical	113	109_turned_connected_appliances_properly
110	supplier - date - document - raw - details	113	110_supplier_date_document_raw
111	timeline - requirements - ed - specie - work	109	111_timeline_requirements_ed_specie
112	decide - market - access - transportation - means	109	112_decide_market_access_transportation
113	guard - healthy - maintain - drinking - type	109	113_guard_healthy_maintain_drinking
114	comply - anti - disability - gender - people	107	114_comply_anti_disability_gender
115	written - english - - -	106	115_written_english__
116	sexual - harassment - literacy - listening - active	106	116_sexual_harassment_literacy_listening
117	delivery - vendor - suppliers - purchase - order	106	117_delivery_vendor_suppliers_purchase
118	corps - sobbing - trolley - cop - moving	105	118_corps_sobbing_trolley_cop
119	sta - training - assessment - progress - operators	104	119_sta_training_assessment_progress
120	organise - security - sanitize - sanitizers - current	104	120_organise_security_sanitize_sanitizers
121	dispose - non - recyclable - appropriately - waste	103	121_dispose_non_recyclable_appropriately
122	protective - pp - personal - purpose - thespeci	103	122_protective_pp_personal_purpose
123	clair - authorized - personnel - supervisors - seek	102	123_clair_authorized_personnel_supervisors
124	electrolysis - manufacturing - discuss - pictures - video	102	124_electrolysis_manufacturing_discuss_pictures
125	legislation - functions - solutions - accordance - organizational	102	125_legislation_functions_solutions_accordance
126	increase - improve - science - existing - technique	101	126_increase_improve_science_existing
127	organized - drills - participate - evacuation - procedures	101	127_organized_drills_participate_evacuation
128	grease - dressing - lubricant - oil - oils	100	128_grease_dressing_lubricant_oil
129	footgear - glasses - gorges - pp - safe	99	129_footgear_glasses_gorges_pp
130	requests - respond - needs - manner - professional	99	130_requests_respond_needs_manner
131	tourism - hospitality - persons - suggested - disability	99	131_tourism_hospitality_persons_suggested
132	aid - rest - kit - administer - access	99	132_aid_rest_kit_administer
133	statutory - regulatory - regulations - legislation - approval	98	133_statutory_regulatory_regulations_legislation
134	passed - protocol - heating - timely - essential	98	134_passed_protocol_heating_timely
135	walk - obstruction - periodic - assigned - free	97	135_walk_obstruction_periodic_assigned
136	isolation - near - positive - traveling - distance	96	136_isolation_near_positive_traveling
137	injury - unattended - denial - leaving - workstation	94	137_injury_unattended_denial_leaving
138	price - market - tends - lines - best	93	138_price_market_tends_lines
139	labelled - sealed - bag - plastic - es	92	139_labelled_sealed_bag_plastic
140	authorized - personnel - supervisors - risks - potential	92	140_authorized_personnel_supervisors_risks
141	period - position - protocol - assigned - correct	91	141_period_position_protocol_assigned
142	handicrafts - carpet - sector - council - kill	90	142_handicrafts_carpet_sector_council
143	observed - subordinates - immediate - sure - organisation	90	143_observed_subordinates_immediate_sure
144	civic - recognize - responsibility - duties - citizenship	89	144_civic_recognize_responsibility_duties
145	sanitizers - machineries - clean - recommended - agents	89	145_sanitizers_machineries_clean_recommended
146	dishes - recipe - food - ingredient - prepared	88	146_dishes_recipe_food_ingredient
147	scope - duties - problems - escapade - authority	88	147_scope_duties_problems_escapade
148	agreed - schedules - running - victims - administer	87	148_agreed_schedules_running_victims
149	tolerable - trenches - elevated - terms - shape	86	149_tolerable_trenches_elevated_terms
150	crockery - established - articles - ascertain - superiors	86	150_crockery_established_articles_ascertain
151	space - interact - superior - respect - customers	86	151_space_interact_superior_respect
152	undertake - assessment - risk - view - point	85	152_undertake_assessment_risk_view
153	yes - receive - orders - reporting - metals	85	153_yes_receive_orders_reporting
154	involving - tends - issue - industries - research	84	154_involving_tends_issue_industries
155	environment - related - management - procedures - follow	84	155_environment_related_management_procedures
156	hydrogen - green - india - successful - generation	84	156_hydrogen_green_india_successful
157	applicable - waste - aluminium - cardboard - bottles	83	157_applicable_waste_aluminium_cardboard
158	extinguishes - comply - security - regulations - guideline	83	158_extinguishes_comply_security_regulations
159	build - relationship - active - guests - personal	83	159_build_relationship_active_guests
160	dusting - aggregate - event - di - waste	83	160_dusting_aggregate_event_di
161	sanitizers - wash - alcohol - running - availability	82	161_sanitizers_wash_alcohol_running
162	trash - cleanliness - regularly - schedule - following	82	162_trash_cleanliness_regularly_schedule
163	preference - goals - given - active - management	82	163_preference_goals_given_active
164	emergency - natural - participate - yes - promptly	81	164_emergency_natural_participate_yes
165	gender - consideration - taking - came - certain	81	165_gender_consideration_taking_came
166	communication - english - basic - kills - using	81	166_communication_english_basic_kills
167	scope - company - regard - ha - possible	81	167_scope_company_regard_ha
168	soap - alcohol - washing - hands - hand	81	168_soap_alcohol_washing_hands
169	greet - promptly - organization - procedure - guests	80	169_greet_promptly_organization_procedure
170	utilization - electricity - accurately - clearly - energy	80	170_utilization_electricity_accurately_clearly
171	supervisor - received - week - completion - clair	80	171_supervisor_received_week_completion
172	anxiety - stress - technique - perform - management	80	172_anxiety_stress_technique_perform
173	regular - checks - intervals - preventive - organized	80	173_regular_checks_intervals_preventive
174	policy - evacuation - times - comply - organizational	79	174_policy_evacuation_times_comply
175	recyclable - tourism - hospitality - aggregate - hazardous	79	175_recyclable_tourism_hospitality_aggregate
176	civic - recognize - responsibility - duties - citizenship	79	176_civic_recognize_responsibility_duties
177	wastes - recyclable - anxiety - stress - hazardous	79	177_wastes_recyclable_anxiety_stress
178	recalling - concerned - active - person - workplace	78	178_recalling_concerned_active_person
179	adopt - car - cards - behavior - gender	78	179_adopt_car_cards_behavior
180	recognise - alarms - measures - signs - interpret	78	180_recognise_alarms_measures_signs
181	handled - supervisors - repairs - problems - escapade	77	181_handled_supervisors_repairs_problems
182	doctor - treatment - illness - frothy - case	77	182_doctor_treatment_illness_frothy
183	celebration - trials - attained - testing - tests	76	183_celebration_trials_attained_testing
184	video - excessive - recording - consumption - reports	76	184_video_excessive_recording_consumption
185	shows - way - respect - colleagues - work	76	185_shows_way_respect_colleagues
186	programs - group - participate - organized - drills	76	186_programs_group_participate_organized
187	involved - improving - friendly - response - organization	76	187_involved_improving_friendly_response
188	productivity - fuel - conservation - material - machine	75	188_productivity_fuel_conservation_material
189	guide - motivate - organisation - operational - members	75	189_guide_motivate_organisation_operational
190	kitchen - table - cleanliness - utensils - glassware	75	190_kitchen_table_cleanliness_utensils
191	aid - rest - external - automatic - provide	75	191_aid_rest_external_automatic
192	risks - potential - monitor - processes - workplace	75	192_risks_potential_monitor_processes
193	task - tools - machine - work - panel	75	193_task_tools_machine_work
194	disposing - collecting - storing - lubricant - battery	74	194_disposing_collecting_storing_lubricant
195	unable - plug - pills - rectify - leakage	74	195_unable_plug_pills_rectify
196	tourism - hospitality - leave - walk - revenue	74	196_tourism_hospitality_leave_walk
197	multi - supporting - share - task - necessary	73	197_multi_supporting_share_task
198	absentees - loss - productivity - illness - risk	73	198_absentees_loss_productivity_illness
199	compliance - guideline - regulatory - board - group	73	199_compliance_guideline_regulatory_board
200	means - needed - clear - customers - colleagues	73	200_means_needed_clear_customers
201	network - automatic - devices - fro - bad	73	201_network_automatic_devices_fro
202	minimize - interests - attributes - damage - duties	73	202_minimize_interests_attributes_damage
203	implementing - recognise - programs - existing - planning	72	203_implementing_recognise_programs_existing
204	wedding - saw - accessories - technicians - operators	72	204_wedding_saw_accessories_technicians
205	age - group - facilities - needs - diverse	72	205_age_group_facilities_needs
206	sessions - organise - faced - drills - challenges	72	206_sessions_organise_faced_drills
207	impact - steps - environmental - operations - related	72	207_impact_steps_environmental_operations
208	malfunctions - notify - stoppage - supervisor - desk	72	208_malfunctions_notify_stoppage_supervisor
209	consult - resolve - science - diversity - minimize	71	209_consult_resolve_science_diversity
210	going - asked - undertake - response - training	71	210_going_asked_undertake_response
211	adhere - damage - workplace - standards - material	71	211_adhere_damage_workplace_standards
212	organisation - banking - policies - working - mobile	71	212_organisation_banking_policies_working
213	departments - resolve - communicating - disposing - interact	70	213_departments_resolve_communicating_disposing
214	politely - colleagues - members - team - encourage	70	214_politely_colleagues_members_team
215	shift - duty - log - previous - operator	70	215_shift_duty_log_previous
216	thedesignated - breaches - security - health - identity	70	216_thedesignated_breaches_security_health
217	recyclable - conservation - reliable - energy - location	70	217_recyclable_conservation_reliable_energy
218	involving - stay - craft - updated - resources	70	218_involving_stay_craft_updated
219	site - hygienic - maintain - work - leaving	69	219_site_hygienic_maintain_work
220	doubts - clarify - interact - compliance - usage	69	220_doubts_clarify_interact_compliance
221	aspects - clearly - department - communicate - actively	69	221_aspects_clearly_department_communicate
222	communicating - good - follow - -	69	222_communicating_good_follow_
223	personaland - life - handicrafts - carpet - sector	69	223_personaland_life_handicrafts_carpet
224	incorporate - experience - improve - feedback - guest	69	224_incorporate_experience_improve_feedback
225	formats - recording - pass - timely - essential	68	225_formats_recording_pass_timely
226	language - responsible - behavior - etiquette - demonstrate	68	226_language_responsible_behavior_etiquette
227	registration - food - policy - certain - pertaining	68	227_registration_food_policy_certain
228	coordinating - tender - outside - include - input	68	228_coordinating_tender_outside_include
229	reporting - act - person - condition - concerned	68	229_reporting_act_person_condition
230	incentive - indicator - output - target - performance	67	230_incentive_indicator_output_target
231	come - minutes - adopt - spot - continuous	67	231_come_minutes_adopt_spot
232	proof - visitors - residual - boots - aprons	67	232_proof_visitors_residual_boots
233	hygienic - members - gap - personal - team	67	233_hygienic_members_gap_personal
234	civic - recognize - responsibility - duties - citizenship	67	234_civic_recognize_responsibility_duties
235	line - guideline - activities - carry - procedures	67	235_line_guideline_activities_carry
236	workstation - regularly - clean - cleaned - equipment	66	236_workstation_regularly_clean_cleaned
237	years - know - reasons - protective - gorges	66	237_years_know_reasons_protective
238	track - wished - audit - verify - documents	66	238_track_wished_audit_verify
239	eye - kit - extinguished - phone - wash	66	239_eye_kit_extinguished_phone
240	free - person - minor - demonstrate - attend	65	240_free_person_minor_demonstrate
241	comply - applicable - instructions - related - health	65	241_comply_applicable_instructions_related
242	times - sure - data - guest - make	65	242_times_sure_data_guest
243	personaland - life - english - professional - basic	65	243_personaland_life_english_professional
244	gloves - gear - mass - slip - gorges	65	244_gloves_gear_mass_slip
245	state - location - names - responsible - refer	64	245_state_location_names_responsible
246	prevention - sexual - harassment - adhere - company	64	246_prevention_sexual_harassment_adhere
247	immediately - superior - etiquette - authority - concerned	64	247_immediately_superior_etiquette_authority
248	handicrafts - carpet - sector - council - kill	63	248_handicrafts_carpet_sector_council
249	recognise - incidents - harassment - names - authority	63	249_recognise_incidents_harassment_names
250	objects - noise - ages - resolved - large	63	250_objects_noise_ages_resolved
251	situations - adjust - event - di - work	63	251_situations_adjust_event_di
252	seek - assistance - performing - superiors - display	63	252_seek_assistance_performing_superiors
253	care - way - handle - machinery - correct	63	253_care_way_handle_machinery
254	roles - responsibility - perform - situations - handle	62	254_roles_responsibility_perform_situations
255	lines - range - unique - develop - high	62	255_lines_range_unique_develop
256	aid - rest - corrective - accident - appropriately	62	256_aid_rest_corrective_accident
257	illness - immediately - concerned - regarding - authorities	61	257_illness_immediately_concerned_regarding
258	wastewater - treatment - water - pumps - showcase	61	258_wastewater_treatment_water_pumps
259	compression - suction - thing - valves - piping	61	259_compression_suction_thing_valves
260	ideas - new - develop - procedures - work	61	260_ideas_new_develop_procedures
261	measures - taking - health - early - user	61	261_measures_taking_health_early
262	organisational - repair - protocol - risks - prevent	60	262_organisational_repair_protocol_risks
263	fundamentals - management - waste - follow -	60	263_fundamentals_management_waste_follow
264	shortage - need - raw - time - materials	60	264_shortage_need_raw_time
265	communication - english - basic - kills - using	60	265_communication_english_basic_kills
266	minimize - actions - risks - self - health	60	266_minimize_actions_risks_self
267	rescue - hazard - apply - technique - introduction	60	267_rescue_hazard_apply_technique
268	pp - requirement - appropriate - use - jacques	60	268_pp_requirement_appropriate_use
269	way - respect - customers - shows - members	60	269_way_respect_customers_shows
270	strong - protect - sensitive - basis - change	59	270_strong_protect_sensitive_basis
271	anxiety - stress - employees - support - technique	59	271_anxiety_stress_employees_support
272	assistance - persons - disability - provide - asked	59	272_assistance_persons_disability_provide
273	superiors - etiquette - interesting - colleagues - proper	59	273_superiors_etiquette_interesting_colleagues
274	daily - submit - formats - performance - prescribed	58	274_daily_submit_formats_performance
275	lights - switch - textile - disinfectant - response	58	275_lights_switch_textile_disinfectant
276	advance - secured - issue - understanding - inform	58	276_advance_secured_issue_understanding
277	agencies - search - recruitment - reliable - jobs	57	277_agencies_search_recruitment_reliable
278	personaland - life - tourism - hospitality - comply	57	278_personaland_life_tourism_hospitality
279	gap - relating - ones - manufacturing - accurately	57	279_gap_relating_ones_manufacturing
280	platforms - internet - media - entrepreneurship - social	57	280_platforms_internet_media_entrepreneurship
281	payment - cash - present - voice - advance	57	281_payment_cash_present_voice
282	direction - accordingly - environmental - guideline - hazards	56	282_direction_accordingly_environmental_guideline
283	hazard - warning - displayed - harmful - explosive	56	283_hazard_warning_displayed_harmful
284	recommended - damage - handling - procedure - material	56	284_recommended_damage_handling_procedure
285	responsible - uses - behaviour - adopt - resources	56	285_responsible_uses_behaviour_adopt
286	overcome - asked - challenges - help - members	56	286_overcome_asked_challenges_help
287	signals - notify - cleaning - sanitation - wet	56	287_signals_notify_cleaning_sanitation
288	face - telephone - clearly - written - including	56	288_face_telephone_clearly_written
289	zero - accident - workplace - ensure - characteristics	56	289_zero_accident_workplace_ensure
290	elevated - trenches - places - handicrafts - ned	55	290_elevated_trenches_places_handicrafts
291	communication - english - basic - kills - using	55	291_communication_english_basic_kills
292	whipped - broken - metals - surfaces - cylinders	54	292_whipped_broken_metals_surfaces
293	deals - plans - guest - professional - team	54	293_deals_plans_guest_professional
294	oil - level - engine - levels - lubricant	54	294_oil_level_engine_levels
295	actions - responsibility - email - send - account	54	295_actions_responsibility_email_send
296	layer - footgear - glasses - gorges - mass	54	296_layer_footgear_glasses_gorges
297	scheme - schemes - government - reach - mrs	54	297_scheme_schemes_government_reach
298	hand - technique - place - hygienic - practices	54	298_hand_technique_place_hygienic
299	strategics - pricking - revenue - leak - plans	54	299_strategics_pricking_revenue_leak
300	agra - residue - trading - supply - procurement	53	300_agra_residue_trading_supply
301	breaches - thedesignated - security - health - encourage	53	301_breaches_thedesignated_security_health
302	industries - jobs - employability - skill - various	53	302_industries_jobs_employability_skill
303	aspects - accounts - book - compile - business	53	303_aspects_accounts_book_compile
304	fall - failure - emergency - ground - response	53	304_fall_failure_emergency_ground
305	concerns - interact - reporting - behaviour - possible	53	305_concerns_interact_reporting_behaviour
306	immediate - case - action - appropriate - formulate	53	306_immediate_case_action_appropriate
307	hazard - free - working - clean - area	53	307_hazard_free_working_clean
308	role - assigned - duties - job - drinking	53	308_role_assigned_duties_job
309	handled - supervisors - problems - escapade -	53	309_handled_supervisors_problems_escapade
310	protection - information - ensure - les - inappropriate	52	310_protection_information_ensure_les
311	competitors - leak - plans - prevent - new	52	311_competitors_leak_plans_prevent
312	communicating - good - follow - -	51	312_communicating_good_follow_
313	controlling - operational - risk - achieve - company	51	313_controlling_operational_risk_achieve
314	maintenance - preventive - addressed - schedule - support	51	314_maintenance_preventive_addressed_schedule
315	victims - aid - rest - procedure - provide	51	315_victims_aid_rest_procedure
316	drills - attend - promptly - respond - training	51	316_drills_attend_promptly_respond
317	pitch - tone - politely - care - language	51	317_pitch_tone_politely_care
318	ill - similar - contact - situation - housekeeping	51	318_ill_similar_contact_situation
319	dealing - yes - emergencies - type - follow	51	319_dealing_yes_emergencies_type
320	maintaining - productivity - achieve - health - work	51	320_maintaining_productivity_achieve_health
321	people - disability - barriers - rope - menu	51	321_people_disability_barriers_rope
322	ones - responsibility - cleaning - carry - maintenance	51	322_ones_responsibility_cleaning_carry
323	renders - communicate - appropriately - -	51	323_renders_communicate_appropriately_
324	extinguishes - correctly - yes - accurate - types	51	324_extinguishes_correctly_yes_accurate
325	risks - potential - processes - monitor - workplace	50	325_risks_potential_processes_monitor
326	disciplinary - attach - implementation - rules - clothing	50	326_disciplinary_attach_implementation_rules
327	wear - department - protective - personal - production	50	327_wear_department_protective_personal
328	role - shed - multiple - prevention - utilize	50	328_role_shed_multiple_prevention
329	section - mask - printing - glasses - gloves	50	329_section_mask_printing_glasses
330	written - english - - -	50	330_written_english__
331	substances - glass - liquid - gases - cooking	50	331_substances_glass_liquid_gases
332	company - properly - communicate - policies - workplace	50	332_company_properly_communicate_policies
333	cause - allergens - separately - cross - items	50	333_cause_allergens_separately_cross
334	regular - place - cleaning - practices - using	50	334_regular_place_cleaning_practices
335	duty - problems - identity - assigned - superior	50	335_duty_problems_identity_assigned
336	shoes - unit - wear - damage - avoid	50	336_shoes_unit_wear_damage
337	interesting - etiquette - members - maintain - team	50	337_interesting_etiquette_members_maintain
338	denial - privacy - sta - followed - members	50	338_denial_privacy_sta_followed
339	close - contact - illness - regarding - people	50	339_close_contact_illness_regarding
340	causes - prevention - associated - risks - giving	49	340_causes_prevention_associated_risks
341	roof - mines - straight - exposed - scale	49	341_roof_mines_straight_exposed
342	freedom - acting - situations - creative - avoid	49	342_freedom_acting_situations_creative
343	badges - caps - shoes - plans - mass	49	343_badges_caps_shoes_plans
344	help - disability - people - workplace - required	49	344_help_disability_people_workplace
345	drainage - lighting - transportation - distribution - facilities	49	345_drainage_lighting_transportation_distribution
346	harness - ear - shoes - gorges - mass	49	346_harness_ear_shoes_gorges
347	laid - india - list - fossa - establish	49	347_laid_india_list_fossa
348	extinguishes - types - operate - control - event	49	348_extinguishes_types_operate_control
349	survey - site - map - sensibility - soil	49	349_survey_site_map_sensibility
350	medical - real - situation - promptly - accident	49	350_medical_real_situation_promptly
351	discharge - illness - shift - report -	48	351_discharge_illness_shift_report
352	workers - respect - colleagues - -	48	352_workers_respect_colleagues_
353	ethical - integrity - behaviour - personal - maintain	48	353_ethical_integrity_behaviour_personal
354	extinguished - type - appropriate - use - near	48	354_extinguished_type_appropriate_use
355	communicate - plan - safety - plans - smudge	48	355_communicate_plan_safety_plans
356	motivate - planning - employees - industry - product	48	356_motivate_planning_employees_industry
357	crockery - established - articles - clean - standards	48	357_crockery_established_articles_clean
358	display - media - responsible - platforms - behaviour	48	358_display_media_responsible_platforms
359	danger - incidents - reduce - immediate - accidents	48	359_danger_incidents_reduce_immediate
360	driving - road - tra - mr - excessive	47	360_driving_road_tra_mr
361	prevent - comply - accidents - procedures - safety	47	361_prevent_comply_accidents_procedures
362	bleeding - choking - burns - shock - administer	47	362_bleeding_choking_burns_shock
363	le - language - convert - code - needed	47	363_le_language_convert_code
364	moving - lifting - supplies - equipment - recommendations	47	364_moving_lifting_supplies_equipment
365	cent - active - communication - workplace - user	47	365_cent_active_communication_workplace
366	approval - ideas - superior - improving - adopt	47	366_approval_ideas_superior_improving
367	undertaking - supporting - roof - rules - support	47	367_undertaking_supporting_roof_rules
368	deal - protocol - organisational - hazards - appropriately	47	368_deal_protocol_organisational_hazards
369	turned - connected - appliances - electrical - properly	47	369_turned_connected_appliances_electrical
370	role - process - desired - responsibility - performance	47	370_role_process_desired_responsibility
371	economic - moving - lifting - supplies - practice	46	371_economic_moving_lifting_supplies
372	alcohol - washing - hands - regularly - pp	46	372_alcohol_washing_hands_regularly
373	dimension - square - depth - controlled - maximum	46	373_dimension_square_depth_controlled
374	implement - performance - applications - features - devices	46	374_implement_performance_applications_features
375	authority - concerned - case - report - eye	46	375_authority_concerned_case_report
376	bleeding - choking - burns - shock - electric	46	376_bleeding_choking_burns_shock
377	textile - sector - rules - role - assigned	46	377_textile_sector_rules_role
378	lifting - handling - correct - procedures - use	46	378_lifting_handling_correct_procedures
379	consider - superior - task - resolve - terence	46	379_consider_superior_task_resolve
380	posts - problems - document - management - report	46	380_posts_problems_document_management
381	angle - engineering - terence - mechanical - drawing	46	381_angle_engineering_terence_mechanical
382	cylinder - bones - shapes - interpret - visitors	45	382_cylinder_bones_shapes_interpret
383	nail - temple - sample - collect - inspection	45	383_nail_temple_sample_collect
384	handled - superior - problems - escapade -	45	384_handled_superior_problems_escapade
385	handling - promote - followed - acids - frame	45	385_handling_promote_followed_acids
386	disinfectant - solution - recommended - cleaning - clean	45	386_disinfectant_solution_recommended_cleaning
387	terms - communicating - policy - display - industry	45	387_terms_communicating_policy_display
388	foundation - mounting - civil - structural - decide	45	388_foundation_mounting_civil_structural
389	cook - advantages - discuss - portable - traditional	45	389_cook_advantages_discuss_portable
390	interact - superior - supervisor - gets - blocked	44	390_interact_superior_supervisor_gets
391	easily - accessible - avoiding - moisture - drawings	44	391_easily_accessible_avoiding_moisture
392	geometric - drawings - interpret - departments - resolve	44	392_geometric_drawings_interpret_departments
393	important - shapes - dimensions - engineering - interpret	44	393_important_shapes_dimensions_engineering
394	risks - hazards - driving - breaches - prevention	44	394_risks_hazards_driving_breaches
395	stacked - separately - carried - surface - coal	44	395_stacked_separately_carried_surface
396	traveling - incise - roads - post - practices	44	396_traveling_incise_roads_post
397	comply - security - health - requirements - healthy	44	397_comply_security_health_requirements
398	occupational - gases - dust - water - hazards	44	398_occupational_gases_dust_water
399	view - working - point - importance - build	44	399_view_working_point_importance
400	complaints - address - guest - reasons - actively	44	400_complaints_address_guest_reasons
401	date - manufacture - expire - secondary - primary	44	401_date_manufacture_expire_secondary
402	future - meeting - current - market - cancer	44	402_future_meeting_current_market
403	wash - intervals - alcohol - washing - hands	44	403_wash_intervals_alcohol_washing
404	personaland - life - council - english - professional	44	404_personaland_life_council_english
405	shapes - terence - di - identify -	44	405_shapes_terence_di_identify
406	ear - body - plugs - eye - mask	43	406_ear_body_plugs_eye
407	isolated - sealed - near - working - operating	43	407_isolated_sealed_near_working
408	time - report - early - haste - work	43	408_time_report_early_haste
409	aware - sanitation - regulations - following - hygienic	43	409_aware_sanitation_regulations_following
410	drums - sequence - selection - operations - identify	43	410_drums_sequence_selection_operations
411	hanover - deliver - reasons - completed - supervisor	43	411_hanover_deliver_reasons_completed
412	electricity - optimism - ways - usage - energy	43	412_electricity_optimism_ways_usage
413	applying - application - loan - medium - term	43	413_applying_application_loan_medium
414	half - weekly - annual - monthly - periodic	43	414_half_weekly_annual_monthly
415	existing - initiative - methods - meat - trimmed	43	415_existing_initiative_methods_meat
416	etiquette - feedback - provide - members - professional	43	416_etiquette_feedback_provide_members
417	checklist - audit - conduct - hygienic - workplace	43	417_checklist_audit_conduct_hygienic
418	resolved - malfunctioning - vibration - noise - actively	43	418_resolved_malfunctioning_vibration_noise
419	recyclable - conservation - reliable - energy - location	42	419_recyclable_conservation_reliable_energy
420	cleanliness - hygienic - personal - human - high	42	420_cleanliness_hygienic_personal_human
421	maintenance - post - activities - supplier - concerning	42	421_maintenance_post_activities_supplier
422	services - securely - safely - products - financial	42	422_services_securely_safely_products
423	arrangement - came - group - nishedproducts - inspecting	42	423_arrangement_came_group_nishedproducts
424	manage - control - user - competent - able	42	424_manage_control_user_competent
425	processing - food - safe - area - hygienic	42	425_processing_food_safe_area
426	term - long - short - career - goals	42	426_term_long_short_career
427	notices - refer - government - point - health	42	427_notices_refer_government_point
428	chart - refer - produced - product - process	42	428_chart_refer_produced_product

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