Merged_BERTopic_CEEW_no_outliers

This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.

Usage

To use this model, please install BERTopic:

pip install -U bertopic

You can use the model as follows:

from bertopic import BERTopic
topic_model = BERTopic.load("VATSAL1729/Merged_BERTopic_CEEW_no_outliers")

topic_model.get_topic_info()

Topic overview

• Number of topics: 346
• Number of training documents: 92948

Click here for an overview of all topics.

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

Training hyperparameters

• calculate_probabilities: False
• language: None
• low_memory: False
• min_topic_size: 10
• n_gram_range: (1, 1)
• nr_topics: None
• seed_topic_list: None
• top_n_words: 10
• verbose: True
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 1.26.4
• HDBSCAN: 0.8.37
• UMAP: 0.5.6
• Pandas: 2.2.2
• Scikit-Learn: 1.2.2
• Sentence-transformers: 3.0.1
• Transformers: 4.42.3
• Numba: 0.60.0
• Plotly: 5.18.0
• Python: 3.10.13