panda

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("mond45/panda")

topic_model.get_topic_info()

Topic overview

• Number of topics: 386
• Number of training documents: 20776

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	and - of - the - to - in	10	-1_and_of_the_to
0	proton - collisions - tev - boson - cms	6195	0_proton_collisions_tev_boson
1	af - cardiac - heart - ventricular - patients	563	1_af_cardiac_heart_ventricular
2	supply - innovation - chain - smes - business	266	2_supply_innovation_chain_smes
3	graph - graphs - finite - mathbb - we	211	3_graph_graphs_finite_mathbb
4	microalgae - synechocystis - cyanobacteria - biomass - production	210	4_microalgae_synechocystis_cyanobacteria_biomass
5	resin - bond - fluoride - dentin - biofilm	189	5_resin_bond_fluoride_dentin
6	firms - board - corporate - market - firm	148	6_firms_board_corporate_market
7	glaucoma - eyes - corneal - iop - intraocular	148	7_glaucoma_eyes_corneal_iop
8	photocatalytic - tio2 - visible - photocatalysts - light	145	8_photocatalytic_tio2_visible_photocatalysts
9	hiv - art - cd4 - antiretroviral - children	135	9_hiv_art_cd4_antiretroviral
10	power - pv - electricity - energy - generation	121	10_power_pv_electricity_energy
11	pressure - gpa - structure - electronic - phonon	114	11_pressure_gpa_structure_electronic
12	mcr - isolates - coli - resistance - colistin	111	12_mcr_isolates_coli_resistance
13	skin - psoriasis - acne - laser - sebum	105	13_skin_psoriasis_acne_laser
14	strain - streptomyces - mk - micromonospora - genus	105	14_strain_streptomyces_mk_micromonospora
15	mathbf - networks - sparse - we - learning	102	15_mathbf_networks_sparse_we
16	osteogenic - differentiation - expression - cells - pulp	98	16_osteogenic_differentiation_expression_cells
17	prrsv - pigs - virus - dogs - porcine	98	17_prrsv_pigs_virus_dogs
18	quantum - qubit - dipole - algorithm - we	98	18_quantum_qubit_dipole_algorithm
19	pla - pbs - blend - poly - pbat	97	19_pla_pbs_blend_poly
20	booster - vaccine - vaccination - bnt162b2 - coronavac	96	20_booster_vaccine_vaccination_bnt162b2
21	brand - customer - intention - trust - purchase	96	21_brand_customer_intention_trust
22	shrimp - wssv - vpahpnd - monodon - penaeus	96	22_shrimp_wssv_vpahpnd_monodon
23	elegans - neuroprotective - glutamate - extract - extracts	95	23_elegans_neuroprotective_glutamate_extract
24	fluorescence - fluorescent - sensor - ions - detection	94	24_fluorescence_fluorescent_sensor_ions
25	tilapia - fish - tilv - oreochromis - nile	93	25_tilapia_fish_tilv_oreochromis
26	mdd - depression - disorder - disorders - immune	91	26_mdd_depression_disorder_disorders
27	biodiesel - catalyst - transesterification - oil - reaction	91	27_biodiesel_catalyst_transesterification_oil
28	oer - electrocatalysts - orr - electrochemical - reduction	90	28_oer_electrocatalysts_orr_electrochemical
29	happiness - retirement - social - older - being	89	29_happiness_retirement_social_older
30	parkinson - pd - tremor - movement - motor	88	30_parkinson_pd_tremor_movement
31	antenna - mimo - 5g - metasurface - channel	86	31_antenna_mimo_5g_metasurface
32	thai - gothic - cultural - music - muslim	85	32_thai_gothic_cultural_music
33	rocks - fault - triassic - basin - permian	83	33_rocks_fault_triassic_basin
34	learning - students - online - teachers - skills	81	34_learning_students_online_teachers
35	zinc - zn - batteries - electrolyte - zibs	81	35_zinc_zn_batteries_electrolyte
36	optimization - design - control - robust - controller	79	36_optimization_design_control_robust
37	asean - political - china - party - law	78	37_asean_political_china_party
38	income - tax - gini - economic - investment	77	38_income_tax_gini_economic
39	fish - reproductive - digestive - histological - pranburi	76	39_fish_reproductive_digestive_histological
40	adsorption - adsorbent - dom - removal - activated	76	40_adsorption_adsorbent_dom_removal
41	ash - geopolymer - cement - fly - concrete	73	41_ash_geopolymer_cement_fly
42	aki - kidney - injury - rrt - acute	73	42_aki_kidney_injury_rrt
43	cancer - lung - akt - csc - cells	72	43_cancer_lung_akt_csc
44	electrode - sensor - electrochemical - detection - glucose	71	44_electrode_sensor_electrochemical_detection
45	concrete - beams - steel - shear - reinforced	71	45_concrete_beams_steel_shear
46	sleep - diabetes - osa - glucose - hba1c	68	46_sleep_diabetes_osa_glucose
47	lumbar - fusion - spine - interbody - endoscopic	67	47_lumbar_fusion_spine_interbody
48	compounds - cytotoxicity - isolated - ic50 - alkaloids	65	48_compounds_cytotoxicity_isolated_ic50
49	elastic - beam - surface - element - substrate	64	49_elastic_beam_surface_element
50	pyrolysis - catalyst - catalytic - ni - catalysts	63	50_pyrolysis_catalyst_catalytic_ni
51	flood - disaster - tsunami - damage - bcm	63	51_flood_disaster_tsunami_damage
52	text - word - language - sentence - thai	63	52_text_word_language_sentence
53	coral - corals - reefs - gulf - species	62	53_coral_corals_reefs_gulf
54	nasal - rhinosinusitis - rhinitis - saline - incs	62	54_nasal_rhinosinusitis_rhinitis_saline
55	thalassemia - g6pd - transfusion - tdt - hbe	62	55_thalassemia_g6pd_transfusion_tdt
56	cognitive - hearing - moca - dementia - memory	61	56_cognitive_hearing_moca_dementia
57	english - students - reading - language - writing	60	57_english_students_reading_language
58	ceo2 - ni - catalysts - catalyst - co2	60	58_ceo2_ni_catalysts_catalyst
59	hawc - gamma - ray - observatory - tev	60	59_hawc_gamma_ray_observatory
60	nursing - nurses - nurse - competence - managerial	59	60_nursing_nurses_nurse_competence
61	nps - chitosan - nanoparticles - delivery - curcumin	59	61_nps_chitosan_nanoparticles_delivery
62	english - learners - l1 - thai - corpus	59	62_english_learners_l1_thai
63	galaxies - star - alma - stellar - galaxy	59	63_galaxies_star_alma_stellar
64	nov - species - sp - genus - snail	58	64_nov_species_sp_genus
65	robot - grasping - actuator - stiffness - torque	58	65_robot_grasping_actuator_stiffness
66	rubber - nr - composites - vulcanization - natural	58	66_rubber_nr_composites_vulcanization
67	cellulose - agnps - cmc - hydrogels - starch	58	67_cellulose_agnps_cmc_hydrogels
68	salt - rice - stress - tolerance - kdml105	57	68_salt_rice_stress_tolerance
69	network - iot - cloud - wireless - traffic	55	69_network_iot_cloud_wireless
70	schizophrenia - deficit - igm - iga - symptoms	54	70_schizophrenia_deficit_igm_iga
71	hpv - cervical - cancer - women - papillomavirus	54	71_hpv_cervical_cancer_women
72	antioxidant - phenolic - riceberry - bean - seed	53	72_antioxidant_phenolic_riceberry_bean
73	farmers - peasant - agroecology - farming - agriculture	53	73_farmers_peasant_agroecology_farming
74	electric - field - particle - cell - trapping	52	74_electric_field_particle_cell
75	spp - parasites - canis - bartonella - immitis	52	75_spp_parasites_canis_bartonella
76	quicke - braconidae - species - hymenoptera - nov	52	76_quicke_braconidae_species_hymenoptera
77	forest - mangrove - forests - trees - soil	51	77_forest_mangrove_forests_trees
78	job - employees - employee - turnover - embeddedness	50	78_job_employees_employee_turnover
79	variants - exome - sequencing - variant - genetic	50	79_variants_exome_sequencing_variant
80	levan - levansucrase - inulosucrase - enzyme - maltose	50	80_levan_levansucrase_inulosucrase_enzyme
81	warehouse - inventory - cost - problem - scheduling	50	81_warehouse_inventory_cost_problem
82	undrained - stability - anisotropic - clays - tunnels	49	82_undrained_stability_anisotropic_clays
83	black - gravity - holes - hole - drgt	49	83_black_gravity_holes_hole
84	lignin - pyrolysis - biomass - bio - torrefaction	49	84_lignin_pyrolysis_biomass_bio
85	land - rainfall - basin - area - climate	48	85_land_rainfall_basin_area
86	pain - tka - knee - morphine - postoperative	48	86_pain_tka_knee_morphine
87	pythiosis - insidiosum - fungal - pythium - keratitis	48	87_pythiosis_insidiosum_fungal_pythium
88	alcohol - smoking - cannabis - tobacco - drinking	48	88_alcohol_smoking_cannabis_tobacco
89	furfural - hmf - catalysts - catalyst - hydroxymethylfurfural	47	89_furfural_hmf_catalysts_catalyst
90	sjs - hla - ten - reactions - drug	47	90_sjs_hla_ten_reactions
91	oa - knee - synovial - osteoarthritis - rtl	45	91_oa_knee_synovial_osteoarthritis
92	tb - tuberculosis - mtbc - mtb - mycobacterium	45	92_tb_tuberculosis_mtbc_mtb
93	glucosidase - inhibitory - compounds - antidiabetic - inhibition	45	93_glucosidase_inhibitory_compounds_antidiabetic
94	forecasting - semantic - forecast - weather - arima	44	94_forecasting_semantic_forecast_weather
95	anesthesia - anesthetic - incidents - perioperative - paad	44	95_anesthesia_anesthetic_incidents_perioperative
96	seizure - epilepsy - seizures - eeg - neurological	44	96_seizure_epilepsy_seizures_eeg
97	petri - bpmn - timed - workflow - nets	44	97_petri_bpmn_timed_workflow
98	flow - drift - velocity - wake - flux	44	98_flow_drift_velocity_wake
99	groundwater - pb - contamination - metals - cd	44	99_groundwater_pb_contamination_metals
100	pertussis - rsv - vaccine - vaccination - children	43	100_pertussis_rsv_vaccine_vaccination
101	covid - 19 - pandemic - health - countries	43	101_covid_19_pandemic_health
102	lupus - sle - fcgriib - mice - fcγriib	43	102_lupus_sle_fcgriib_mice
103	energy - δln - emissions - sector - policy	43	103_energy_δln_emissions_sector
104	consortium - degradation - degrading - biodegradation - profenofos	41	104_consortium_degradation_degrading_biodegradation
105	co2 - mea - amine - amp - absorption	41	105_co2_mea_amine_amp
106	reactor - fluidized - sorbent - bed - co2	41	106_reactor_fluidized_sorbent_bed
107	microplastics - mps - microplastic - plastic - pollution	41	107_microplastics_mps_microplastic_plastic
108	gaas - insb - nanowires - epitaxy - gasb	40	108_gaas_insb_nanowires_epitaxy
109	falciparum - plasmodium - malaria - vivax - parasite	40	109_falciparum_plasmodium_malaria_vivax
110	mutations - imperfecta - mutation - heterozygous - teeth	40	110_mutations_imperfecta_mutation_heterozygous
111	silk - fibroin - sf - hydrogel - scaffolds	40	111_silk_fibroin_sf_hydrogel
112	curcumin - cur - cisplatin - pain - prodrug	40	112_curcumin_cur_cisplatin_pain
113	pain - neck - office - back - workers	40	113_pain_neck_office_back
114	stone - aldosterone - urinary - oxalate - urolithiasis	39	114_stone_aldosterone_urinary_oxalate
115	macaques - macaque - macaca - fascicularis - tailed	39	115_macaques_macaque_macaca_fascicularis
116	herbal - curcuma - species - barcoding - speciosa	39	116_herbal_curcuma_species_barcoding
117	species - kidyoo - corolla - ceropegia - lobes	39	117_species_kidyoo_corolla_ceropegia
118	caries - dental - oral - health - children	39	118_caries_dental_oral_health
119	transit - motorcycle - bangkok - bus - rha	39	119_transit_motorcycle_bangkok_bus
120	cd - rice - cadmium - edta - arsenic	38	120_cd_rice_cadmium_edta
121	llms - cactus - language - tasks - llm	38	121_llms_cactus_language_tasks
122	leptospira - leptospirosis - interrogans - lipl32 - serovar	38	122_leptospira_leptospirosis_interrogans_lipl32
123	hiv - plhiv - plwh - antiretroviral - art	38	123_hiv_plhiv_plwh_antiretroviral
124	candollei - mirifica - pueraria - isoflavonoids - cultures	37	124_candollei_mirifica_pueraria_isoflavonoids
125	hardness - coatings - ks - wear - prime	36	125_hardness_coatings_ks_wear
126	dose - ct - radiation - cbct - kv	36	126_dose_ct_radiation_cbct
127	γcd - solubility - cyclodextrin - complexes - aqueous	35	127_γcd_solubility_cyclodextrin_complexes
128	hbv - hepatitis - hbsag - chb - hbeag	35	128_hbv_hepatitis_hbsag_chb
129	resonant - equation - equations - schrödinger - mechanics	35	129_resonant_equation_equations_schrödinger
130	steam - cao - reforming - gasification - co2	35	130_steam_cao_reforming_gasification
131	asd - autism - bpa - apap - bdnf	34	131_asd_autism_bpa_apap
132	anaerobic - wastewater - cod - mbr - bioreactor	34	132_anaerobic_wastewater_cod_mbr
133	eus - segmentation - lesions - images - ai	34	133_eus_segmentation_lesions_images
134	plant - antibody - binding - produced - neoantigen	34	134_plant_antibody_binding_produced
135	pd - peritoneal - dialysis - peritonitis - pdopps	34	135_pd_peritoneal_dialysis_peritonitis
136	alu - dna - methylation - hypomethylation - epigenetic	33	136_alu_dna_methylation_hypomethylation
137	nutrition - hpn - septic - sepsis - parenteral	33	137_nutrition_hpn_septic_sepsis
138	waste - management - msw - solid - municipal	33	138_waste_management_msw_solid
139	preeclampsia - placental - uterine - trimester - pregnant	32	139_preeclampsia_placental_uterine_trimester
140	extraction - gold - hfslm - stripping - mercury	32	140_extraction_gold_hfslm_stripping
141	cov - sars - binding - 3clpro - mpro	32	141_cov_sars_binding_3clpro
142	ammonia - nitrification - nitrogen - nitrifying - oxidizing	32	142_ammonia_nitrification_nitrogen_nitrifying
143	artery - facial - nerve - cadavers - arteries	32	143_artery_facial_nerve_cadavers
144	cd - inclusion - cyclodextrin - βcd - complexes	32	144_cd_inclusion_cyclodextrin_βcd
145	eeg - emotion - bci - classification - signals	32	145_eeg_emotion_bci_classification
146	software - web - code - testing - test	31	146_software_web_code_testing
147	oil - surfactant - wax - oilfield - recovery	31	147_oil_surfactant_wax_oilfield
148	nafld - fibrosis - liver - steatosis - apri	31	148_nafld_fibrosis_liver_steatosis
149	perovskite - solar - pscs - perovskites - cigs	31	149_perovskite_solar_pscs_perovskites
150	extract - antioxidant - extracts - activities - macrophylla	31	150_extract_antioxidant_extracts_activities
151	version - validity - qol - reliability - thai	31	151_version_validity_qol_reliability
152	hcv - hepatitis - hbv - infection - rna	31	152_hcv_hepatitis_hbv_infection
153	gnss - positioning - pwv - cors - navigation	31	153_gnss_positioning_pwv_cors
154	car - lymphoma - cell - cd19 - survival	31	154_car_lymphoma_cell_cd19
155	blockchain - bct - iot - bpm - trust	31	155_blockchain_bct_iot_bpm
156	biliary - drainage - ercp - eus - stent	31	156_biliary_drainage_ercp_eus
157	addiction - media - smartphone - screen - children	31	157_addiction_media_smartphone_screen
158	nov - sp - species - enghoff - genus	30	158_nov_sp_species_enghoff
159	candida - gut - mice - bg - dysbiosis	30	159_candida_gut_mice_bg
160	oscillators - waveguide - photon - coupling - hair	30	160_oscillators_waveguide_photon_coupling
161	species - tylototriton - verrucosus - snake - feihyla	30	161_species_tylototriton_verrucosus_snake
162	npc - ebv - nasopharyngeal - adc - radiation	30	162_npc_ebv_nasopharyngeal_adc
163	pda - polydiacetylene - reversible - nanocomposites - assemblies	30	163_pda_polydiacetylene_reversible_nanocomposites
164	pm2 - air - pm10 - pollution - traffic	30	164_pm2_air_pm10_pollution
165	bile - lab - fermented - cholesterol - bacillus	30	165_bile_lab_fermented_cholesterol
166	aclf - liver - cirrhosis - aarc - failure	30	166_aclf_liver_cirrhosis_aarc
167	grass - pretreatment - napier - fermentation - pretreated	29	167_grass_pretreatment_napier_fermentation
168	battery - vanadium - zinc - vrfb - flow	29	168_battery_vanadium_zinc_vrfb
169	traffic - travel - gps - road - prediction	29	169_traffic_travel_gps_road
170	dose - vmat - plans - field - beam	29	170_dose_vmat_plans_field
171	hydroxyapatite - brake - eggshell - powder - calcium	29	171_hydroxyapatite_brake_eggshell_powder
172	sperm - semen - cryopreservation - motility - spermatozoa	29	172_sperm_semen_cryopreservation_motility
173	leishmania - leishmaniasis - martiniquensis - trypanosoma - mundinia	29	173_leishmania_leishmaniasis_martiniquensis_trypanosoma
174	random - bounds - approximation - stein - cdo	29	174_random_bounds_approximation_stein
175	dosing - mic - pharmacokinetic - meropenem - vancomycin	29	175_dosing_mic_pharmacokinetic_meropenem
176	juno - neutrino - scintillator - detector - pmts	29	176_juno_neutrino_scintillator_detector
177	clustering - series - reward - outlier - time	28	177_clustering_series_reward_outlier
178	pesticide - pesticides - farmers - exposure - op	28	178_pesticide_pesticides_farmers_exposure
179	pd - catalysts - glycerol - fame - pt	28	179_pd_catalysts_glycerol_fame
180	adsorption - co2 - zif - carbon - mil	28	180_adsorption_co2_zif_carbon
181	dismantling - pahs - waste - workers - metals	28	181_dismantling_pahs_waste_workers
182	cos - broilers - diet - yolk - supplementation	28	182_cos_broilers_diet_yolk
183	user - recommendation - rating - recommender - item	27	183_user_recommendation_rating_recommender
184	neutron - stars - matter - star - quark	27	184_neutron_stars_matter_star
185	hypertension - ht - pressure - hbp - blood	27	185_hypertension_ht_pressure_hbp
186	electrochemical - immunosensor - detection - crp - cortisol	27	186_electrochemical_immunosensor_detection_crp
187	ethanol - catalysts - catalyst - ethylene - catalytic	27	187_ethanol_catalysts_catalyst_ethylene
188	mindfulness - abuse - self - drawings - athletes	27	188_mindfulness_abuse_self_drawings
189	cov - sars - rbd - fc - vaccine	27	189_cov_sars_rbd_fc
190	oral - olp - pain - oidp - planus	27	190_oral_olp_pain_oidp
191	allergens - allergen - der - hdm - ige	27	191_allergens_allergen_der_hdm
192	cca - cholangiocarcinoma - lin28b - fluke - necroptosis	27	192_cca_cholangiocarcinoma_lin28b_fluke
193	surfactant - surfactants - detergency - microemulsion - washing	27	193_surfactant_surfactants_detergency_microemulsion
194	sars - cov - detection - crispr - covid	27	194_sars_cov_detection_crispr
195	ba - hcc - liver - atresia - mir	27	195_ba_hcc_liver_atresia
196	implant - cais - implants - static - placement	27	196_implant_cais_implants_static
197	thyroid - ptc - mutation - braf - niftp	26	197_thyroid_ptc_mutation_braf
198	ppp - infrastructure - projects - project - subcontractor	26	198_ppp_infrastructure_projects_project
199	chikv - zikv - denv - chikungunya - mosquitoes	26	199_chikv_zikv_denv_chikungunya
200	ibd - uc - colitis - bowel - ibs	26	200_ibd_uc_colitis_bowel
201	sows - piglets - piglet - farrowing - colostrum	26	201_sows_piglets_piglet_farrowing
202	claudin - odontogenic - ameloblastoma - lesions - pten	26	202_claudin_odontogenic_ameloblastoma_lesions
203	earthquake - seismic - liquefaction - ground - northern	26	203_earthquake_seismic_liquefaction_ground
204	mhd - wave - equations - cem - pdi	26	204_mhd_wave_equations_cem
205	so - gauged - supergravity - supersymmetric - gauge	26	205_so_gauged_supergravity_supersymmetric
206	nsclc - chemotherapy - egfr - advanced - osimertinib	26	206_nsclc_chemotherapy_egfr_advanced
207	silver - ters - sers - raman - agmss	26	207_silver_ters_sers_raman
208	indoor - air - respiratory - exposure - pollution	26	208_indoor_air_respiratory_exposure
209	amh - kisspeptin - gilts - testicular - hormone	25	209_amh_kisspeptin_gilts_testicular
210	pna - nucleic - dna - acpcpna - pyrrolidinyl	25	210_pna_nucleic_dna_acpcpna
211	bim - construction - building - project - system	25	211_bim_construction_building_project
212	sigma - process - maintenance - defect - fmea	25	212_sigma_process_maintenance_defect
213	gc - column - chromatography - 2d - comprehensive	25	213_gc_column_chromatography_2d
214	classification - image - cnn - trash - classify	25	214_classification_image_cnn_trash
215	bar - t_ - 3872 - tetraquark - tetraquarks	24	215_bar_t__3872_tetraquark
216	lattice - ising - singlet - zeroes - fractons	24	216_lattice_ising_singlet_zeroes
217	goats - dcad - hta - milk - dairy	24	217_goats_dcad_hta_milk
218	venom - snakebite - antivenom - snake - antivenoms	24	218_venom_snakebite_antivenom_snake
219	ysz - anode - scgz - electrolyte - sintering	24	219_ysz_anode_scgz_electrolyte
220	methanol - dme - gasification - co2 - synthesis	23	220_methanol_dme_gasification_co2
221	sars - cov - wastewater - coronavirus - cats	23	221_sars_cov_wastewater_coronavirus
222	tac - tacrolimus - cyp3a5 - transplantation - kidney	23	222_tac_tacrolimus_cyp3a5_transplantation
223	protein - residue - residues - native - hv1	23	223_protein_residue_residues_native
224	flour - starch - rice - pasting - starches	23	224_flour_starch_rice_pasting
225	asfv - swine - csfv - asf - fever	23	225_asfv_swine_csfv_asf
226	radon - thoron - bq - msv - dose	23	226_radon_thoron_bq_msv
227	stroke - ischemic - ais - nihss - nwu	23	227_stroke_ischemic_ais_nihss
228	pani - conductivity - pss - polyaniline - electrical	22	228_pani_conductivity_pss_polyaniline
229	ckd - kidney - egfr - gfr - epi	22	229_ckd_kidney_egfr_gfr
230	exercise - hiit - training - endurance - obese	22	230_exercise_hiit_training_endurance
231	theories - symmetries - quiver - 2n - symmetry	22	231_theories_symmetries_quiver_2n
232	middle - east - subfamily - species - iran	22	232_middle_east_subfamily_species
233	mangostin - zebrafish - embryos - acanthamoeba - mangostana	22	233_mangostin_zebrafish_embryos_acanthamoeba
234	shielding - csi - glass - radiation - ray	21	234_shielding_csi_glass_radiation
235	mxene - ldh - ti3c2 - lithium - mah	21	235_mxene_ldh_ti3c2_lithium
236	aircraft - segmentation - images - remote - decoder	21	236_aircraft_segmentation_images_remote
237	stars - galaxy - cmb - metallicity - ksz	21	237_stars_galaxy_cmb_metallicity
238	plantar - foot - fasciitis - ankle - stretching	21	238_plantar_foot_fasciitis_ankle
239	gerd - esophageal - reflux - egj - achalasia	21	239_gerd_esophageal_reflux_egj
240	gaba - lactic - strain - sporolactobacillus - acid	21	240_gaba_lactic_strain_sporolactobacillus
241	tendon - repair - suture - arthroscopic - tear	21	241_tendon_repair_suture_arthroscopic
242	breast - mri - lesions - mammography - malignancy	21	242_breast_mri_lesions_mammography
243	lewis - catalysts - metathesis - sio2 - coke	21	243_lewis_catalysts_metathesis_sio2
244	biorefinery - scgs - pulping - pulp - kraft	21	244_biorefinery_scgs_pulping_pulp
245	bleeding - esd - ppi - rebleeding - endoscopic	21	245_bleeding_esd_ppi_rebleeding
246	groundwater - recharge - aquifer - river - saigon	20	246_groundwater_recharge_aquifer_river
247	ns3 - na - influenza - binding - protease	20	247_ns3_na_influenza_binding
248	classification - tuberculosis - tb - image - chest	20	248_classification_tuberculosis_tb_image
249	shape - memory - copolymers - epoxy - benzoxazine	20	249_shape_memory_copolymers_epoxy
250	heat - thermal - gshp - pumps - cooling	20	250_heat_thermal_gshp_pumps
251	inflation - inflaton - supergravity - supersymmetry - symmetry	20	251_inflation_inflaton_supergravity_supersymmetry
252	sofc - fuel - soec - steam - electrolysis	20	252_sofc_fuel_soec_steam
253	sts - children - sdcp - palsy - cerebral	20	253_sts_children_sdcp_palsy
254	topological - quantum - localized - wannier - mgo	19	254_topological_quantum_localized_wannier
255	building - bems - energy - smart - hvac	19	255_building_bems_energy_smart
256	sg - organoids - epithelial - gland - salivary	19	256_sg_organoids_epithelial_gland
257	probiotics - gut - synbiotic - lactobacillus - microbiome	19	257_probiotics_gut_synbiotic_lactobacillus
258	hydrate - methane - hydrates - formation - dissociation	19	258_hydrate_methane_hydrates_formation
259	lichen - usnea - parmotrema - xanthone - nmr	19	259_lichen_usnea_parmotrema_xanthone
260	federated - fl - privacy - learning - training	19	260_federated_fl_privacy_learning
261	sicp - moulding - si3n4 - powder - sintered	19	261_sicp_moulding_si3n4_powder
262	adolescent - anc - mothers - bangladesh - utilization	19	262_adolescent_anc_mothers_bangladesh
263	egfr - jak2 - tk - kinase - inhibitors	19	263_egfr_jak2_tk_kinase
264	formulas - formula - moments - swaps - conditional	19	264_formulas_formula_moments_swaps
265	deposits - storm - tsunami - beach - sea	19	265_deposits_storm_tsunami_beach
266	tdf - tenofovir - taf - rpv - switching	19	266_tdf_tenofovir_taf_rpv
267	records - speleothem - isotope - forcing - monsoon	18	267_records_speleothem_isotope_forcing
268	stock - prediction - market - neural - trading	18	268_stock_prediction_market_neural
269	caregivers - care - ciic - ltc - family	18	269_caregivers_care_ciic_ltc
270	resolution - super - image - network - lf	18	270_resolution_super_image_network
271	fuel - pemfc - converter - optimization - algorithm	18	271_fuel_pemfc_converter_optimization
272	sulfonated - membrane - proton - speek - conductivity	18	272_sulfonated_membrane_proton_speek
273	complexes - coordination - ligand - cu - ln	18	273_complexes_coordination_ligand_cu
274	depression - transgender - anxiety - trd - mental	18	274_depression_transgender_anxiety_trd
275	drug - network - associations - drugs - proteins	18	275_drug_network_associations_drugs
276	colonoscopy - adr - endoscopists - adenoma - polyps	18	276_colonoscopy_adr_endoscopists_adenoma
277	peritonitis - peritoneal - pd - dialysis - catheter	18	277_peritonitis_peritoneal_pd_dialysis
278	flavin - fad - c1 - hpa - nadh	17	278_flavin_fad_c1_hpa
279	plasma - hydrogenation - fame - discharge - margarine	17	279_plasma_hydrogenation_fame_discharge
280	dredged - pavement - sediments - cement - opc	17	280_dredged_pavement_sediments_cement
281	thioglycosides - synthesis - yields - pot - chlorides	17	281_thioglycosides_synthesis_yields_pot
282	moea - assembly - line - nsga - balancing	17	282_moea_assembly_line_nsga
283	cr - vi - chromium - extraction - electromembrane	17	283_cr_vi_chromium_extraction
284	ckd - calcification - cinacalcet - indoxyl - sulfate	17	284_ckd_calcification_cinacalcet_indoxyl
285	iloprost - bone - periodontal - prf - ofd	17	285_iloprost_bone_periodontal_prf
286	pharmacists - pharmacy - community - hds - pharmacist	17	286_pharmacists_pharmacy_community_hds
287	uv - dmdc - shelf - storage - juice	17	287_uv_dmdc_shelf_storage
288	nhi - health - households - healthcare - oop	16	288_nhi_health_households_healthcare
289	tourism - tourists - golf - local - coffee	16	289_tourism_tourists_golf_local
290	methylation - hpv - cervical - hpv16 - promoter	16	290_methylation_hpv_cervical_hpv16
291	camsap3 - mtorc2 - lung - microtubules - cancer	16	291_camsap3_mtorc2_lung_microtubules
292	sinus - endoscopic - skull - frontal - endonasal	16	292_sinus_endoscopic_skull_frontal
293	pbhs - gravitational - inflation - pbh - cosmological	16	293_pbhs_gravitational_inflation_pbh
294	inversion - adcigs - migration - image - optics	16	294_inversion_adcigs_migration_image
295	chaotic - resource - allee - fear - dynamics	16	295_chaotic_resource_allee_fear
296	covid - spo2 - affective - physio - long	16	296_covid_spo2_affective_physio
297	periodontitis - periodontal - flowcharts - cal - salivary	16	297_periodontitis_periodontal_flowcharts_cal
298	dtmuv - ducks - duck - tembusu - mosquitoes	16	298_dtmuv_ducks_duck_tembusu
299	death - acceptance - buddhist - spiritual - care	16	299_death_acceptance_buddhist_spiritual
300	ripening - durian - fruit - auxin - ethylene	16	300_ripening_durian_fruit_auxin
301	concrete - confined - ultimate - compressive - hemp	16	301_concrete_confined_ultimate_compressive
302	leadership - teacher - school - teachers - principals	16	302_leadership_teacher_school_teachers
303	ti - nitrogen - titanium - alloys - laser	16	303_ti_nitrogen_titanium_alloys
304	salmonella - oyster - contamination - vibrio - water	16	304_salmonella_oyster_contamination_vibrio
305	iii - nzvi - removal - arsenate - adsorption	15	305_iii_nzvi_removal_arsenate
306	classifier - minority - tree - instances - class	15	306_classifier_minority_tree_instances
307	membranes - membrane - tio2 - pvdf - grafting	15	307_membranes_membrane_tio2_pvdf
308	tyrosinase - melanin - mitf - melanogenic - sericin	15	308_tyrosinase_melanin_mitf_melanogenic
309	wound - bc - cellulose - films - dressing	15	309_wound_bc_cellulose_films
310	malaria - intervention - knowledge - aor - township	15	310_malaria_intervention_knowledge_aor
311	cdtb - cdta - mpr1 - cdr1 - albicans	15	311_cdtb_cdta_mpr1_cdr1
312	skeletal - cephalometric - airway - mma - convex	15	312_skeletal_cephalometric_airway_mma
313	literacy - parents - app - health - mchh	15	313_literacy_parents_app_health
314	wheezing - allergy - ar - children - allergic	15	314_wheezing_allergy_ar_children
315	kda - fraction - peptides - scavenging - radical	15	315_kda_fraction_peptides_scavenging
316	pesticide - organophosphate - pesticides - sensor - ache	15	316_pesticide_organophosphate_pesticides_sensor
317	oral - dogs - tumors - lom - ms	15	317_oral_dogs_tumors_lom
318	excavation - clay - diaphragm - ground - soft	15	318_excavation_clay_diaphragm_ground
319	soil - micp - spores - urea - calcite	15	319_soil_micp_spores_urea
320	lca - design - dfma - dfcwm - bim	15	320_lca_design_dfma_dfcwm
321	lps - macrophages - ezh2 - sepsis - mice	14	321_lps_macrophages_ezh2_sepsis
322	pain - injection - needling - lidocaine - usg	14	322_pain_injection_needling_lidocaine
323	supercapacitor - capacitance - supercapacitors - graphene - hybrid	14	323_supercapacitor_capacitance_supercapacitors_graphene
324	soa - db - amplifier - edfa - qd	14	324_soa_db_amplifier_edfa
325	prb - pr - pra - progesterone - breast	14	325_prb_pr_pra_progesterone
326	polymerization - ethylene - hexene - thf - tnoa	14	326_polymerization_ethylene_hexene_thf
327	slco1b1 - ugt1a1 - polymorphisms - irinotecan - abcc2	14	327_slco1b1_ugt1a1_polymorphisms_irinotecan
328	nanoemulsion - cinnamon - clove - oil - nanoemulsions	14	328_nanoemulsion_cinnamon_clove_oil
329	ecg - pulse - rppg - psg - video	14	329_ecg_pulse_rppg_psg
330	solubility - liquid - nrtl - lttms - tie	14	330_solubility_liquid_nrtl_lttms
331	fall - falls - home - elderly - hfhat	14	331_fall_falls_home_elderly
332	nanopore - rna - sequencing - editing - rnas	14	332_nanopore_rna_sequencing_editing
333	iot - imsi - security - rfid - authentication	14	333_iot_imsi_security_rfid
334	tendon - fhl - peroneal - mkh - accessory	14	334_tendon_fhl_peroneal_mkh
335	amplitudes - string - loop - scattering - ambitwistor	14	335_amplitudes_string_loop_scattering
336	release - drug - permeation - transdermal - insulin	14	336_release_drug_permeation_transdermal
337	rabies - id - rabv - prophylaxis - vaccines	13	337_rabies_id_rabv_prophylaxis
338	reservoir - decline - commingled - gas - layer	13	338_reservoir_decline_commingled_gas
339	apis - honey - honeybee - mellifera - bee	13	339_apis_honey_honeybee_mellifera
340	covid - 19 - severe - ssc - variants	13	340_covid_19_severe_ssc
341	titanium - dlc - ti - anodization - surface	13	341_titanium_dlc_ti_anodization
342	chest - plb - ftlp - wall - copd	13	342_chest_plb_ftlp_wall
343	hydrogenation - fe - catalysts - selectivity - co2	13	343_hydrogenation_fe_catalysts_selectivity
344	crocodiles - amoxicillin - freshwater - crocodylus - pharmacokinetic	13	344_crocodiles_amoxicillin_freshwater_crocodylus
345	robot - automation - autonomous - robots - twin	13	345_robot_automation_autonomous_robots
346	masticatory - denture - bite - wearers - peanut	13	346_masticatory_denture_bite_wearers
347	rollover - tripped - untripped - rollovers - neural	13	347_rollover_tripped_untripped_rollovers
348	microneedles - microneedle - microsuture - skin - prn	13	348_microneedles_microneedle_microsuture_skin
349	peri - implant - implantitis - abutment - tissue	13	349_peri_implant_implantitis_abutment
350	students - teaching - physiology - medical - learning	13	350_students_teaching_physiology_medical
351	ballistic - polybenzoxazine - friction - composites - aramid	13	351_ballistic_polybenzoxazine_friction_composites
352	kidney - dialysis - countries - hdf - conservative	12	352_kidney_dialysis_countries_hdf
353	covid - 19 - pandemic - distancing - resilience	12	353_covid_19_pandemic_distancing
354	radar - photonic - bandwidth - autonomous - vehicles	12	354_radar_photonic_bandwidth_autonomous
355	poroelastic - foundations - rigid - dynamic - foundation	12	355_poroelastic_foundations_rigid_dynamic
356	h2 - halophytica - production - hydrogenase - cyanobacterium	12	356_h2_halophytica_production_hydrogenase
357	rhizosphere - plant - soil - microbial - diversity	12	357_rhizosphere_plant_soil_microbial
358	heritages - urban - cultural - ordinary - heritage	12	358_heritages_urban_cultural_ordinary
359	counting - plaque - automated - rbc - nrbc	12	359_counting_plaque_automated_rbc
360	adsorption - h2 - zro2 - vo - hydrogen	12	360_adsorption_h2_zro2_vo
361	pricing - tensor - asset - financial - machine	12	361_pricing_tensor_asset_financial
362	mdd - pufas - dr - vitamins - dentium	12	362_mdd_pufas_dr_vitamins
363	crack - cracks - singular - weakly - boundary	12	363_crack_cracks_singular_weakly
364	fruits - insect - abundance - richness - bee	12	364_fruits_insect_abundance_richness
365	antimicrobial - antibiotic - asp - antibiotics - pediatric	12	365_antimicrobial_antibiotic_asp_antibiotics
366	shfz - ปกรณ - fixation - fracture - plate	12	366_shfz_ปกรณ_fixation_fracture
367	exchanger - hen - heat - retrofit - refrigeration	12	367_exchanger_hen_heat_retrofit
368	pleistocene - fossil - miocene - sung - khok	12	368_pleistocene_fossil_miocene_sung
369	dielectric - electrostriction - vdf - pu - tpus	12	369_dielectric_electrostriction_vdf_pu
370	hnscc - methylation - squamous - oscc - pbmcs	11	370_hnscc_methylation_squamous_oscc
371	perturbative - fock - representations - sda - gsl	11	371_perturbative_fock_representations_sda
372	screening - cancer - crc - cost - colon	11	372_screening_cancer_crc_cost
373	twitter - nuclear - protest - perception - machine	11	373_twitter_nuclear_protest_perception
374	wound - foam - healing - hydrogels - poloxamer	11	374_wound_foam_healing_hydrogels
375	adults - older - balance - f8w - sway	11	375_adults_older_balance_f8w
376	underweight - anemia - women - donation - ida	11	376_underweight_anemia_women_donation
377	pwm - overmodulation - converters - inverters - voltage	11	377_pwm_overmodulation_converters_inverters
378	biofeedback - prokinetics - anal - bast - reflex	11	378_biofeedback_prokinetics_anal_bast
379	hydrogen - fermentation - garden - wastes - biohydrogen	10	379_hydrogen_fermentation_garden_wastes
380	speed - force - peak - tomoa - eccentric	10	380_speed_force_peak_tomoa
381	mds - ddx41 - mutations - myelodysplastic - tp53	10	381_mds_ddx41_mutations_myelodysplastic
382	cbct - computed - alveolar - bone - tomography	10	382_cbct_computed_alveolar_bone
383	infliximab - p13 - secukinumab - psa - biosimilar	10	383_infliximab_p13_secukinumab_psa
384	pontodrilus - litoralis - species - hirudinaria - earthworm	10	384_pontodrilus_litoralis_species_hirudinaria

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: False
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 1.24.1
• HDBSCAN: 0.8.33
• UMAP: 0.5.6
• Pandas: 2.2.2
• Scikit-Learn: 1.4.2
• Sentence-transformers: 2.7.0
• Transformers: 4.40.1
• Numba: 0.59.1
• Plotly: 5.22.0
• Python: 3.10.12