CEEW_BERTOPIC

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/CEEW_BERTOPIC")

topic_model.get_topic_info()

Topic overview

• Number of topics: 508
• Number of training documents: 43462

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	equipment - check - safety - production - quality	25	-1_equipment_check_safety_production
0	yarn - warp - weft - loom - ends	15004	0_yarn_warp_weft_loom
1	activitiesto - equipmentto - equipmentsto - machineries - individual	692	1_activitiesto_equipmentto_equipmentsto_machineries
2	solar - pv - rooftop - power - cell	585	2_solar_pv_rooftop_power
3	fruits - vegetables - conveyor - juice - fruit	553	3_fruits_vegetables_conveyor_juice
4	students - clients - expedition - leader - guide	534	4_students_clients_expedition_leader
5	cables - electrical - dc - installation - install	505	5_cables_electrical_dc_installation
6	beverage - menu - serve - serving - drinks	348	6_beverage_menu_serve_serving
7	repairs - breakdown - faults - repair - minor	297	7_repairs_breakdown_faults_repair
8	spices - spice - cheese - grain - grains	297	8_spices_spice_cheese_grain
9	pumps - hydraulic - belts - drive - brakes	276	9_pumps_hydraulic_belts_drive
10	aging - labelling - materials - raw - document	259	10_aging_labelling_materials_raw
11	electrolyser - manufacturing - illustrate - pictures - membrane	210	11_electrolyser_manufacturing_illustrate_pictures
12	inventory - stock - vendor - purchase - suppliers	186	12_inventory_stock_vendor_purchase
13	valves - steam - heat - open - allow	181	13_valves_steam_heat_open
14	initiative - capacity - skill - industry - food	164	14_initiative_capacity_skill_industry
15	market - trends - sale - sales - demand	163	15_market_trends_sale_sales
16	mop - furniture - oor - wipe - walls	152	16_mop_furniture_oor_wipe
17	breaches - safe - site - trenches - hazards	151	17_breaches_safe_site_trenches
18	sta - performance - resolve - backup - employee	146	18_sta_performance_resolve_backup
19	humidity - cold - temperature - storage - room	140	19_humidity_cold_temperature_storage
20	tour - tourists - travel - destination - tourist	133	20_tour_tourists_travel_destination
21	regulatory - changes - audit - implemented - change	128	21_regulatory_changes_audit_implemented
22	sliver - zone - comber - piecing - cans	127	22_sliver_zone_comber_piecing
23	reservation - room - guest - rooms - request	124	23_reservation_room_guest_rooms
24	appearance - texture - colour - taste - parameters	123	24_appearance_texture_colour_taste
25	budget - departmental - expenditure - costs - actual	116	25_budget_departmental_expenditure_costs
26	wastes - collection - weigh - bags - collected	116	26_wastes_collection_weigh_bags
27	aging - cartons - bottle - plastic - sealing	112	27_aging_cartons_bottle_plastic
28	date - manufacture - expiry - number - batch	112	28_date_manufacture_expiry_number
29	records - document - details - maintain - record	108	29_records_document_details_maintain
30	loans - loan - capital - institutions - term	106	30_loans_loan_capital_institutions
31	clean - free - area - machineries - sanitizers	105	31_clean_free_area_machineries
32	dough - shape - batter - shaped - desired	105	32_dough_shape_batter_shaped
33	tables - chairs - glassware - table - dining	104	33_tables_chairs_glassware_table
34	charging - station - solar - battery - grid	104	34_charging_station_solar_battery
35	agri - residue - feedstock - chain - bales	102	35_agri_residue_feedstock_chain
36	track - documents - reference - nished - verify	97	36_track_documents_reference_nished
37	loss - manpower - selecting - calculate - raw	94	37_loss_manpower_selecting_calculate
38	bakery - baked - chocolate - specialty - biscuit	93	38_bakery_baked_chocolate_specialty
39	half - annual - monthly - weekly - periodic	90	39_half_annual_monthly_weekly
40	kitchen - chef - executive - ciently - photography	90	40_kitchen_chef_executive_ciently
41	perform - audit - orderto - bills - individual	89	41_perform_audit_orderto_bills
42	shift - outgoing - operator - previous - incoming	89	42_shift_outgoing_operator_previous
43	disinfectants - disinfect - dustbins - coloured - recycle	87	43_disinfectants_disinfect_dustbins_coloured
44	protective - purpose - eye - ppe - face	86	44_protective_purpose_eye_ppe
45	respond - customers - customer - types - erent	85	45_respond_customers_customer_types
46	recycling - plastic - recycled - ldpe - waste	84	46_recycling_plastic_recycled_ldpe
47	manual - cleaning - mechanized - explain - completion	82	47_manual_cleaning_mechanized_explain
48	potential - assess - opportunities - business - identify	81	48_potential_assess_opportunities_business
49	harvesting - water - study - depth - discuss	81	49_harvesting_water_study_depth
50	employability - industries - explore - mobile - jobs	81	50_employability_industries_explore_mobile
51	green - hydrogen - india - successful - projects	80	51_green_hydrogen_india_successful
52	disciplinary - jobsto - standardsgetting - attach - environmental	79	52_disciplinary_jobsto_standardsgetting_attach
53	treatment - unit - water - pictures - membrane	78	53_treatment_unit_water_pictures
54	century - employment - skills - st - behaviour	78	54_century_employment_skills_st
55	alarm - types - gas - erent - ammable	78	55_alarm_types_gas_erent
56	persons - disabilities - asked - accommodate - requirementsto	77	56_persons_disabilities_asked_accommodate
57	digital - features - devices - citizenship - society	76	57_digital_features_devices_citizenship
58	disciplinary - attach - dential - invarious - collaboratively	75	58_disciplinary_attach_dential_invarious
59	critical - corrective - points - limits - cation	74	59_critical_corrective_points_limits
60	hydrogen - generation - storage - compressed - importance	74	60_hydrogen_generation_storage_compressed
61	infection - hands - practicesto - manage - accepted	74	61_infection_hands_practicesto_manage
62	cold - solar - storage - useful - thermal	73	62_cold_solar_storage_useful
63	cans - canned - lling - conveyor - lled	73	63_cans_canned_lling_conveyor
64	discrepancies - storage - cartons - concerns - conditions	73	64_discrepancies_storage_cartons_concerns
65	cops - cop - ring - trolley - trolleys	72	65_cops_cop_ring_trolley
66	disaster - danger - rescue - composed - land	71	66_disaster_danger_rescue_composed
67	commencement - assessment - risk - carpet - security	71	67_commencement_assessment_risk_carpet
68	passed - essential - experience - improve - timely	71	68_passed_essential_experience_improve
69	platforms - securely - internet - media - applications	71	69_platforms_securely_internet_media
70	tourism - hospitality - estimated - deliveries - snacks	70	70_tourism_hospitality_estimated_deliveries
71	transporting - loading - dismantling - appliances - care	70	71_transporting_loading_dismantling_appliances
72	english - skillsto - basic - using - able	69	72_english_skillsto_basic_using
73	rodents - ipr - checklist - privacy - policy	69	73_rodents_ipr_checklist_privacy
74	records - management - schedule - nished - quality	68	74_records_management_schedule_nished
75	enterprises - entrepreneurship - research - business - develop	67	75_enterprises_entrepreneurship_research_business
76	infections - skin - getting - treating - injuries	67	76_infections_skin_getting_treating
77	ergonomics - sanitation - standardsto - motivate - containers	67	77_ergonomics_sanitation_standardsto_motivate
78	determine - food - processing - unitto - productsto	67	78_determine_food_processing_unitto
79	blast - dealing - blasting - promptly - explosive	67	79_blast_dealing_blasting_promptly
80	promotion - model - price - considering - marketing	67	80_promotion_model_price_considering
81	manners - communicating - good - team - follow	67	81_manners_communicating_good_team
82	colleagues - superiors - horizontal - assistance - extinguishers	66	82_colleagues_superiors_horizontal_assistance
83	cation - cations - ing - indian - speci	66	83_cation_cations_ing_indian
84	anticipate - mitigate - serviceto - business - nancial	66	84_anticipate_mitigate_serviceto_business
85	greet - promptly - guests - organization - polite	66	85_greet_promptly_guests_organization
86	culturalawareness - solving - creative - thinking - problem	66	86_culturalawareness_solving_creative_thinking
87	rest - mould - discuss - sand - fuel	65	87_rest_mould_discuss_sand
88	alcohol - sanitizers - wash - hands - hand	65	88_alcohol_sanitizers_wash_hands
89	yield - wastage - produced - nal - batch	65	89_yield_wastage_produced_nal
90	mindset - emotional - continuous - english - awareness	65	90_mindset_emotional_continuous_english
91	attitude - behavior - positive - century - skills	65	91_attitude_behavior_positive_century
92	plastic - bottles - burn - city - covered	65	92_plastic_bottles_burn_city
93	term - long - goals - short - skillsto	65	93_term_long_goals_short
94	challenges - support - faced - supporting - everyday	64	94_challenges_support_faced_supporting
95	everyday - conversation - conservation - mineral - english	64	95_everyday_conversation_conservation_mineral
96	supervisor - noticed - immediately - break - fault	64	96_supervisor_noticed_immediately_break
97	verbal - behave - inclusionto - genders - pwd	63	97_verbal_behave_inclusionto_genders
98	address - customers - needs - customer - attributes	63	98_address_customers_needs_customer
99	oven - baking - pans - observe - lled	63	99_oven_baking_pans_observe
100	participate - mock - drills - authorized - supervisors	63	100_participate_mock_drills_authorized
101	relationship - issue - inform - guests - statements	62	101_relationship_issue_inform_guests
102	sanitization - touch - view - points - situations	62	102_sanitization_touch_view_points
103	income - calculate - services - securely - nancial	62	103_income_calculate_services_securely
104	standardsgetting - grooming - jobsto - ready - apprenticeship	61	104_standardsgetting_grooming_jobsto_ready
105	assess - ascertain - crockery - articles - established	61	105_assess_ascertain_crockery_articles
106	meeting - employability - cance - signi - requirementsconstitutional	61	106_meeting_employability_cance_signi
107	erp - reference - future - observations - load	61	107_erp_reference_future_observations
108	care - machinery - way - handle - correct	61	108_care_machinery_way_handle
109	incidents - harassment - ways - optimize - savings	61	109_incidents_harassment_ways_optimize
110	express - iv - resolve - transportation - source	60	110_express_iv_resolve_transportation
111	constitutional - recognize - cance - signi - citizenshipto	60	111_constitutional_recognize_cance_signi
112	linen - clothes - soiled - laundry - color	60	112_linen_clothes_soiled_laundry
113	housekeeping - infection - good - gloves - masks	60	113_housekeeping_infection_good_gloves
114	career - st - practicesbecoming - centuryto - erence	60	114_career_st_practicesbecoming_centuryto
115	reusable - deposit - anticipate - mitigate - identi	59	115_reusable_deposit_anticipate_mitigate
116	settings - active - communication - etiquette - listening	59	116_settings_active_communication_etiquette
117	threats - ifassigned - obstructions - supervisors - authorized	59	117_threats_ifassigned_obstructions_supervisors
118	opencast - collecting - consult - maximize - workforce	59	118_opencast_collecting_consult_maximize
119	letters - mails - notes - write - messages	59	119_letters_mails_notes_write
120	arranging - money - serviceto - associated - sources	59	120_arranging_money_serviceto_associated
121	abnormal - faulty - worn - parts - poor	59	121_abnormal_faulty_worn_parts
122	requirementsprepare - machineries - juiceto - milling - grain	59	122_requirementsprepare_machineries_juiceto_milling
123	symptoms - incharge - exible - illness - task	58	123_symptoms_incharge_exible_illness
124	coal - surface - guidelinesto - accordinglyfollow - minimum	58	124_coal_surface_guidelinesto_accordinglyfollow
125	harassmentfinancial - literacyto - legal - citizenshipto - recognize	58	125_harassmentfinancial_literacyto_legal_citizenshipto
126	impersonal - relationship - build - polite - expectations	58	126_impersonal_relationship_build_polite
127	conducting - workshop - cutting - sub - sites	57	127_conducting_workshop_cutting_sub
128	entrepreneurship - enterprises - opportunities - assess - business	57	128_entrepreneurship_enterprises_opportunities_assess
129	career - erence - long - short - term	57	129_career_erence_long_short
130	standardsgetting - jobsto - grooming - ready - apprenticeship	57	130_standardsgetting_jobsto_grooming_ready
131	citizenshipto - requirementsconstitutional - values - recognize - entrepreneurs	57	131_citizenshipto_requirementsconstitutional_values_recognize
132	injured - shock - electric - method - andequipment	57	132_injured_shock_electric_method
133	disability - inclusive - verbal - written - gender	57	133_disability_inclusive_verbal_written
134	value - labels - display - food - national	57	134_value_labels_display_food
135	persons - assistance - disability - organisational - provide	56	135_persons_assistance_disability_organisational
136	foundation - mounting - structure - civil - design	56	136_foundation_mounting_structure_civil
137	guard - newly - mines - exposed - face	56	137_guard_newly_mines_exposed
138	worksite - soil - violation - subordinates - ground	56	138_worksite_soil_violation_subordinates
139	cap - glasses - ppe - mask - healthy	55	139_cap_glasses_ppe_mask
140	employees - theorganization - strength - goals - initiatives	55	140_employees_theorganization_strength_goals
141	payment - advance - cash - paid - receipt	55	141_payment_advance_cash_paid
142	latest - trends - explore - industries - portals	55	142_latest_trends_explore_industries
143	protective - measures - accepted - clothing - avoid	55	143_protective_measures_accepted_clothing
144	infestations - pests - infestation - pest - thespeci	55	144_infestations_pests_infestation_pest
145	turned - connected - appliances - allergens - separately	55	145_turned_connected_appliances_allergens
146	vehicle - road - tra - vehicles - lane	54	146_vehicle_road_tra_vehicles
147	malfunctioning - vibration - noise - mis - manufacturer	54	147_malfunctioning_vibration_noise_mis
148	grooming - acids - address - customers - needs	54	148_grooming_acids_address_customers
149	reliable - search - suitable - ine - jobs	54	149_reliable_search_suitable_ine
150	invoices - bills - billing - payment - payments	54	150_invoices_bills_billing_payment
151	registration - good - footwear - glasses - goggles	54	151_registration_good_footwear_glasses
152	accountable - assigned - role - actions - interacting	54	152_accountable_assigned_role_actions
153	discrepancies - concerns - immediate - department - supervisor	54	153_discrepancies_concerns_immediate_department
154	syrup - sugar - add - additives - avor	54	154_syrup_sugar_add_additives
155	disposal - hazardous - processes - categories - waste	53	155_disposal_hazardous_processes_categories
156	ethical - literacyto - sexual - conversation - harassment	53	156_ethical_literacyto_sexual_conversation
157	signals - model - sound - research - considering	53	157_signals_model_sound_research
158	refrigeration - systemto - cooling - cold - drain	53	158_refrigeration_systemto_cooling_cold
159	incoming - shift - leaving - counterpart - spot	53	159_incoming_shift_leaving_counterpart
160	mineral - recovery - optimum - mining - achieve	53	160_mineral_recovery_optimum_mining
161	listen - environmentally - respecting - convey - concerns	53	161_listen_environmentally_respecting_convey
162	listening - active - invarious - verbal - sanitisers	53	162_listening_active_invarious_verbal
163	dential - cycle - basis - kept - change	52	163_dential_cycle_basis_kept
164	privacyto - polite - protect - spread - organization	52	164_privacyto_polite_protect_spread
165	task - considering - footwear - dispose - environment	52	165_task_considering_footwear_dispose
166	mindset - continuous - learning - culturalawareness - emotional	52	166_mindset_continuous_learning_culturalawareness
167	compute - salary - transactions - common - income	52	167_compute_salary_transactions_common
168	ethics - values - duties - rights - constitutional	52	168_ethics_values_duties_rights
169	diversity - behave - inclusionto - communicate - appropriately	52	169_diversity_behave_inclusionto_communicate
170	environmentally - respecting - integrity - ethics - sustainable	52	170_environmentally_respecting_integrity_ethics
171	implementing - names - security - existing - techniques	52	171_implementing_names_security_existing
172	worker - enterprises - entrepreneurship - authority - concerned	52	172_worker_enterprises_entrepreneurship_authority
173	authorities - rights - digital - skillsto - legal	51	173_authorities_rights_digital_skillsto
174	sanitation - disinfect - hygiene - supplies - sign	51	174_sanitation_disinfect_hygiene_supplies
175	risks - threat - potential - processes - periodic	51	175_risks_threat_potential_processes
176	transactions - ine - online - common - nancial	51	176_transactions_ine_online_common
177	arranging - money - associated - potential - sources	51	177_arranging_money_associated_potential
178	dishes - meal - meat - cooking - preparation	51	178_dishes_meal_meat_cooking
179	respecting - society - integrity - ethics - behave	51	179_respecting_society_integrity_ethics
180	handling - safety - procedures - workplaceto - segregation	51	180_handling_safety_procedures_workplaceto
181	observations - record - deviations - internal - document	51	181_observations_record_deviations_internal
182	serviceto - types - erent - di - associated	50	182_serviceto_types_erent_di
183	incorporate - improve - feedback - experience - seek	50	183_incorporate_improve_feedback_experience
184	ine - reliable - online - recruitment - search	50	184_ine_reliable_online_recruitment
185	trust - approval - ideas - build - superior	50	185_trust_approval_ideas_build
186	administer - rst - aid - administering - demonstrate	50	186_administer_rst_aid_administering
187	issue - seek - advance - involving - developments	50	187_issue_seek_advance_involving
188	practicesto - replaced - friendly - conservation - environment	50	188_practicesto_replaced_friendly_conservation
189	maximize - aspects - consult - ectiveness - performed	49	189_maximize_aspects_consult_ectiveness
190	extinguishers - respond - ergonomics - promptly - accident	49	190_extinguishers_respond_ergonomics_promptly
191	behave - genders - sexual - pwd - harassmentfinancial	49	191_behave_genders_sexual_pwd
192	sector - lost - atmosphere - task - articles	49	192_sector_lost_atmosphere_task
193	diversity - communicating - inclusionto - hands - hand	49	193_diversity_communicating_inclusionto_hands
194	harassmentfinancial - literacyto - genders - sexual - pwd	49	194_harassmentfinancial_literacyto_genders_sexual
195	ppes - labelled - sealed - fssai - bag	48	195_ppes_labelled_sealed_fssai
196	savings - approach - authorities - expenses - rights	48	196_savings_approach_authorities_expenses
197	search - suitable - jobs - create - apply	48	197_search_suitable_jobs_create
198	kit - rst - aid - proceduresto - kits	48	198_kit_rst_aid_proceduresto
199	logistics - green - sustainability - chain - illustrate	48	199_logistics_green_sustainability_chain
200	pests - dust - sanitizers - cleanliness - clean	48	200_pests_dust_sanitizers_cleanliness
201	dence - clarity - selection - answer - questions	47	201_dence_clarity_selection_answer
202	engage - privacy - mind - hazardsto - kinds	47	202_engage_privacy_mind_hazardsto
203	deal - accident - causes - decisions - hazards	47	203_deal_accident_causes_decisions
204	commencing - functioning - machine - required - equipment	47	204_commencing_functioning_machine_required
205	fruits - sorted - vegetables - drying - seed	47	205_fruits_sorted_vegetables_drying
206	lab - sample - transfer - cartons - analysis	46	206_lab_sample_transfer_cartons
207	pertaining - reported - manufacturing - india - fssai	46	207_pertaining_reported_manufacturing_india
208	register - apprenticeship - opportunities - requirement - replenishment	46	208_register_apprenticeship_opportunities_requirement
209	citizenship - civic - constitutional - cance - duties	46	209_citizenship_civic_constitutional_cance
210	cotton - ginning - chemicals - weighed - prepared	46	210_cotton_ginning_chemicals_weighed
211	interacting - members - culture - etiquette - coordination	46	211_interacting_members_culture_etiquette
212	charts - signs - labels - notices - places	46	212_charts_signs_labels_notices
213	read - notes - mails - routine - contexts	45	213_read_notes_mails_routine
214	settingto - goal - development - understand - di	45	214_settingto_goal_development_understand
215	ideas - new - develop - improve - existing	45	215_ideas_new_develop_improve
216	harassment - literacyto - behave - genders - escalate	45	216_harassment_literacyto_behave_genders
217	regulatory - foodprocessing - regulations - legislation - administering	45	217_regulatory_foodprocessing_regulations_legislation
218	ned - hygienic - sops - dispose - hazard	45	218_ned_hygienic_sops_dispose
219	isolation - underground - positive - communication - near	45	219_isolation_underground_positive_communication
220	biological - etiquetteto - chemical - hazards - physical	45	220_biological_etiquetteto_chemical_hazards
221	oven - productsto - baking - heat - dough	45	221_oven_productsto_baking_heat
222	precaution - occupational - gases - undertaking - dust	44	222_precaution_occupational_gases_undertaking
223	touch - trashcans - requiring - cleared - intervals	44	223_touch_trashcans_requiring_cleared
224	etiquetteto - etiquette - report - professional - queries	44	224_etiquetteto_etiquette_report_professional
225	institutions - select - services - nancial - products	44	225_institutions_select_services_nancial
226	requests - respond - customer - customers - needs	44	226_requests_respond_customer_customers
227	samples - sample - micro - microorganisms - plates	44	227_samples_sample_micro_microorganisms
228	workplaceto - timefollow - recycling - ective - ergonomics	44	228_workplaceto_timefollow_recycling_ective
229	requests - respond - customers - needs - manner	43	229_requests_respond_customers_needs
230	persons - tourism - organizational - policies - gender	43	230_persons_tourism_organizational_policies
231	ethical - sanitizing - maintained - tidy - behaviour	43	231_ethical_sanitizing_maintained_tidy
232	behave - genders - pwd - sexual - thespeci	43	232_behave_genders_pwd_sexual
233	requirementsto - assistance - guest - visit - services	43	233_requirementsto_assistance_guest_visit
234	stages - biological - chemical - procurement - physical	43	234_stages_biological_chemical_procurement
235	clothing - tasks - protective - utilize - virtual	43	235_clothing_tasks_protective_utilize
236	selection - recruitment - register - apprenticeship - guidelines	43	236_selection_recruitment_register_apprenticeship
237	neutral - gender - diversityto - behaviour - listen	43	237_neutral_gender_diversityto_behaviour
238	lubricant - worksite - hazardous - battery - recyclable	43	238_lubricant_worksite_hazardous_battery
239	grease - underground - sensitive - compliance - mis	42	239_grease_underground_sensitive_compliance
240	mindset - basic - english - skillsto - using	42	240_mindset_basic_english_skillsto
241	investmentsetc - laws - taxes - legal - rights	42	241_investmentsetc_laws_taxes_legal
242	savings - approach - authorities - income - expenses	42	242_savings_approach_authorities_income
243	applications - securely - platforms - features - internet	42	243_applications_securely_platforms_features
244	digital - rights - operate - skillsto - legal	42	244_digital_rights_operate_skillsto
245	names - conversation - measuresto - avoiding - precautionary	42	245_names_conversation_measuresto_avoiding
246	chart - refer - formulation - ow - weigh	42	246_chart_refer_formulation_ow
247	adjustments - smoothly - repairs - machine - minor	42	247_adjustments_smoothly_repairs_machine
248	extinguishers - res - worksitewhen - types - correctly	42	248_extinguishers_res_worksitewhen_types
249	ordinate - dustbins - coloured - icts - politely	42	249_ordinate_dustbins_coloured_icts
250	manuals - suppliers - following - sop - instructions	41	250_manuals_suppliers_following_sop
251	ciency - details - machinery - sequence - capacity	41	251_ciency_details_machinery_sequence
252	andenvironmentally - civic - constitutional - ethics - values	41	252_andenvironmentally_civic_constitutional_ethics
253	productivity - fuel - separately - conservation - stacked	41	253_productivity_fuel_separately_conservation
254	hospitality - tourism - tourists - tour - visit	41	254_hospitality_tourism_tourists_tour
255	culturalawareness - creative - emotional - continuous - thinking	41	255_culturalawareness_creative_emotional_continuous
256	stain - polish - soft - stains - cloth	41	256_stain_polish_soft_stains
257	attitude - behavior - positive - solving - century	41	257_attitude_behavior_positive_solving
258	everyday - contexts - conversation - read - person	41	258_everyday_contexts_conversation_read
259	centuryto - practicesbecoming - recognize - signi - st	41	259_centuryto_practicesbecoming_recognize_signi
260	infringing - deals - refrain - guest - plans	41	260_infringing_deals_refrain_guest
261	workforce - breaches - electrocution - train - initiative	41	261_workforce_breaches_electrocution_train
262	investmentsetc - compute - salary - taxes - laws	41	262_investmentsetc_compute_salary_taxes
263	society - integrity - respecting - ethics - responsibility	41	263_society_integrity_respecting_ethics
264	minutes - come - bring - spot - necessary	41	264_minutes_come_bring_spot
265	obtaining - instructions - supervisor - chart - requirements	41	265_obtaining_instructions_supervisor_chart
266	eco - reuse - spills - leakages - activities	41	266_eco_reuse_spills_leakages
267	fabric - trolley - unloading - running - mentioned	41	267_fabric_trolley_unloading_running
268	assistants - responsibilities - allot - helpers - saving	41	268_assistants_responsibilities_allot_helpers
269	dence - clarity - selection - recruitment - politely	40	269_dence_clarity_selection_recruitment
270	virtual - collaboration - word - features - ectively	40	270_virtual_collaboration_word_features
271	impact - mining - steps - environmental - operations	40	271_impact_mining_steps_environmental
272	andequipment - manufacturer - trenches - installations - exhaust	40	272_andequipment_manufacturer_trenches_installations
273	verbal - internet - connecting - communication - applications	40	273_verbal_internet_connecting_communication
274	policy - gloves - hygiene - organize - adhere	40	274_policy_gloves_hygiene_organize
275	malfunctions - write - goal - recti - messages	40	275_malfunctions_write_goal_recti
276	disposal - mining - hazardous - impact - environmental	40	276_disposal_mining_hazardous_impact
277	career - interests - settingto - goal - erence	40	277_career_interests_settingto_goal
278	processparameters - entire - temperature - applicable - used	40	278_processparameters_entire_temperature_applicable
279	causes - risk - deal - accident - possible	40	279_causes_risk_deal_accident
280	optimize - adventure - usage - ways - accepted	39	280_optimize_adventure_usage_ways
281	teamdiversity - inclusionto - behave - communicate - appropriately	39	281_teamdiversity_inclusionto_behave_communicate
282	register - jobs - apply - apprenticeship - opportunities	39	282_register_jobs_apply_apprenticeship
283	extruder - die - extruded - cutter - coming	39	283_extruder_die_extruded_cutter
284	aid - rst - person - timefollow - hazards	39	284_aid_rst_person_timefollow
285	serviceto - customers - types - erent - di	39	285_serviceto_customers_types_erent
286	proceduresto - evacuation - emergency - res - deal	39	286_proceduresto_evacuation_emergency_res
287	search - create - suitable - professional - jobs	39	287_search_create_suitable_professional
288	revenue - pricing - strategies - leak - policies	39	288_revenue_pricing_strategies_leak
289	accordinglyfollow - decisions - guidelinesto - personaland - environmental	38	289_accordinglyfollow_decisions_guidelinesto_personaland
290	reactions - cause - dissatisfactions - impersonal - relationship	38	290_reactions_cause_dissatisfactions_impersonal
291	dence - openings - clarity - answer - questions	38	291_dence_openings_clarity_answer
292	managementto - timefollow - ective - person - protect	38	292_managementto_timefollow_ective_person
293	respectively - agencies - portals - recruitment - identi	38	293_respectively_agencies_portals_recruitment
294	housekeeping - department - hr - guidelinesto - infection	38	294_housekeeping_department_hr_guidelinesto
295	crockery - articles - disinfectants - recommended - established	38	295_crockery_articles_disinfectants_recommended
296	sanitizers - machineries - cations - following - recommended	37	296_sanitizers_machineries_cations_following
297	customer - complaints - preferences - output - feedback	37	297_customer_complaints_preferences_output
298	estimate - manpower - dueto - grades - apparatus	37	298_estimate_manpower_dueto_grades
299	deals - protected - data - plans - infringing	37	299_deals_protected_data_plans
300	understanding - clari - seek - personnel - cations	37	300_understanding_clari_seek_personnel
301	cpr - cardiac - arrest - caused - situation	37	301_cpr_cardiac_arrest_caused
302	serviceto - business - businessto - able - competent	37	302_serviceto_business_businessto_able
303	good - english - skillsto - follow - able	37	303_good_english_skillsto_follow
304	standardsgetting - jobsto - ready - create - apprenticeship	37	304_standardsgetting_jobsto_ready_create
305	search - register - suitable - jobs - apply	37	305_search_register_suitable_jobs
306	ppe - protective - near - applicable - personal	37	306_ppe_protective_near_applicable
307	taste - odour - appearance - best - criteria	37	307_taste_odour_appearance_best
308	target - production - timeline - goal - schedule	37	308_target_production_timeline_goal
309	behaviour - critical - century - skills - thinking	37	309_behaviour_critical_century_skills
310	register - apprenticeship - guidelines - opportunities - requirements	36	310_register_apprenticeship_guidelines_opportunities
311	openings - answer - questions - identi - ine	36	311_openings_answer_questions_identi
312	manners - good - skillsto - follow - competent	36	312_manners_good_skillsto_follow
313	alcohol - regularly - sanitisers - hands - washing	36	313_alcohol_regularly_sanitisers_hands
314	usage - electricity - energy - optimize - ways	36	314_usage_electricity_energy_optimize
315	wind - proposed - ooding - generation - data	36	315_wind_proposed_ooding_generation
316	thinking - culturalawareness - critical - solving - creative	36	316_thinking_culturalawareness_critical_solving
317	personaland - learn - learning - emotional - continuous	36	317_personaland_learn_learning_emotional
318	arranging - money - associated - potential - sources	36	318_arranging_money_associated_potential
319	jobsto - search - suitable - create - apprenticeship	36	319_jobsto_search_suitable_create
320	standardsgetting - grooming - address - ready - needs	36	320_standardsgetting_grooming_address_ready
321	moving - near - haul - roads - parts	36	321_moving_near_haul_roads
322	hazard - explosive - warning - submit - hot	36	322_hazard_explosive_warning_submit
323	dress - authorized - adhere - supervisors - clari	36	323_dress_authorized_adhere_supervisors
324	digital - operate - skillsto - able - competent	35	324_digital_operate_skillsto_able
325	protein - plant - shelf - based - life	35	325_protein_plant_shelf_based
326	coding - colour - count - produced - instruction	35	326_coding_colour_count_produced
327	designing - atmosphere - timefollow - plans - hazards	35	327_designing_atmosphere_timefollow_plans
328	civic - citizenshipto - constitutional - values - rights	35	328_civic_citizenshipto_constitutional_values
329	symptoms - faced - submit - illness - task	35	329_symptoms_faced_submit_illness
330	electrocution - evacuation - public - areas - treating	35	330_electrocution_evacuation_public_areas
331	settingto - goal - mails - letters - development	35	331_settingto_goal_mails_letters
332	glasses - footwear - masks - goggles - long	35	332_glasses_footwear_masks_goggles
333	labelled - sealed - bag - infectious - ppes	35	333_labelled_sealed_bag_infectious
334	medical - emergencies - bleeding - choking - burns	35	334_medical_emergencies_bleeding_choking
335	explore - industries - employability - jobs - learning	35	335_explore_industries_employability_jobs
336	ventilation - district - diagram - circuit - tothe	35	336_ventilation_district_diagram_circuit
337	stages - cross - contamination - avoid - organisational	35	337_stages_cross_contamination_avoid
338	centuryto - behavior - century - st - awareness	35	338_centuryto_behavior_century_st
339	andenvironmentally - practicesbecoming - ethics - sustainable - duties	35	339_andenvironmentally_practicesbecoming_ethics_sustainable
340	word - features - ectively - basic - ms	35	340_word_features_ectively_basic
341	notify - hazard - running - free - oors	34	341_notify_hazard_running_free
342	align - threat - accessible - challenges - leak	34	342_align_threat_accessible_challenges
343	exhibit - trust - senior - complaints - colleagues	34	343_exhibit_trust_senior_complaints
344	privacy - dress - times - adhere - sensitive	34	344_privacy_dress_times_adhere
345	manners - diversity - communicating - inclusionto - diversityto	34	345_manners_diversity_communicating_inclusionto
346	sh - seafood - graded - remove - shell	34	346_sh_seafood_graded_remove
347	focus - assigned - role - existing - neutral	34	347_focus_assigned_role_existing
348	citizenshipto - employability - explore - values - learning	34	348_citizenshipto_employability_explore_values
349	word - collaboration - features - ectively - basic	34	349_word_collaboration_features_ectively
350	categories - generated - segregate - dispose - waste	34	350_categories_generated_segregate_dispose
351	multiple - utilize - machineries - utilization - ecting	34	351_multiple_utilize_machineries_utilization
352	personaland - continuous - learning - english - skillsto	34	352_personaland_continuous_learning_english
353	accommodation - disposal - public - cleanliness - disposed	34	353_accommodation_disposal_public_cleanliness
354	cone - age - cones - cheese - ages	34	354_cone_age_cones_cheese
355	devices - applications - features - operate - digital	33	355_devices_applications_features_operate
356	requests - grooming - tourism - hospitality - needs	33	356_requests_grooming_tourism_hospitality
357	digital - devices - operate - basic - carry	33	357_digital_devices_operate_basic
358	acids - handling - followed - procedures - tools	33	358_acids_handling_followed_procedures
359	anticipate - promotion - mitigate - price - sources	33	359_anticipate_promotion_mitigate_price
360	mail - virtual - platforms - internet - media	33	360_mail_virtual_platforms_internet
361	career - term - goals - long - short	33	361_career_term_goals_long
362	walk - threat - periodic - risks - free	33	362_walk_threat_periodic_risks
363	walk - ifassigned - threats - obstructions - involve	33	363_walk_ifassigned_threats_obstructions
364	workplaceto - recycling - standardsgetting - grooming - feedback	33	364_workplaceto_recycling_standardsgetting_grooming
365	invarious - teamdiversity - collaboratively - listening - settings	33	365_invarious_teamdiversity_collaboratively_listening
366	civic - constitutional - values - duties - rights	33	366_civic_constitutional_values_duties
367	requirementsconstitutional - meeting - citizenshipto - employability - cance	33	367_requirementsconstitutional_meeting_citizenshipto_employability
368	rawmaterials - aging - materials - quantity - raw	33	368_rawmaterials_aging_materials_quantity
369	bleeding - choking - burns - cuts - poisoning	33	369_bleeding_choking_burns_cuts
370	english - hospitality - tourism - everyday - basic	33	370_english_hospitality_tourism_everyday
371	conformance - referring - verifying - raw - quality	33	371_conformance_referring_verifying_raw
372	gueststo - brief - clearly - polite - desk	33	372_gueststo_brief_clearly_polite
373	date - code - coding - batch - expiry	33	373_date_code_coding_batch
374	injuries - treating - cuts - rodents - shoes	33	374_injuries_treating_cuts_rodents
375	utilization - planning - cient - manpower - resources	32	375_utilization_planning_cient_manpower
376	symbols - hazard - harmful - toxic - warning	32	376_symbols_hazard_harmful_toxic
377	surface - stacked - ore - carried - minimum	32	377_surface_stacked_ore_carried
378	cooking - burner - light - steam - stir	32	378_cooking_burner_light_steam
379	literacyto - services - nancial - safely - products	32	379_literacyto_services_nancial_safely
380	andenvironmentally - centuryto - practicesbecoming - sustainable - st	32	380_andenvironmentally_centuryto_practicesbecoming_sustainable
381	organize - productionto - receive - tting - tools	32	381_organize_productionto_receive_tting
382	disease - injury - infectious - air - instruct	32	382_disease_injury_infectious_air
383	ice - cream - centre - spiral - insert	32	383_ice_cream_centre_spiral
384	environmentally - centuryto - practicesbecoming - sustainable - st	32	384_environmentally_centuryto_practicesbecoming_sustainable
385	dential - leaving - prevention - visible - harassment	32	385_dential_leaving_prevention_visible
386	grievances - scope - resolve - icts - authority	32	386_grievances_scope_resolve_icts
387	generated - recyclable - hazardous - non - waste	32	387_generated_recyclable_hazardous_non
388	jobsto - create - apprenticeship - professional - ready	32	388_jobsto_create_apprenticeship_professional
389	solving - creative - thinking - problem - critical	32	389_solving_creative_thinking_problem
390	designs - competitors - employee - leak - protection	32	390_designs_competitors_employee_leak
391	savings - approach - income - expenses - calculate	31	391_savings_approach_income_expenses
392	applications - features - internet - devices - operate	31	392_applications_features_internet_devices
393	requirementsto - services - guests - speci - gueststo	31	393_requirementsto_services_guests_speci
394	privacyto - sta - guests - team - followed	31	394_privacyto_sta_guests_team
395	cater - group - facilities - gender - age	31	395_cater_group_facilities_gender
396	company - organisational - observed - person - concerned	31	396_company_organisational_observed_person
397	motivate - standardsto - implement - performance - organisational	31	397_motivate_standardsto_implement_performance
398	passed - essential - timely - etiquette - manner	31	398_passed_essential_timely_etiquette
399	sanitizing - tidy - hands - washing - intervals	31	399_sanitizing_tidy_hands_washing
400	recyclable - practicesto - recycling - non - identify	31	400_recyclable_practicesto_recycling_non
401	learn - learning - culturalawareness - emotional - continuous	31	401_learn_learning_culturalawareness_emotional
402	platforms - media - securely - identify - able	31	402_platforms_media_securely_identify
403	initiative - capacity - skill - industry - diversity	31	403_initiative_capacity_skill_industry
404	openings - respectively - agencies - portals - identi	31	404_openings_respectively_agencies_portals
405	secure - followed - handling - procedures - safe	31	405_secure_followed_handling_procedures
406	allergens - establish - separately - transportation - distribution	31	406_allergens_establish_separately_transportation
407	concentration - column - limit - added - sample	31	407_concentration_column_limit_added
408	harassment - genders - escalate - according - sexual	31	408_harassment_genders_escalate_according
409	persons - enable - disabilities - treated - asked	31	409_persons_enable_disabilities_treated
410	leave - concurrence - getting - department - thesame	31	410_leave_concurrence_getting_department
411	winding - drum - drums - spool - spinning	31	411_winding_drum_drums_spool
412	immediate - revenue - strategies - marketing - pricing	31	412_immediate_revenue_strategies_marketing
413	textile - uniform - wear - guidelines - etiquette	31	413_textile_uniform_wear_guidelines
414	responsibility - citizenship - society - limits - schedules	30	414_responsibility_citizenship_society_limits
415	mask - plugs - ear - ppes - body	30	415_mask_plugs_ear_ppes
416	requests - grooming - needs - manner - standardsgetting	30	416_requests_grooming_needs_manner
417	height - space - tackles - ned - handle	30	417_height_space_tackles_ned
418	duty - superior - assigned - erence - problems	30	418_duty_superior_assigned_erence
419	mail - internet - platforms - media - devices	30	419_mail_internet_platforms_media
420	ones - unsafe - schedules - responsibility - agreed	30	420_ones_unsafe_schedules_responsibility
421	accountable - implementation - spread - rules - actions	30	421_accountable_implementation_spread_rules
422	mail - virtual - collaboration - platforms - media	30	422_mail_virtual_collaboration_platforms
423	ups - organized - health - attend - injury	30	423_ups_organized_health_attend
424	verbal - non - skillsto - follow - able	30	424_verbal_non_skillsto_follow
425	performance - senior - indicators - achievement - exible	30	425_performance_senior_indicators_achievement
426	institutions - literacyto - select - services - nancial	30	426_institutions_literacyto_select_services
427	faced - politely - company - problems - communicate	30	427_faced_politely_company_problems
428	thinking - culturalawareness - solving - creative - emotional	30	428_thinking_culturalawareness_solving_creative
429	disposing - lubricant - collecting - storing - battery	30	429_disposing_lubricant_collecting_storing
430	dissatisfactions - impersonal - relationship - guests - complaints	30	430_dissatisfactions_impersonal_relationship_guests
431	priority - essential - high - pass - timely	30	431_priority_essential_high_pass
432	compute - investmentsetc - salary - taxes - common	29	432_compute_investmentsetc_salary_taxes
433	malfunctions - recti - eliminate - steps - machinery	29	433_malfunctions_recti_eliminate_steps
434	sealed - drainage - roof - lighting - near	29	434_sealed_drainage_roof_lighting
435	underground - extinguishers - handling - operate - types	29	435_underground_extinguishers_handling_operate
436	hairnets - ear - masks - gloves - plugs	29	436_hairnets_ear_masks_gloves
437	minor - repairs - periodic - faults - agents	29	437_minor_repairs_periodic_faults
438	diversity - inclusionto - hospitality - tourism - english	29	438_diversity_inclusionto_hospitality_tourism
439	incase - traveling - roads - haul - post	29	439_incase_traveling_roads_haul
440	requirementsconstitutional - drains - citizenshipto - meeting - sterile	29	440_requirementsconstitutional_drains_citizenshipto_meeting
441	theorganisation - protect - observed - strong - sensitive	29	441_theorganisation_protect_observed_strong
442	er - requirementsto - services - cater - facilities	29	442_er_requirementsto_services_cater
443	sensitive - disability - gender - age - adhere	28	443_sensitive_disability_gender_age
444	andenvironmentally - centuryto - practicesbecoming - ethics - sustainable	28	444_andenvironmentally_centuryto_practicesbecoming_ethics
445	rotation - areas - store - stock - nished	28	445_rotation_areas_store_stock
446	risk - chemical - electrical - physical - handling	28	446_risk_chemical_electrical_physical
447	caps - masks - shoes - gloves - hair	28	447_caps_masks_shoes_gloves
448	problems - identi - supervisor - physical - spillage	28	448_problems_identi_supervisor_physical
449	trashcans - cleared - regularly - cleanliness - following	28	449_trashcans_cleared_regularly_cleanliness
450	operate - digital - skillsto - legal - able	28	450_operate_digital_skillsto_legal
451	soap - sanitisers - disinfect - evacuation - alcohol	28	451_soap_sanitisers_disinfect_evacuation
452	ventilation - pipes - tanks - objects - phones	28	452_ventilation_pipes_tanks_objects
453	increase - improve - ciency - existing - comply	28	453_increase_improve_ciency_existing
454	cleaning - arrange - agent - performing - gear	28	454_cleaning_arrange_agent_performing
455	themachines - tool - question - spare - areas	28	455_themachines_tool_question_spare
456	lights - switch - resources - electricity - tasks	28	456_lights_switch_resources_electricity
457	dustbins - coloured - recycle - segregate - handle	28	457_dustbins_coloured_recycle_segregate
458	environmentally - centuryto - practicesbecoming - sustainable - st	28	458_environmentally_centuryto_practicesbecoming_sustainable
459	assessment - critical - threat - forward - points	28	459_assessment_critical_threat_forward
460	alcohol - wash - cleaned - hand - sure	28	460_alcohol_wash_cleaned_hand
461	grievances - scope - escalate - problems - ciency	28	461_grievances_scope_escalate_problems
462	learn - culturalawareness - solving - creative - emotional	28	462_learn_culturalawareness_solving_creative
463	microbiological - label - chemical - physical - sensory	27	463_microbiological_label_chemical_physical
464	employment - recognize - practice - century - cance	27	464_employment_recognize_practice_century
465	wearing - clothes - regularly - prescribed - hygiene	27	465_wearing_clothes_regularly_prescribed
466	posture - position - hours - decisions - methods	27	466_posture_position_hours_decisions
467	measuresto - precautionary - health - following - competent	27	467_measuresto_precautionary_health_following
468	poisoning - choking - burns - bleeding - cuts	27	468_poisoning_choking_burns_bleeding
469	sectorto - textile - emergencies - response - india	27	469_sectorto_textile_emergencies_response
470	kinds - environmental - possible - hazards - hazardsto	27	470_kinds_environmental_possible_hazards
471	rodents - security - checklist - pests - regulations	27	471_rodents_security_checklist_pests
472	andculturally - tasks - performed - accordinglyfollow - decisions	27	472_andculturally_tasks_performed_accordinglyfollow
473	know - standardsto - pm - labeling - systemto	27	473_know_standardsto_pm_labeling
474	protocols - lead - carrying - lifting - signs	27	474_protocols_lead_carrying_lifting
475	encourage - objectives - creating - orientation - promote	27	475_encourage_objectives_creating_orientation
476	ups - getting - recall - undertaking - haccp	27	476_ups_getting_recall_undertaking
477	negative - reporting - received - immediate - experience	27	477_negative_reporting_received_immediate
478	minimize - organisational - responsibility - roles - accountable	27	478_minimize_organisational_responsibility_roles
479	letters - write - messages - written - notes	27	479_letters_write_messages_written
480	healthy - guard - line - activities - guidelines	27	480_healthy_guard_line_activities
481	ghting - response - undertake - asked - training	26	481_ghting_response_undertake_asked
482	sectorto - textile - conservation - energy - workto	26	482_sectorto_textile_conservation_energy
483	opencast - security - regulations - comply - guidelines	26	483_opencast_security_regulations_comply
484	ofthe - possible - recognise - environmental - chemical	26	484_ofthe_possible_recognise_environmental
485	prescribed - superior - manner - performance - exible	26	485_prescribed_superior_manner_performance
486	dress - interacting - code - colleagues - superiors	26	486_dress_interacting_code_colleagues
487	leaves - harassment - sexual - exible - inclusive	26	487_leaves_harassment_sexual_exible
488	recycling - practicesto - turned - ective - garbage	26	488_recycling_practicesto_turned_ective
489	decide - market - foods - feasibility - category	26	489_decide_market_foods_feasibility
490	utilization - respect - machinery - capacity - order	26	490_utilization_respect_machinery_capacity
491	standardsto - icts - politely - attention - colleagues	26	491_standardsto_icts_politely_attention
492	drills - mock - participate - organized - undertake	26	492_drills_mock_participate_organized
493	attitude - positive - solving - creative - thinking	26	493_attitude_positive_solving_creative
494	colleagues - submit - politely - timely - superior	26	494_colleagues_submit_politely_timely
495	ipr - unattended - workstation - visible - comply	26	495_ipr_unattended_workstation_visible
496	hazardsto - shutdown - accidents - evacuation - organisation	26	496_hazardsto_shutdown_accidents_evacuation
497	sign - symptoms - immediately - authorities - regarding	26	497_sign_symptoms_immediately_authorities
498	teamdiversity - collaboratively - inclusionto - settings - encourage	26	498_teamdiversity_collaboratively_inclusionto_settings
499	privacy - respect - services - requirementsto - policy	26	499_privacy_respect_services_requirementsto
500	st - centuryto - recognize - century - cance	26	500_st_centuryto_recognize_century
501	disease - infectious - authority - air - injury	26	501_disease_infectious_authority_air
502	aid - rst - hazards - appropriately - workplace	26	502_aid_rst_hazards_appropriately
503	ascertain - crockery - disinfectants - articles - solution	26	503_ascertain_crockery_disinfectants_articles
504	recyclable - segregate - hazardous - hospitality - tourism	26	504_recyclable_segregate_hazardous_hospitality
505	budget - cost - senior - nature - ciently	26	505_budget_cost_senior_nature
506	shop - laid - oor - biological - establish	25	506_shop_laid_oor_biological

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: 1.25.2
• HDBSCAN: 0.8.36
• UMAP: 0.5.6
• Pandas: 2.0.3
• Scikit-Learn: 1.2.2
• Sentence-transformers: 3.0.0
• Transformers: 4.41.1
• Numba: 0.58.1
• Plotly: 5.15.0
• Python: 3.10.12