BERTopic-ALI-LARGE

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("Tsunnami/BERTopic-ALI-LARGE")

topic_model.get_topic_info()

Topic overview

• Number of topics: 372
• Number of training documents: 19550

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	and - the - of - was - to	10	-1_and_the_of_was
0	proton - collisions - tev - boson - cms	5490	0_proton_collisions_tev_boson
1	af - cardiac - heart - ventricular - patients	528	1_af_cardiac_heart_ventricular
2	supply - innovation - chain - smes - business	260	2_supply_innovation_chain_smes
3	firms - board - corporate - market - takeover	194	3_firms_board_corporate_market
4	glaucoma - eyes - corneal - iop - eye	152	4_glaucoma_eyes_corneal_iop
5	hiv - art - cd4 - antiretroviral - prep	143	5_hiv_art_cd4_antiretroviral
6	cancer - lung - akt - cells - csc	135	6_cancer_lung_akt_cells
7	photocatalytic - tio2 - visible - light - photocatalysts	128	7_photocatalytic_tio2_visible_light
8	strain - streptomyces - mk - genus - micromonospora	125	8_strain_streptomyces_mk_genus
9	mdd - depression - disorders - disorder - immune	124	9_mdd_depression_disorders_disorder
10	synechocystis - cyanobacteria - phb - pcc - 6803	121	10_synechocystis_cyanobacteria_phb_pcc
11	lymphoma - survival - patients - pfs - os	117	11_lymphoma_survival_patients_pfs
12	image - images - dataset - classification - convolutional	113	12_image_images_dataset_classification
13	pressure - gpa - structure - electronic - phonon	111	13_pressure_gpa_structure_electronic
14	power - pv - electricity - energy - generation	106	14_power_pv_electricity_energy
15	ti - alloys - zr - alloy - microstructure	106	15_ti_alloys_zr_alloy
16	osteogenic - differentiation - expression - bone - cells	106	16_osteogenic_differentiation_expression_bone
17	groundwater - pb - waste - metals - cd	105	17_groundwater_pb_waste_metals
18	undrained - soil - stability - anisotropic - clays	103	18_undrained_soil_stability_anisotropic
19	text - word - words - classification - language	98	19_text_word_words_classification
20	skin - psoriasis - acne - laser - sebum	97	20_skin_psoriasis_acne_laser
21	electrochemical - sensor - detection - electrode - printed	96	21_electrochemical_sensor_detection_electrode
22	brand - customer - intention - trust - purchase	92	22_brand_customer_intention_trust
23	vaccine - vaccination - booster - bnt162b2 - coronavac	90	23_vaccine_vaccination_booster_bnt162b2
24	oer - electrocatalysts - orr - electrochemical - reduction	87	24_oer_electrocatalysts_orr_electrochemical
25	shrimp - wssv - vpahpnd - monodon - penaeus	86	25_shrimp_wssv_vpahpnd_monodon
26	learning - students - teachers - online - skills	86	26_learning_students_teachers_online
27	parkinson - pd - tremor - movement - motor	84	27_parkinson_pd_tremor_movement
28	biodiesel - catalyst - transesterification - reaction - methanol	84	28_biodiesel_catalyst_transesterification_reaction
29	fault - rocks - triassic - basin - permian	84	29_fault_rocks_triassic_basin
30	fish - reproductive - digestive - histological - pranburi	77	30_fish_reproductive_digestive_histological
31	zinc - zn - batteries - zibs - electrolyte	77	31_zinc_zn_batteries_zibs
32	elastic - crack - boundary - element - beam	76	32_elastic_crack_boundary_element
33	antenna - db - photonic - mimo - soa	76	33_antenna_db_photonic_mimo
34	music - cultural - thai - musical - arts	74	34_music_cultural_thai_musical
35	silk - sf - scaffolds - fibroin - hydrogels	73	35_silk_sf_scaffolds_fibroin
36	nov - species - sp - genus - snail	73	36_nov_species_sp_genus
37	pla - pbs - pbat - poly - blend	73	37_pla_pbs_pbat_poly
38	elegans - glutamate - neuroprotective - extracts - extract	72	38_elegans_glutamate_neuroprotective_extracts
39	diabetes - sleep - osa - glucose - hba1c	71	39_diabetes_sleep_osa_glucose
40	balance - fall - falls - training - sts	71	40_balance_fall_falls_training
41	ceo2 - catalysts - catalyst - ni - co2	69	41_ceo2_catalysts_catalyst_ni
42	nasal - rhinosinusitis - rhinitis - saline - incs	69	42_nasal_rhinosinusitis_rhinitis_saline
43	binding - cov - sars - protease - molecular	68	43_binding_cov_sars_protease
44	dialysis - pd - peritoneal - peritonitis - kidney	67	44_dialysis_pd_peritoneal_peritonitis
45	ash - cement - fly - geopolymer - concrete	67	45_ash_cement_fly_geopolymer
46	antioxidant - rice - phenolic - flour - riceberry	67	46_antioxidant_rice_phenolic_flour
47	coral - corals - reefs - gulf - species	66	47_coral_corals_reefs_gulf
48	english - learners - l1 - corpus - lexical	65	48_english_learners_l1_corpus
49	thalassemia - g6pd - transfusion - tdt - iron	64	49_thalassemia_g6pd_transfusion_tdt
50	lumbar - fusion - spine - interbody - endoscopic	64	50_lumbar_fusion_spine_interbody
51	schizophrenia - deficit - igm - iga - symptoms	64	51_schizophrenia_deficit_igm_iga
52	tilapia - fish - tilv - oreochromis - nile	64	52_tilapia_fish_tilv_oreochromis
53	fermented - lactic - bacillus - lab - strains	63	53_fermented_lactic_bacillus_lab
54	malaria - health - adolescent - pakistan - breastfeeding	63	54_malaria_health_adolescent_pakistan
55	political - asean - china - military - party	62	55_political_asean_china_military
56	caries - dental - oral - health - children	62	56_caries_dental_oral_health
57	cognitive - moca - hearing - dementia - memory	62	57_cognitive_moca_hearing_dementia
58	alcohol - smoking - drinking - cannabis - tobacco	61	58_alcohol_smoking_drinking_cannabis
59	land - rainfall - climate - basin - flood	61	59_land_rainfall_climate_basin
60	mcr - coli - resistance - isolates - colistin	61	60_mcr_coli_resistance_isolates
61	chitosan - nanoparticles - nps - alg - delivery	60	61_chitosan_nanoparticles_nps_alg
62	compounds - isolated - cytotoxicity - ic50 - kb	60	62_compounds_isolated_cytotoxicity_ic50
63	english - students - language - reading - writing	60	63_english_students_language_reading
64	nursing - nurses - nurse - competence - managerial	59	64_nursing_nurses_nurse_competence
65	pyrolysis - catalyst - catalytic - ni - oil	57	65_pyrolysis_catalyst_catalytic_ni
66	disaster - flood - tsunami - damage - bcm	57	66_disaster_flood_tsunami_damage
67	fluorescence - fluorescent - ions - cu2 - sensor	56	67_fluorescence_fluorescent_ions_cu2
68	cellulose - cmc - hydrogels - nanocellulose - fibers	54	68_cellulose_cmc_hydrogels_nanocellulose
69	salt - rice - stress - tolerance - kdml105	53	69_salt_rice_stress_tolerance
70	reactor - fluidized - sorbent - bed - solid	53	70_reactor_fluidized_sorbent_bed
71	hawc - gamma - ray - observatory - tev	52	71_hawc_gamma_ray_observatory
72	warehouse - cost - inventory - scheduling - problem	52	72_warehouse_cost_inventory_scheduling
73	hpv - cervical - papillomavirus - women - cancer	52	73_hpv_cervical_papillomavirus_women
74	hypertension - pressure - blood - ht - adherence	51	74_hypertension_pressure_blood_ht
75	care - health - caregivers - older - nhi	51	75_care_health_caregivers_older
76	blockchain - iot - bct - privacy - trust	51	76_blockchain_iot_bct_privacy
77	polynomials - infinite - ideals - definable - if	50	77_polynomials_infinite_ideals_definable
78	robot - grasping - stiffness - rehabilitation - actuator	50	78_robot_grasping_stiffness_rehabilitation
79	quicke - braconidae - species - hymenoptera - nov	50	79_quicke_braconidae_species_hymenoptera
80	electric - field - particle - cell - trapping	50	80_electric_field_particle_cell
81	design - optimization - robust - nonlinear - feedback	50	81_design_optimization_robust_nonlinear
82	pain - tka - knee - morphine - postoperative	50	82_pain_tka_knee_morphine
83	furfural - hmf - catalysts - catalyst - hydroxymethylfurfural	50	83_furfural_hmf_catalysts_catalyst
84	covid - 19 - pandemic - health - countries	49	84_covid_19_pandemic_health
85	flow - drift - heat - wake - velocity	49	85_flow_drift_heat_wake
86	retirement - older - health - life - happiness	49	86_retirement_older_health_life
87	peasant - farmers - agroecology - farming - resilience	49	87_peasant_farmers_agroecology_farming
88	bond - resin - zirconia - adhesive - ceramic	49	88_bond_resin_zirconia_adhesive
89	job - employee - employees - turnover - organizational	48	89_job_employee_employees_turnover
90	forest - mangrove - trees - tree - forests	48	90_forest_mangrove_trees_tree
91	consortium - degradation - biodegradation - profenofos - degrading	48	91_consortium_degradation_biodegradation_profenofos
92	extraction - gold - liquid - hg - mercury	48	92_extraction_gold_liquid_hg
93	variants - exome - sequencing - genetic - variant	48	93_variants_exome_sequencing_genetic
94	levan - levansucrase - inulosucrase - residues - maltose	47	94_levan_levansucrase_inulosucrase_residues
95	cpv - dogs - canine - pdcov - virus	46	95_cpv_dogs_canine_pdcov
96	spp - bartonella - parasites - immitis - cats	46	96_spp_bartonella_parasites_immitis
97	sjs - hla - ten - reactions - scars	45	97_sjs_hla_ten_reactions
98	glucosidase - inhibitory - inhibition - ic50 - compounds	44	98_glucosidase_inhibitory_inhibition_ic50
99	bim - construction - building - project - lca	44	99_bim_construction_building_project
100	network - cloud - iot - wireless - traffic	44	100_network_cloud_iot_wireless
101	macaques - macaque - tailed - macaca - fascicularis	44	101_macaques_macaque_tailed_macaca
102	rollover - traffic - prediction - machine - tripped	44	102_rollover_traffic_prediction_machine
103	gravity - stars - black - massive - wormhole	43	103_gravity_stars_black_massive
104	rubber - nr - composites - vulcanization - cure	43	104_rubber_nr_composites_vulcanization
105	co2 - mea - amine - amp - absorption	42	105_co2_mea_amine_amp
106	pain - neck - office - back - workers	42	106_pain_neck_office_back
107	anaerobic - wastewater - mbr - cod - bioreactor	42	107_anaerobic_wastewater_mbr_cod
108	mutations - imperfecta - mutation - variants - heterozygous	42	108_mutations_imperfecta_mutation_variants
109	inflation - supergravity - scalar - inflaton - cosmological	41	109_inflation_supergravity_scalar_inflaton
110	pythiosis - insidiosum - pythium - fungal - keratitis	41	110_pythiosis_insidiosum_pythium_fungal
111	galaxies - star - alma - stellar - agn	41	111_galaxies_star_alma_stellar
112	energy - δln - emissions - sector - policy	41	112_energy_δln_emissions_sector
113	falciparum - plasmodium - malaria - vivax - parasite	41	113_falciparum_plasmodium_malaria_vivax
114	seizure - epilepsy - seizures - eeg - neurological	41	114_seizure_epilepsy_seizures_eeg
115	stone - aldosterone - urinary - oxalate - urolithiasis	40	115_stone_aldosterone_urinary_oxalate
116	petri - timed - nets - cpn - verification	40	116_petri_timed_nets_cpn
117	oa - knee - synovial - rtl - osteoarthritis	40	117_oa_knee_synovial_rtl
118	beams - concrete - shear - strengthened - ets	40	118_beams_concrete_shear_strengthened
119	species - corolla - kidyoo - apocynaceae - ceropegia	40	119_species_corolla_kidyoo_apocynaceae
120	tb - tuberculosis - mtb - mycobacterium - ltbi	39	120_tb_tuberculosis_mtb_mycobacterium
121	pna - nucleic - dna - acpcpna - pyrrolidinyl	39	121_pna_nucleic_dna_acpcpna
122	exercise - hiit - training - chest - plb	39	122_exercise_hiit_training_chest
123	pm2 - pm10 - air - pollution - particulate	38	123_pm2_pm10_air_pollution
124	gaas - insb - epitaxy - nanowires - quantum	38	124_gaas_insb_epitaxy_nanowires
125	cmv - covid - 19 - recipients - transplant	38	125_cmv_covid_19_recipients
126	microplastics - mps - microplastic - plastic - pollution	38	126_microplastics_mps_microplastic_plastic
127	qol - version - validity - reliability - thai	38	127_qol_version_validity_reliability
128	hbv - hepatitis - hbsag - chb - hbeag	37	128_hbv_hepatitis_hbsag_chb
129	γcd - solubility - eye - cyclodextrin - aqueous	37	129_γcd_solubility_eye_cyclodextrin
130	adsorption - adsorbent - removal - dye - zeolite	37	130_adsorption_adsorbent_removal_dye
131	lupus - fcgriib - sle - mice - fcγriib	37	131_lupus_fcgriib_sle_mice
132	transit - motorcycle - bangkok - bus - rha	37	132_transit_motorcycle_bangkok_bus
133	anesthesia - incidents - anesthetic - perioperative - paad	37	133_anesthesia_incidents_anesthetic_perioperative
134	pertussis - vaccine - vaccination - measles - tetanus	37	134_pertussis_vaccine_vaccination_measles
135	microalgae - biomass - wastewater - algal - sp	37	135_microalgae_biomass_wastewater_algal
136	aki - rrt - kidney - injury - acute	36	136_aki_rrt_kidney_injury
137	forecasting - forecast - weather - arima - model	35	137_forecasting_forecast_weather_arima
138	repair - tendon - arthroscopic - suture - pain	35	138_repair_tendon_arthroscopic_suture
139	curcumin - cur - cisplatin - prodrug - curdg	35	139_curcumin_cur_cisplatin_prodrug
140	dose - ct - radiation - kv - cbct	35	140_dose_ct_radiation_kv
141	hcv - hepatitis - hbv - infection - anti	35	141_hcv_hepatitis_hbv_infection
142	preeclampsia - placental - uterine - trimester - pregnant	35	142_preeclampsia_placental_uterine_trimester
143	steam - reforming - h2 - cao - gasification	34	143_steam_reforming_h2_cao
144	leishmania - martiniquensis - leishmaniasis - mundinia - sand	34	144_leishmania_martiniquensis_leishmaniasis_mundinia
145	alu - dna - methylation - hypomethylation - epigenetic	34	145_alu_dna_methylation_hypomethylation
146	oil - surfactant - wax - oilfield - recovery	34	146_oil_surfactant_wax_oilfield
147	tsunami - sea - deposits - beach - sedimentary	34	147_tsunami_sea_deposits_beach
148	eeg - emotion - bci - granger - emotions	34	148_eeg_emotion_bci_granger
149	cd - inclusion - cyclodextrin - βcd - complexes	34	149_cd_inclusion_cyclodextrin_βcd
150	artery - facial - mm - arteries - nerve	34	150_artery_facial_mm_arteries
151	tac - tacrolimus - transplantation - kidney - rejection	34	151_tac_tacrolimus_transplantation_kidney
152	ethanol - catalysts - dehydrogenation - catalyst - acetaldehyde	34	152_ethanol_catalysts_dehydrogenation_catalyst
153	waste - management - msw - solid - municipal	33	153_waste_management_msw_solid
154	curcuma - herbal - barcoding - species - speciosa	33	154_curcuma_herbal_barcoding_species
155	species - tylototriton - verrucosus - snake - feihyla	33	155_species_tylototriton_verrucosus_snake
156	mirifica - candollei - pueraria - puerarin - isoflavonoids	32	156_mirifica_candollei_pueraria_puerarin
157	leptospira - leptospirosis - interrogans - lipl32 - serovar	32	157_leptospira_leptospirosis_interrogans_lipl32
158	gerd - esophageal - reflux - egj - achalasia	32	158_gerd_esophageal_reflux_egj
159	nutrition - sepsis - septic - hpn - parenteral	32	159_nutrition_sepsis_septic_hpn
160	biliary - drainage - ercp - eus - stent	32	160_biliary_drainage_ercp_eus
161	pesticide - farmers - exposure - pesticides - op	32	161_pesticide_farmers_exposure_pesticides
162	asd - autism - bpa - bdnf - genes	31	162_asd_autism_bpa_bdnf
163	reaction - yields - synthesis - cyclization - thioglycosides	31	163_reaction_yields_synthesis_cyclization
164	goats - dcad - milk - colostrum - crossbred	31	164_goats_dcad_milk_colostrum
165	gut - candida - mice - sepsis - bg	31	165_gut_candida_mice_sepsis
166	pda - polydiacetylene - reversible - nanocomposites - assemblies	31	166_pda_polydiacetylene_reversible_nanocomposites
167	lignin - pyrolysis - htl - bio - biomass	31	167_lignin_pyrolysis_htl_bio
168	ammonia - nitrification - nitrogen - nitrifying - biofilter	30	168_ammonia_nitrification_nitrogen_nitrifying
169	surfactant - surfactants - detergency - washing - oil	30	169_surfactant_surfactants_detergency_washing
170	fibrosis - nafld - liver - steatosis - fib	30	170_fibrosis_nafld_liver_steatosis
171	gnss - positioning - pwv - cors - navigation	30	171_gnss_positioning_pwv_cors
172	olp - oral - pain - oidp - ohrqol	30	172_olp_oral_pain_oidp
173	dose - vmat - field - plans - beam	30	173_dose_vmat_field_plans
174	breast - lesions - mri - mammography - pet	30	174_breast_lesions_mri_mammography
175	acemannan - bone - prf - periodontal - bubaline	29	175_acemannan_bone_prf_periodontal
176	ckd - cinacalcet - serum - bone - bko	29	176_ckd_cinacalcet_serum_bone
177	pani - conductivity - electrical - pss - polyaniline	29	177_pani_conductivity_electrical_pss
178	hiv - plhiv - plwh - nutritional - antiretroviral	29	178_hiv_plhiv_plwh_nutritional
179	nov - sp - species - enghoff - genus	29	179_nov_sp_species_enghoff
180	ibd - uc - colitis - bowel - crohn	29	180_ibd_uc_colitis_bowel
181	sows - piglets - piglet - farrowing - colostrum	29	181_sows_piglets_piglet_farrowing
182	dom - adsorption - fenton - dissolved - decolorization	29	182_dom_adsorption_fenton_dissolved
183	ba - hcc - liver - mir - atresia	29	183_ba_hcc_liver_mir
184	cov - sars - rbd - fc - vaccine	29	184_cov_sars_rbd_fc
185	thyroid - ptc - braf - mutation - niftp	29	185_thyroid_ptc_braf_mutation
186	web - software - code - test - bpmn	28	186_web_software_code_test
187	grass - pretreatment - napier - fermentation - ethanol	28	187_grass_pretreatment_napier_fermentation
188	mangostin - mangosteen - zebrafish - acanthamoeba - αm	28	188_mangostin_mangosteen_zebrafish_acanthamoeba
189	implant - cais - implants - static - freehand	28	189_implant_cais_implants_static
190	moral - crying - situational - gift - happiness	27	190_moral_crying_situational_gift
191	adsorption - co2 - zif - carbon - mil	27	191_adsorption_co2_zif_carbon
192	claudin - odontogenic - ameloblastoma - lesions - pten	27	192_claudin_odontogenic_ameloblastoma_lesions
193	plantar - foot - fasciitis - ankle - stretching	27	193_plantar_foot_fasciitis_ankle
194	perovskite - perovskites - solar - halide - pscs	26	194_perovskite_perovskites_solar_halide
195	ysz - anode - scgz - electrolysis - electrolyte	26	195_ysz_anode_scgz_electrolysis
196	allergens - allergen - der - ait - hdm	26	196_allergens_allergen_der_ait
197	aclf - liver - cirrhosis - aarc - failure	26	197_aclf_liver_cirrhosis_aarc
198	tourism - tourists - destination - food - visitors	26	198_tourism_tourists_destination_food
199	sperm - semen - motility - spermatozoa - cryopreservation	26	199_sperm_semen_motility_spermatozoa
200	dosing - mic - pharmacokinetic - meropenem - vancomycin	26	200_dosing_mic_pharmacokinetic_meropenem
201	indoor - air - respiratory - pollution - exposure	26	201_indoor_air_respiratory_pollution
202	cca - cholangiocarcinoma - lin28b - fluke - necroptosis	25	202_cca_cholangiocarcinoma_lin28b_fluke
203	tdf - hiv - taf - switching - rpv	25	203_tdf_hiv_taf_switching
204	battery - vanadium - vrfb - zinc - flow	25	204_battery_vanadium_vrfb_zinc
205	user - recommendation - rating - recommender - filtering	25	205_user_recommendation_rating_recommender
206	npc - ebv - nasopharyngeal - adc - imrt	25	206_npc_ebv_nasopharyngeal_adc
207	earthquake - seismic - ground - liquefaction - northern	24	207_earthquake_seismic_ground_liquefaction
208	images - segmentation - cnn - ai - eus	24	208_images_segmentation_cnn_ai
209	gc - column - chromatography - 2d - comprehensive	24	209_gc_column_chromatography_2d
210	amh - kisspeptin - testicular - gilts - pigs	23	210_amh_kisspeptin_testicular_gilts
211	egfr - jak2 - tk - kinase - inhibitors	23	211_egfr_jak2_tk_kinase
212	sars - cov - cats - wastewater - coronavirus	23	212_sars_cov_cats_wastewater
213	middle - east - subfamily - species - iran	23	213_middle_east_subfamily_species
214	cos - broilers - diet - supplementation - yolk	22	214_cos_broilers_diet_supplementation
215	ckd - kidney - egfr - prevalence - glomerular	22	215_ckd_kidney_egfr_prevalence
216	mxene - ldh - lithium - ti3c2 - mah	22	216_mxene_ldh_lithium_ti3c2
217	venom - snakebite - antivenom - antivenoms - snake	22	217_venom_snakebite_antivenom_antivenoms
218	radon - thoron - bq - msv - dose	22	218_radon_thoron_bq_msv
219	addiction - media - children - screen - smartphone	22	219_addiction_media_children_screen
220	chikv - zikv - mosquitoes - denv - chikungunya	22	220_chikv_zikv_mosquitoes_denv
221	methanol - dme - co2 - synthesis - process	21	221_methanol_dme_co2_synthesis
222	tax - investment - export - firms - subsidies	21	222_tax_investment_export_firms
223	theories - gauge - quiver - duality - 2n	21	223_theories_gauge_quiver_duality
224	drug - network - associations - heterogeneous - similarity	21	224_drug_network_associations_heterogeneous
225	lewis - metathesis - catalysts - sio2 - wo3	21	225_lewis_metathesis_catalysts_sio2
226	plasma - hydrogenation - fame - discharge - margarine	21	226_plasma_hydrogenation_fame_discharge
227	plant - antibody - produced - benthamiana - mab	21	227_plant_antibody_produced_benthamiana
228	asfv - swine - csfv - fever - dt	21	228_asfv_swine_csfv_fever
229	thermal - heat - cooling - gshp - pumps	21	229_thermal_heat_cooling_gshp
230	complexes - coordination - ii - ligand - cu	21	230_complexes_coordination_ii_ligand
231	probiotics - synbiotic - gut - obesity - microbiota	21	231_probiotics_synbiotic_gut_obesity
232	sigma - process - defect - dmaic - defective	20	232_sigma_process_defect_dmaic
233	tyrosinase - melanin - antityrosinase - extract - activity	20	233_tyrosinase_melanin_antityrosinase_extract
234	residue - protein - hv1 - gyration - grained	20	234_residue_protein_hv1_gyration
235	shape - memory - copolymers - benzoxazine - epoxy	20	235_shape_memory_copolymers_benzoxazine
236	education - mooc - competencies - schools - policy	20	236_education_mooc_competencies_schools
237	lichen - usnea - parmotrema - xanthone - nmr	20	237_lichen_usnea_parmotrema_xanthone
238	shielding - csi - radiation - glass - ray	20	238_shielding_csi_radiation_glass
239	bleeding - esd - ppi - rebleeding - endoscopic	20	239_bleeding_esd_ppi_rebleeding
240	bounds - approximation - random - stein - theorem	20	240_bounds_approximation_random_stein
241	toothpaste - fluoride - enamel - sdf - decontamination	20	241_toothpaste_fluoride_enamel_sdf
242	ugt1a1 - slco1b1 - polymorphisms - cyp2d6 - pgx	19	242_ugt1a1_slco1b1_polymorphisms_cyp2d6
243	groundwater - recharge - aquifer - river - pumping	19	243_groundwater_recharge_aquifer_river
244	series - outlier - time - motif - datasets	19	244_series_outlier_time_motif
245	so - gauged - supergravity - gauge - supersymmetric	19	245_so_gauged_supergravity_gauge
246	pesticide - ache - pesticides - organophosphate - sensor	19	246_pesticide_ache_pesticides_organophosphate
247	fractional - chebyshev - equations - nonlocal - equation	19	247_fractional_chebyshev_equations_nonlocal
248	sg - organoids - epithelial - gland - salivary	19	248_sg_organoids_epithelial_gland
249	cd - edta - cadmium - soil - arsenic	19	249_cd_edta_cadmium_soil
250	hydrate - methane - hydrates - formation - dissociation	19	250_hydrate_methane_hydrates_formation
251	concrete - confined - ultimate - compressive - strength	19	251_concrete_confined_ultimate_compressive
252	juno - neutrino - detector - pmts - scintillator	19	252_juno_neutrino_detector_pmts
253	cephalometric - skeletal - convex - landmarks - landmark	18	253_cephalometric_skeletal_convex_landmarks
254	hydroxyapatite - hap - eggshell - granules - calcium	18	254_hydroxyapatite_hap_eggshell_granules
255	moea - assembly - line - problem - balancing	18	255_moea_assembly_line_problem
256	electrochemical - immunosensor - crp - detection - electrode	18	256_electrochemical_immunosensor_crp_detection
257	sicp - moulding - powder - vol - si3n4	18	257_sicp_moulding_powder_vol
258	ppp - infrastructure - projects - subcontractor - private	18	258_ppp_infrastructure_projects_subcontractor
259	captcha - personality - voice - letters - eye	18	259_captcha_personality_voice_letters
260	gii - hadv - norovirus - a71 - gastroenteritis	18	260_gii_hadv_norovirus_a71
261	stroke - ischemic - ais - nihss - nwu	18	261_stroke_ischemic_ais_nihss
262	dredged - pavement - sediments - cement - opc	18	262_dredged_pavement_sediments_cement
263	supercapacitor - graphene - capacitance - supercapacitors - density	17	263_supercapacitor_graphene_capacitance_supercapacitors
264	corruption - cpi - prosperity - education - firearms	17	264_corruption_cpi_prosperity_education
265	biofilm - chitosan - vanillin - fluoride - duwls	17	265_biofilm_chitosan_vanillin_fluoride
266	cdtb - cdta - cdr1 - mpr1 - albicans	17	266_cdtb_cdta_cdr1_mpr1
267	access - cancer - drugs - screening - colorectal	17	267_access_cancer_drugs_screening
268	masticatory - denture - bite - wearers - peanut	17	268_masticatory_denture_bite_wearers
269	sulfonated - membrane - proton - speek - ether	17	269_sulfonated_membrane_proton_speek
270	pr - prb - pra - progesterone - breast	17	270_pr_prb_pra_progesterone
271	steel - girder - columns - concrete - girders	17	271_steel_girder_columns_concrete
272	antimicrobial - antibiotic - amr - antibiotics - asp	17	272_antimicrobial_antibiotic_amr_antibiotics
273	biorefinery - pulping - kraft - pulp - process	17	273_biorefinery_pulping_kraft_pulp
274	methylation - hpv - cervical - hpv16 - promoter	17	274_methylation_hpv_cervical_hpv16
275	robot - automation - robots - autonomous - twin	17	275_robot_automation_robots_autonomous
276	membranes - membrane - pvdf - tio2 - flux	17	276_membranes_membrane_pvdf_tio2
277	pharmacists - pharmacy - community - hds - pharmacist	16	277_pharmacists_pharmacy_community_hds
278	canine - dogs - oral - tumors - lom	16	278_canine_dogs_oral_tumors
279	formula - formulas - conditional - moments - swaps	16	279_formula_formulas_conditional_moments
280	periodontitis - periodontal - flowcharts - cal - salivary	16	280_periodontitis_periodontal_flowcharts_cal
281	peptides - ace - kda - fraction - scavenging	16	281_peptides_ace_kda_fraction
282	iii - nzvi - removal - adsorption - arsenate	16	282_iii_nzvi_removal_adsorption
283	dtmuv - ducks - duck - tembusu - mosquitoes	16	283_dtmuv_ducks_duck_tembusu
284	sccmec - mrsa - methicillin - isolates - staphylococcus	16	284_sccmec_mrsa_methicillin_isolates
285	death - acceptance - spiritual - buddhist - care	16	285_death_acceptance_spiritual_buddhist
286	colonoscopy - adr - endoscopists - polyps - lci	16	286_colonoscopy_adr_endoscopists_polyps
287	peritonitis - peritoneal - catheter - dialysis - pd	16	287_peritonitis_peritoneal_catheter_dialysis
288	fuel - pemfc - converter - algorithm - optimization	16	288_fuel_pemfc_converter_algorithm
289	glycerol - propanediol - hydrogenolysis - amo - layered	16	289_glycerol_propanediol_hydrogenolysis_amo
290	covid - 19 - pandemic - perceived - anxiety	15	290_covid_19_pandemic_perceived
291	rice - bioaccessible - arsenic - consumption - cadmium	15	291_rice_bioaccessible_arsenic_consumption
292	vaginal - postmenopausal - menopause - women - genitourinary	15	292_vaginal_postmenopausal_menopause_women
293	baumannii - colistin - fosfomycin - carbapenem - isolates	15	293_baumannii_colistin_fosfomycin_carbapenem
294	bc - wound - cellulose - film - bacterial	15	294_bc_wound_cellulose_film
295	tendon - fhl - peroneal - mkh - accessory	15	295_tendon_fhl_peroneal_mkh
296	quantum - algorithm - classical - qaoa - grover	15	296_quantum_algorithm_classical_qaoa
297	aki - kidney - injury - igfbp7 - acute	15	297_aki_kidney_injury_igfbp7
298	ripening - durian - fruit - auxin - ethylene	15	298_ripening_durian_fruit_auxin
299	sars - cov - device - detection - covid	15	299_sars_cov_device_detection
300	adsorption - h2 - zro2 - vo - tio	15	300_adsorption_h2_zro2_vo
301	pla - nr - rubber - nsio2 - pcl	15	301_pla_nr_rubber_nsio2
302	trigeminal - cgrp - migraine - neurons - pain	14	302_trigeminal_cgrp_migraine_neurons
303	release - drug - permeation - transdermal - dpnr	14	303_release_drug_permeation_transdermal
304	titanium - ti - dlc - anodized - anodization	14	304_titanium_ti_dlc_anodized
305	stock - neural - prediction - trading - market	14	305_stock_neural_prediction_trading
306	codes - graphs - cayley - finite - rings	14	306_codes_graphs_cayley_finite
307	resolution - super - image - network - attention	14	307_resolution_super_image_network
308	lps - macrophages - sepsis - ezh2 - mice	14	308_lps_macrophages_sepsis_ezh2
309	hydrogen - succinic - production - fermentation - clostridium	14	309_hydrogen_succinic_production_fermentation
310	nanoemulsion - cinnamon - clove - oil - nanoemulsions	14	310_nanoemulsion_cinnamon_clove_oil
311	anorectal - defecation - anal - biofeedback - fi	14	311_anorectal_defecation_anal_biofeedback
312	gini - income - lorenz - inequality - form	14	312_gini_income_lorenz_inequality
313	leadership - teacher - school - teachers - principals	14	313_leadership_teacher_school_teachers
314	sleep - pulse - snoring - psg - wave	14	314_sleep_pulse_snoring_psg
315	polymerization - ethylene - hexene - thf - tnoa	14	315_polymerization_ethylene_hexene_thf
316	micp - spores - urea - soil - calcite	14	316_micp_spores_urea_soil
317	apis - honey - honeybee - mellifera - bee	14	317_apis_honey_honeybee_mellifera
318	cr - vi - chromium - extraction - electromembrane	14	318_cr_vi_chromium_extraction
319	sofc - fuel - system - soec - power	14	319_sofc_fuel_system_soec
320	graph - edge - skirted - graphs - vertex	14	320_graph_edge_skirted_graphs
321	smart - building - energy - bems - appliance	14	321_smart_building_energy_bems
322	records - speleothem - isotope - δ18o - monsoon	13	322_records_speleothem_isotope_δ18o
323	aeromonas - hydrophila - isolates - vah - veronii	13	323_aeromonas_hydrophila_isolates_vah
324	fruits - insect - abundance - richness - bee	13	324_fruits_insect_abundance_richness
325	fad - flavin - etfab - bcd - iso	13	325_fad_flavin_etfab_bcd
326	muslim - malay - religious - muslims - ayutthaya	13	326_muslim_malay_religious_muslims
327	wheezing - allergy - children - aaf - allergic	13	327_wheezing_allergy_children_aaf
328	starch - starches - rice - glutinous - flour	13	328_starch_starches_rice_glutinous
329	cbct - root - mandibular - arch - canal	13	329_cbct_root_mandibular_arch
330	rabies - id - rabv - prophylaxis - vaccines	13	330_rabies_id_rabv_prophylaxis
331	hnscc - methylation - pbmcs - squamous - oscc	13	331_hnscc_methylation_pbmcs_squamous
332	transgender - depression - sexual - gender - dysfunction	13	332_transgender_depression_sexual_gender
333	buddhist - ethics - ethical - modernity - buddhism	13	333_buddhist_ethics_ethical_modernity
334	reservoir - decline - commingled - gas - layer	13	334_reservoir_decline_commingled_gas
335	extract - tpl - antioxidant - hepg2 - indicum	13	335_extract_tpl_antioxidant_hepg2
336	blastocystis - stercoralis - entamoeba - infections - parasitic	13	336_blastocystis_stercoralis_entamoeba_infections
337	spo2 - covid - affective - long - physio	12	337_spo2_covid_affective_long
338	sinus - frontal - draf - petrous - endoscopic	12	338_sinus_frontal_draf_petrous
339	poroelastic - foundations - rigid - dynamic - foundation	12	339_poroelastic_foundations_rigid_dynamic
340	pd - fame - mcm - hydrogenation - sba	12	340_pd_fame_mcm_hydrogenation
341	genistein - ovx - nash - rats - hfhf	12	341_genistein_ovx_nash_rats
342	migrant - migration - workers - policy - inequalities	12	342_migrant_migration_workers_policy
343	silver - colloids - cellulose - nanoparticles - cmcs	12	343_silver_colloids_cellulose_nanoparticles
344	infliximab - secukinumab - p13 - psa - biosimilar	12	344_infliximab_secukinumab_p13_psa
345	pleistocene - fossil - miocene - sung - khok	12	345_pleistocene_fossil_miocene_sung
346	ballistic - polybenzoxazine - friction - composites - aramid	12	346_ballistic_polybenzoxazine_friction_composites
347	crassna - leaves - mangiferin - extracts - tlc	12	347_crassna_leaves_mangiferin_extracts
348	h2 - halophytica - production - hydrogenase - cyanobacterium	12	348_h2_halophytica_production_hydrogenase
349	peri - implant - implantitis - abutment - tissue	12	349_peri_implant_implantitis_abutment
350	prrsv - pigs - porcine - vaccinated - mlv	12	350_prrsv_pigs_porcine_vaccinated
351	sensor - voc - sensing - methanol - vocs	12	351_sensor_voc_sensing_methanol
352	pwm - overmodulation - converters - voltage - inverters	12	352_pwm_overmodulation_converters_voltage
353	eca - 233 - asiatica - centella - madecassoside	11	353_eca_233_asiatica_centella
354	nanomaterials - cuonps - toxicity - nanoparticles - plants	11	354_nanomaterials_cuonps_toxicity_nanoparticles
355	pluripotency - pluripotent - ipscs - reprogramming - rabbit	11	355_pluripotency_pluripotent_ipscs_reprogramming
356	crispr - sars - cov - cas12a - detection	11	356_crispr_sars_cov_cas12a
357	crocodiles - freshwater - crocodylus - pharmacokinetic - intramuscular	11	357_crocodiles_freshwater_crocodylus_pharmacokinetic
358	krfpc - antimalarial - hcshmt - mangiferin - thf	11	358_krfpc_antimalarial_hcshmt_mangiferin
359	gvhd - nrm - acute - gdf - elafin	11	359_gvhd_nrm_acute_gdf
360	jig - separation - hybrid - plastics - flotation	11	360_jig_separation_hybrid_plastics
361	oyster - salmonella - contamination - coliforms - beaches	11	361_oyster_salmonella_contamination_coliforms
362	oryzanol - lycopene - basil - mushroom - rbao	11	362_oryzanol_lycopene_basil_mushroom
363	color - pigments - 3d - nm - reflectance	11	363_color_pigments_3d_nm
364	uv - shelf - dmdc - juice - microbial	10	364_uv_shelf_dmdc_juice
365	resonant - nonlinear - quantum - harmonic - weakly	10	365_resonant_nonlinear_quantum_harmonic
366	fluorescence - gqds - fluorescent - fluorescein - go	10	366_fluorescence_gqds_fluorescent_fluorescein
367	instances - minority - tree - class - classifier	10	367_instances_minority_tree_class
368	coding - video - hevc - partitioning - vvc	10	368_coding_video_hevc_partitioning
369	mindfulness - self - athletes - narcissistic - grit	10	369_mindfulness_self_athletes_narcissistic
370	bats - bat - contact - borne - zoonotic	10	370_bats_bat_contact_borne

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: 0.8.33
• UMAP: 0.5.6
• Pandas: 2.2.2
• Scikit-Learn: 1.4.2
• Sentence-transformers: 2.7.0
• Transformers: 4.40.2
• Numba: 0.59.1
• Plotly: 5.22.0
• Python: 3.10.12