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mond45/panda

sourceHugging Faceupdated 2y agoView on Hugging Face
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Model Card

tags:

  • bertopic libraryname: bertopic pipelinetag: text-classification ---

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:

python
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

<details> <summary>Click here for an overview of all topics.</summary>

Topic IDTopic KeywordsTopic FrequencyLabel
-1and - of - the - to - in10-1andoftheto
0proton - collisions - tev - boson - cms61950protoncollisionstevboson
1af - cardiac - heart - ventricular - patients5631afcardiacheartventricular
2supply - innovation - chain - smes - business2662supplyinnovationchainsmes
3graph - graphs - finite - mathbb - we2113graphgraphsfinitemathbb
4microalgae - synechocystis - cyanobacteria - biomass - production2104microalgaesynechocystiscyanobacteriabiomass
5resin - bond - fluoride - dentin - biofilm1895resinbondfluoridedentin
6firms - board - corporate - market - firm1486firmsboardcorporatemarket
7glaucoma - eyes - corneal - iop - intraocular1487glaucomaeyescornealiop
8photocatalytic - tio2 - visible - photocatalysts - light1458photocatalytictio2visiblephotocatalysts
9hiv - art - cd4 - antiretroviral - children1359hivartcd4antiretroviral
10power - pv - electricity - energy - generation12110powerpvelectricityenergy
11pressure - gpa - structure - electronic - phonon11411pressuregpastructureelectronic
12mcr - isolates - coli - resistance - colistin11112mcrisolatescoliresistance
13skin - psoriasis - acne - laser - sebum10513skinpsoriasisacnelaser
14strain - streptomyces - mk - micromonospora - genus10514strainstreptomycesmkmicromonospora
15mathbf - networks - sparse - we - learning10215mathbfnetworkssparsewe
16osteogenic - differentiation - expression - cells - pulp9816osteogenicdifferentiationexpressioncells
17prrsv - pigs - virus - dogs - porcine9817prrsvpigsvirusdogs
18quantum - qubit - dipole - algorithm - we9818quantumqubitdipolealgorithm
19pla - pbs - blend - poly - pbat9719plapbsblendpoly
20booster - vaccine - vaccination - bnt162b2 - coronavac9620boostervaccinevaccinationbnt162b2
21brand - customer - intention - trust - purchase9621brandcustomerintentiontrust
22shrimp - wssv - vpahpnd - monodon - penaeus9622shrimpwssvvpahpndmonodon
23elegans - neuroprotective - glutamate - extract - extracts9523elegansneuroprotectiveglutamateextract
24fluorescence - fluorescent - sensor - ions - detection9424fluorescencefluorescentsensorions
25tilapia - fish - tilv - oreochromis - nile9325tilapiafishtilvoreochromis
26mdd - depression - disorder - disorders - immune9126mdddepressiondisorderdisorders
27biodiesel - catalyst - transesterification - oil - reaction9127biodieselcatalysttransesterificationoil
28oer - electrocatalysts - orr - electrochemical - reduction9028oerelectrocatalystsorrelectrochemical
29happiness - retirement - social - older - being8929happinessretirementsocialolder
30parkinson - pd - tremor - movement - motor8830parkinsonpdtremormovement
31antenna - mimo - 5g - metasurface - channel8631antennamimo5gmetasurface
32thai - gothic - cultural - music - muslim8532thaigothicculturalmusic
33rocks - fault - triassic - basin - permian8333rocksfaulttriassicbasin
34learning - students - online - teachers - skills8134learningstudentsonlineteachers
35zinc - zn - batteries - electrolyte - zibs8135zincznbatterieselectrolyte
36optimization - design - control - robust - controller7936optimizationdesigncontrolrobust
37asean - political - china - party - law7837aseanpoliticalchinaparty
38income - tax - gini - economic - investment7738incometaxginieconomic
39fish - reproductive - digestive - histological - pranburi7639fishreproductivedigestivehistological
40adsorption - adsorbent - dom - removal - activated7640adsorptionadsorbentdomremoval
41ash - geopolymer - cement - fly - concrete7341ashgeopolymercementfly
42aki - kidney - injury - rrt - acute7342akikidneyinjuryrrt
43cancer - lung - akt - csc - cells7243cancerlungaktcsc
44electrode - sensor - electrochemical - detection - glucose7144electrodesensorelectrochemicaldetection
45concrete - beams - steel - shear - reinforced7145concretebeamssteelshear
46sleep - diabetes - osa - glucose - hba1c6846sleepdiabetesosaglucose
47lumbar - fusion - spine - interbody - endoscopic6747lumbarfusionspineinterbody
48compounds - cytotoxicity - isolated - ic50 - alkaloids6548compoundscytotoxicityisolatedic50
49elastic - beam - surface - element - substrate6449elasticbeamsurfaceelement
50pyrolysis - catalyst - catalytic - ni - catalysts6350pyrolysiscatalystcatalyticni
51flood - disaster - tsunami - damage - bcm6351flooddisastertsunamidamage
52text - word - language - sentence - thai6352textwordlanguagesentence
53coral - corals - reefs - gulf - species6253coralcoralsreefsgulf
54nasal - rhinosinusitis - rhinitis - saline - incs6254nasalrhinosinusitisrhinitissaline
55thalassemia - g6pd - transfusion - tdt - hbe6255thalassemiag6pdtransfusiontdt
56cognitive - hearing - moca - dementia - memory6156cognitivehearingmocadementia
57english - students - reading - language - writing6057englishstudentsreadinglanguage
58ceo2 - ni - catalysts - catalyst - co26058ceo2nicatalystscatalyst
59hawc - gamma - ray - observatory - tev6059hawcgammarayobservatory
60nursing - nurses - nurse - competence - managerial5960nursingnursesnursecompetence
61nps - chitosan - nanoparticles - delivery - curcumin5961npschitosannanoparticlesdelivery
62english - learners - l1 - thai - corpus5962englishlearnersl1thai
63galaxies - star - alma - stellar - galaxy5963galaxiesstaralmastellar
64nov - species - sp - genus - snail5864novspeciesspgenus
65robot - grasping - actuator - stiffness - torque5865robotgraspingactuatorstiffness
66rubber - nr - composites - vulcanization - natural5866rubbernrcompositesvulcanization
67cellulose - agnps - cmc - hydrogels - starch5867celluloseagnpscmchydrogels
68salt - rice - stress - tolerance - kdml1055768saltricestresstolerance
69network - iot - cloud - wireless - traffic5569networkiotcloudwireless
70schizophrenia - deficit - igm - iga - symptoms5470schizophreniadeficitigmiga
71hpv - cervical - cancer - women - papillomavirus5471hpvcervicalcancerwomen
72antioxidant - phenolic - riceberry - bean - seed5372antioxidantphenolicriceberrybean
73farmers - peasant - agroecology - farming - agriculture5373farmerspeasantagroecologyfarming
74electric - field - particle - cell - trapping5274electricfieldparticlecell
75spp - parasites - canis - bartonella - immitis5275sppparasitescanisbartonella
76quicke - braconidae - species - hymenoptera - nov5276quickebraconidaespecieshymenoptera
77forest - mangrove - forests - trees - soil5177forestmangroveforeststrees
78job - employees - employee - turnover - embeddedness5078jobemployeesemployeeturnover
79variants - exome - sequencing - variant - genetic5079variantsexomesequencingvariant
80levan - levansucrase - inulosucrase - enzyme - maltose5080levanlevansucraseinulosucraseenzyme
81warehouse - inventory - cost - problem - scheduling5081warehouseinventorycostproblem
82undrained - stability - anisotropic - clays - tunnels4982undrainedstabilityanisotropicclays
83black - gravity - holes - hole - drgt4983blackgravityholeshole
84lignin - pyrolysis - biomass - bio - torrefaction4984ligninpyrolysisbiomassbio
85land - rainfall - basin - area - climate4885landrainfallbasinarea
86pain - tka - knee - morphine - postoperative4886paintkakneemorphine
87pythiosis - insidiosum - fungal - pythium - keratitis4887pythiosisinsidiosumfungalpythium
88alcohol - smoking - cannabis - tobacco - drinking4888alcoholsmokingcannabistobacco
89furfural - hmf - catalysts - catalyst - hydroxymethylfurfural4789furfuralhmfcatalystscatalyst
90sjs - hla - ten - reactions - drug4790sjshlatenreactions
91oa - knee - synovial - osteoarthritis - rtl4591oakneesynovialosteoarthritis
92tb - tuberculosis - mtbc - mtb - mycobacterium4592tbtuberculosismtbcmtb
93glucosidase - inhibitory - compounds - antidiabetic - inhibition4593glucosidaseinhibitorycompoundsantidiabetic
94forecasting - semantic - forecast - weather - arima4494forecastingsemanticforecastweather
95anesthesia - anesthetic - incidents - perioperative - paad4495anesthesiaanestheticincidentsperioperative
96seizure - epilepsy - seizures - eeg - neurological4496seizureepilepsyseizureseeg
97petri - bpmn - timed - workflow - nets4497petribpmntimedworkflow
98flow - drift - velocity - wake - flux4498flowdriftvelocitywake
99groundwater - pb - contamination - metals - cd4499groundwaterpbcontaminationmetals
100pertussis - rsv - vaccine - vaccination - children43100pertussisrsvvaccinevaccination
101covid - 19 - pandemic - health - countries43101covid19pandemichealth
102lupus - sle - fcgriib - mice - fcγriib43102lupusslefcgriibmice
103energy - δln - emissions - sector - policy43103energyδlnemissionssector
104consortium - degradation - degrading - biodegradation - profenofos41104consortiumdegradationdegradingbiodegradation
105co2 - mea - amine - amp - absorption41105co2meaamineamp
106reactor - fluidized - sorbent - bed - co241106reactorfluidizedsorbentbed
107microplastics - mps - microplastic - plastic - pollution41107microplasticsmpsmicroplasticplastic
108gaas - insb - nanowires - epitaxy - gasb40108gaasinsbnanowiresepitaxy
109falciparum - plasmodium - malaria - vivax - parasite40109falciparumplasmodiummalariavivax
110mutations - imperfecta - mutation - heterozygous - teeth40110mutationsimperfectamutationheterozygous
111silk - fibroin - sf - hydrogel - scaffolds40111silkfibroinsfhydrogel
112curcumin - cur - cisplatin - pain - prodrug40112curcumincurcisplatinpain
113pain - neck - office - back - workers40113painneckofficeback
114stone - aldosterone - urinary - oxalate - urolithiasis39114stonealdosteroneurinaryoxalate
115macaques - macaque - macaca - fascicularis - tailed39115macaquesmacaquemacacafascicularis
116herbal - curcuma - species - barcoding - speciosa39116herbalcurcumaspeciesbarcoding
117species - kidyoo - corolla - ceropegia - lobes39117specieskidyoocorollaceropegia
118caries - dental - oral - health - children39118cariesdentaloralhealth
119transit - motorcycle - bangkok - bus - rha39119transitmotorcyclebangkokbus
120cd - rice - cadmium - edta - arsenic38120cdricecadmiumedta
121llms - cactus - language - tasks - llm38121llmscactuslanguagetasks
122leptospira - leptospirosis - interrogans - lipl32 - serovar38122leptospiraleptospirosisinterroganslipl32
123hiv - plhiv - plwh - antiretroviral - art38123hivplhivplwhantiretroviral
124candollei - mirifica - pueraria - isoflavonoids - cultures37124candolleimirificapuerariaisoflavonoids
125hardness - coatings - ks - wear - prime36125hardnesscoatingskswear
126dose - ct - radiation - cbct - kv36126dosectradiationcbct
127γcd - solubility - cyclodextrin - complexes - aqueous35127γcdsolubilitycyclodextrincomplexes
128hbv - hepatitis - hbsag - chb - hbeag35128hbvhepatitishbsagchb
129resonant - equation - equations - schrödinger - mechanics35129resonantequationequationsschrödinger
130steam - cao - reforming - gasification - co235130steamcaoreforminggasification
131asd - autism - bpa - apap - bdnf34131asdautismbpaapap
132anaerobic - wastewater - cod - mbr - bioreactor34132anaerobicwastewatercodmbr
133eus - segmentation - lesions - images - ai34133eussegmentationlesionsimages
134plant - antibody - binding - produced - neoantigen34134plantantibodybindingproduced
135pd - peritoneal - dialysis - peritonitis - pdopps34135pdperitonealdialysisperitonitis
136alu - dna - methylation - hypomethylation - epigenetic33136aludnamethylationhypomethylation
137nutrition - hpn - septic - sepsis - parenteral33137nutritionhpnsepticsepsis
138waste - management - msw - solid - municipal33138wastemanagementmswsolid
139preeclampsia - placental - uterine - trimester - pregnant32139preeclampsiaplacentaluterinetrimester
140extraction - gold - hfslm - stripping - mercury32140extractiongoldhfslmstripping
141cov - sars - binding - 3clpro - mpro32141covsarsbinding3clpro
142ammonia - nitrification - nitrogen - nitrifying - oxidizing32142ammonianitrificationnitrogennitrifying
143artery - facial - nerve - cadavers - arteries32143arteryfacialnervecadavers
144cd - inclusion - cyclodextrin - βcd - complexes32144cdinclusioncyclodextrinβcd
145eeg - emotion - bci - classification - signals32145eegemotionbciclassification
146software - web - code - testing - test31146softwarewebcodetesting
147oil - surfactant - wax - oilfield - recovery31147oilsurfactantwaxoilfield
148nafld - fibrosis - liver - steatosis - apri31148nafldfibrosisliversteatosis
149perovskite - solar - pscs - perovskites - cigs31149perovskitesolarpscsperovskites
150extract - antioxidant - extracts - activities - macrophylla31150extractantioxidantextractsactivities
151version - validity - qol - reliability - thai31151versionvalidityqolreliability
152hcv - hepatitis - hbv - infection - rna31152hcvhepatitishbvinfection
153gnss - positioning - pwv - cors - navigation31153gnsspositioningpwvcors
154car - lymphoma - cell - cd19 - survival31154carlymphomacellcd19
155blockchain - bct - iot - bpm - trust31155blockchainbctiotbpm
156biliary - drainage - ercp - eus - stent31156biliarydrainageercpeus
157addiction - media - smartphone - screen - children31157addictionmediasmartphonescreen
158nov - sp - species - enghoff - genus30158novspspeciesenghoff
159candida - gut - mice - bg - dysbiosis30159candidagutmicebg
160oscillators - waveguide - photon - coupling - hair30160oscillatorswaveguidephotoncoupling
161species - tylototriton - verrucosus - snake - feihyla30161speciestylototritonverrucosussnake
162npc - ebv - nasopharyngeal - adc - radiation30162npcebvnasopharyngealadc
163pda - polydiacetylene - reversible - nanocomposites - assemblies30163pdapolydiacetylenereversiblenanocomposites
164pm2 - air - pm10 - pollution - traffic30164pm2airpm10pollution
165bile - lab - fermented - cholesterol - bacillus30165bilelabfermentedcholesterol
166aclf - liver - cirrhosis - aarc - failure30166aclflivercirrhosisaarc
167grass - pretreatment - napier - fermentation - pretreated29167grasspretreatmentnapierfermentation
168battery - vanadium - zinc - vrfb - flow29168batteryvanadiumzincvrfb
169traffic - travel - gps - road - prediction29169traffictravelgpsroad
170dose - vmat - plans - field - beam29170dosevmatplansfield
171hydroxyapatite - brake - eggshell - powder - calcium29171hydroxyapatitebrakeeggshellpowder
172sperm - semen - cryopreservation - motility - spermatozoa29172spermsemencryopreservationmotility
173leishmania - leishmaniasis - martiniquensis - trypanosoma - mundinia29173leishmanialeishmaniasismartiniquensistrypanosoma
174random - bounds - approximation - stein - cdo29174randomboundsapproximationstein
175dosing - mic - pharmacokinetic - meropenem - vancomycin29175dosingmicpharmacokineticmeropenem
176juno - neutrino - scintillator - detector - pmts29176junoneutrinoscintillatordetector
177clustering - series - reward - outlier - time28177clusteringseriesrewardoutlier
178pesticide - pesticides - farmers - exposure - op28178pesticidepesticidesfarmersexposure
179pd - catalysts - glycerol - fame - pt28179pdcatalystsglycerolfame
180adsorption - co2 - zif - carbon - mil28180adsorptionco2zifcarbon
181dismantling - pahs - waste - workers - metals28181dismantlingpahswasteworkers
182cos - broilers - diet - yolk - supplementation28182cosbroilersdietyolk
183user - recommendation - rating - recommender - item27183userrecommendationratingrecommender
184neutron - stars - matter - star - quark27184neutronstarsmatterstar
185hypertension - ht - pressure - hbp - blood27185hypertensionhtpressurehbp
186electrochemical - immunosensor - detection - crp - cortisol27186electrochemicalimmunosensordetectioncrp
187ethanol - catalysts - catalyst - ethylene - catalytic27187ethanolcatalystscatalystethylene
188mindfulness - abuse - self - drawings - athletes27188mindfulnessabuseselfdrawings
189cov - sars - rbd - fc - vaccine27189covsarsrbdfc
190oral - olp - pain - oidp - planus27190oralolppainoidp
191allergens - allergen - der - hdm - ige27191allergensallergenderhdm
192cca - cholangiocarcinoma - lin28b - fluke - necroptosis27192ccacholangiocarcinomalin28bfluke
193surfactant - surfactants - detergency - microemulsion - washing27193surfactantsurfactantsdetergencymicroemulsion
194sars - cov - detection - crispr - covid27194sarscovdetectioncrispr
195ba - hcc - liver - atresia - mir27195bahccliveratresia
196implant - cais - implants - static - placement27196implantcaisimplantsstatic
197thyroid - ptc - mutation - braf - niftp26197thyroidptcmutationbraf
198ppp - infrastructure - projects - project - subcontractor26198pppinfrastructureprojectsproject
199chikv - zikv - denv - chikungunya - mosquitoes26199chikvzikvdenvchikungunya
200ibd - uc - colitis - bowel - ibs26200ibduccolitisbowel
201sows - piglets - piglet - farrowing - colostrum26201sowspigletspigletfarrowing
202claudin - odontogenic - ameloblastoma - lesions - pten26202claudinodontogenicameloblastomalesions
203earthquake - seismic - liquefaction - ground - northern26203earthquakeseismicliquefactionground
204mhd - wave - equations - cem - pdi26204mhdwaveequationscem
205so - gauged - supergravity - supersymmetric - gauge26205sogaugedsupergravitysupersymmetric
206nsclc - chemotherapy - egfr - advanced - osimertinib26206nsclcchemotherapyegfradvanced
207silver - ters - sers - raman - agmss26207silverterssersraman
208indoor - air - respiratory - exposure - pollution26208indoorairrespiratoryexposure
209amh - kisspeptin - gilts - testicular - hormone25209amhkisspeptingiltstesticular
210pna - nucleic - dna - acpcpna - pyrrolidinyl25210pnanucleicdnaacpcpna
211bim - construction - building - project - system25211bimconstructionbuildingproject
212sigma - process - maintenance - defect - fmea25212sigmaprocessmaintenancedefect
213gc - column - chromatography - 2d - comprehensive25213gccolumnchromatography2d
214classification - image - cnn - trash - classify25214classificationimagecnntrash
215bar - t_ - 3872 - tetraquark - tetraquarks24215bart_3872tetraquark
216lattice - ising - singlet - zeroes - fractons24216latticeisingsingletzeroes
217goats - dcad - hta - milk - dairy24217goatsdcadhtamilk
218venom - snakebite - antivenom - snake - antivenoms24218venomsnakebiteantivenomsnake
219ysz - anode - scgz - electrolyte - sintering24219yszanodescgzelectrolyte
220methanol - dme - gasification - co2 - synthesis23220methanoldmegasificationco2
221sars - cov - wastewater - coronavirus - cats23221sarscovwastewatercoronavirus
222tac - tacrolimus - cyp3a5 - transplantation - kidney23222tactacrolimuscyp3a5transplantation
223protein - residue - residues - native - hv123223proteinresidueresiduesnative
224flour - starch - rice - pasting - starches23224flourstarchricepasting
225asfv - swine - csfv - asf - fever23225asfvswinecsfvasf
226radon - thoron - bq - msv - dose23226radonthoronbqmsv
227stroke - ischemic - ais - nihss - nwu23227strokeischemicaisnihss
228pani - conductivity - pss - polyaniline - electrical22228paniconductivitypsspolyaniline
229ckd - kidney - egfr - gfr - epi22229ckdkidneyegfrgfr
230exercise - hiit - training - endurance - obese22230exercisehiittrainingendurance
231theories - symmetries - quiver - 2n - symmetry22231theoriessymmetriesquiver2n
232middle - east - subfamily - species - iran22232middleeastsubfamilyspecies
233mangostin - zebrafish - embryos - acanthamoeba - mangostana22233mangostinzebrafishembryosacanthamoeba
234shielding - csi - glass - radiation - ray21234shieldingcsiglassradiation
235mxene - ldh - ti3c2 - lithium - mah21235mxeneldhti3c2lithium
236aircraft - segmentation - images - remote - decoder21236aircraftsegmentationimagesremote
237stars - galaxy - cmb - metallicity - ksz21237starsgalaxycmbmetallicity
238plantar - foot - fasciitis - ankle - stretching21238plantarfootfasciitisankle
239gerd - esophageal - reflux - egj - achalasia21239gerdesophagealrefluxegj
240gaba - lactic - strain - sporolactobacillus - acid21240gabalacticstrainsporolactobacillus
241tendon - repair - suture - arthroscopic - tear21241tendonrepairsuturearthroscopic
242breast - mri - lesions - mammography - malignancy21242breastmrilesionsmammography
243lewis - catalysts - metathesis - sio2 - coke21243lewiscatalystsmetathesissio2
244biorefinery - scgs - pulping - pulp - kraft21244biorefineryscgspulpingpulp
245bleeding - esd - ppi - rebleeding - endoscopic21245bleedingesdppirebleeding
246groundwater - recharge - aquifer - river - saigon20246groundwaterrechargeaquiferriver
247ns3 - na - influenza - binding - protease20247ns3nainfluenzabinding
248classification - tuberculosis - tb - image - chest20248classificationtuberculosistbimage
249shape - memory - copolymers - epoxy - benzoxazine20249shapememorycopolymersepoxy
250heat - thermal - gshp - pumps - cooling20250heatthermalgshppumps
251inflation - inflaton - supergravity - supersymmetry - symmetry20251inflationinflatonsupergravitysupersymmetry
252sofc - fuel - soec - steam - electrolysis20252sofcfuelsoecsteam
253sts - children - sdcp - palsy - cerebral20253stschildrensdcppalsy
254topological - quantum - localized - wannier - mgo19254topologicalquantumlocalizedwannier
255building - bems - energy - smart - hvac19255buildingbemsenergysmart
256sg - organoids - epithelial - gland - salivary19256sgorganoidsepithelialgland
257probiotics - gut - synbiotic - lactobacillus - microbiome19257probioticsgutsynbioticlactobacillus
258hydrate - methane - hydrates - formation - dissociation19258hydratemethanehydratesformation
259lichen - usnea - parmotrema - xanthone - nmr19259lichenusneaparmotremaxanthone
260federated - fl - privacy - learning - training19260federatedflprivacylearning
261sicp - moulding - si3n4 - powder - sintered19261sicpmouldingsi3n4powder
262adolescent - anc - mothers - bangladesh - utilization19262adolescentancmothersbangladesh
263egfr - jak2 - tk - kinase - inhibitors19263egfrjak2tkkinase
264formulas - formula - moments - swaps - conditional19264formulasformulamomentsswaps
265deposits - storm - tsunami - beach - sea19265depositsstormtsunamibeach
266tdf - tenofovir - taf - rpv - switching19266tdftenofovirtafrpv
267records - speleothem - isotope - forcing - monsoon18267recordsspeleothemisotopeforcing
268stock - prediction - market - neural - trading18268stockpredictionmarketneural
269caregivers - care - ciic - ltc - family18269caregiverscareciicltc
270resolution - super - image - network - lf18270resolutionsuperimagenetwork
271fuel - pemfc - converter - optimization - algorithm18271fuelpemfcconverteroptimization
272sulfonated - membrane - proton - speek - conductivity18272sulfonatedmembraneprotonspeek
273complexes - coordination - ligand - cu - ln18273complexescoordinationligandcu
274depression - transgender - anxiety - trd - mental18274depressiontransgenderanxietytrd
275drug - network - associations - drugs - proteins18275drugnetworkassociationsdrugs
276colonoscopy - adr - endoscopists - adenoma - polyps18276colonoscopyadrendoscopistsadenoma
277peritonitis - peritoneal - pd - dialysis - catheter18277peritonitisperitonealpddialysis
278flavin - fad - c1 - hpa - nadh17278flavinfadc1hpa
279plasma - hydrogenation - fame - discharge - margarine17279plasmahydrogenationfamedischarge
280dredged - pavement - sediments - cement - opc17280dredgedpavementsedimentscement
281thioglycosides - synthesis - yields - pot - chlorides17281thioglycosidessynthesisyieldspot
282moea - assembly - line - nsga - balancing17282moeaassemblylinensga
283cr - vi - chromium - extraction - electromembrane17283crvichromiumextraction
284ckd - calcification - cinacalcet - indoxyl - sulfate17284ckdcalcificationcinacalcetindoxyl
285iloprost - bone - periodontal - prf - ofd17285iloprostboneperiodontalprf
286pharmacists - pharmacy - community - hds - pharmacist17286pharmacistspharmacycommunityhds
287uv - dmdc - shelf - storage - juice17287uvdmdcshelfstorage
288nhi - health - households - healthcare - oop16288nhihealthhouseholdshealthcare
289tourism - tourists - golf - local - coffee16289tourismtouristsgolflocal
290methylation - hpv - cervical - hpv16 - promoter16290methylationhpvcervicalhpv16
291camsap3 - mtorc2 - lung - microtubules - cancer16291camsap3mtorc2lungmicrotubules
292sinus - endoscopic - skull - frontal - endonasal16292sinusendoscopicskullfrontal
293pbhs - gravitational - inflation - pbh - cosmological16293pbhsgravitationalinflationpbh
294inversion - adcigs - migration - image - optics16294inversionadcigsmigrationimage
295chaotic - resource - allee - fear - dynamics16295chaoticresourcealleefear
296covid - spo2 - affective - physio - long16296covidspo2affectivephysio
297periodontitis - periodontal - flowcharts - cal - salivary16297periodontitisperiodontalflowchartscal
298dtmuv - ducks - duck - tembusu - mosquitoes16298dtmuvducksducktembusu
299death - acceptance - buddhist - spiritual - care16299deathacceptancebuddhistspiritual
300ripening - durian - fruit - auxin - ethylene16300ripeningdurianfruitauxin
301concrete - confined - ultimate - compressive - hemp16301concreteconfinedultimatecompressive
302leadership - teacher - school - teachers - principals16302leadershipteacherschoolteachers
303ti - nitrogen - titanium - alloys - laser16303tinitrogentitaniumalloys
304salmonella - oyster - contamination - vibrio - water16304salmonellaoystercontaminationvibrio
305iii - nzvi - removal - arsenate - adsorption15305iiinzviremovalarsenate
306classifier - minority - tree - instances - class15306classifierminoritytreeinstances
307membranes - membrane - tio2 - pvdf - grafting15307membranesmembranetio2pvdf
308tyrosinase - melanin - mitf - melanogenic - sericin15308tyrosinasemelaninmitfmelanogenic
309wound - bc - cellulose - films - dressing15309woundbccellulosefilms
310malaria - intervention - knowledge - aor - township15310malariainterventionknowledgeaor
311cdtb - cdta - mpr1 - cdr1 - albicans15311cdtbcdtampr1cdr1
312skeletal - cephalometric - airway - mma - convex15312skeletalcephalometricairwaymma
313literacy - parents - app - health - mchh15313literacyparentsapphealth
314wheezing - allergy - ar - children - allergic15314wheezingallergyarchildren
315kda - fraction - peptides - scavenging - radical15315kdafractionpeptidesscavenging
316pesticide - organophosphate - pesticides - sensor - ache15316pesticideorganophosphatepesticidessensor
317oral - dogs - tumors - lom - ms15317oraldogstumorslom
318excavation - clay - diaphragm - ground - soft15318excavationclaydiaphragmground
319soil - micp - spores - urea - calcite15319soilmicpsporesurea
320lca - design - dfma - dfcwm - bim15320lcadesigndfmadfcwm
321lps - macrophages - ezh2 - sepsis - mice14321lpsmacrophagesezh2sepsis
322pain - injection - needling - lidocaine - usg14322paininjectionneedlinglidocaine
323supercapacitor - capacitance - supercapacitors - graphene - hybrid14323supercapacitorcapacitancesupercapacitorsgraphene
324soa - db - amplifier - edfa - qd14324soadbamplifieredfa
325prb - pr - pra - progesterone - breast14325prbprpraprogesterone
326polymerization - ethylene - hexene - thf - tnoa14326polymerizationethylenehexenethf
327slco1b1 - ugt1a1 - polymorphisms - irinotecan - abcc214327slco1b1ugt1a1polymorphismsirinotecan
328nanoemulsion - cinnamon - clove - oil - nanoemulsions14328nanoemulsioncinnamoncloveoil
329ecg - pulse - rppg - psg - video14329ecgpulserppgpsg
330solubility - liquid - nrtl - lttms - tie14330solubilityliquidnrtllttms
331fall - falls - home - elderly - hfhat14331fallfallshomeelderly
332nanopore - rna - sequencing - editing - rnas14332nanoporernasequencingediting
333iot - imsi - security - rfid - authentication14333iotimsisecurityrfid
334tendon - fhl - peroneal - mkh - accessory14334tendonfhlperonealmkh
335amplitudes - string - loop - scattering - ambitwistor14335amplitudesstringloopscattering
336release - drug - permeation - transdermal - insulin14336releasedrugpermeationtransdermal
337rabies - id - rabv - prophylaxis - vaccines13337rabiesidrabvprophylaxis
338reservoir - decline - commingled - gas - layer13338reservoirdeclinecommingledgas
339apis - honey - honeybee - mellifera - bee13339apishoneyhoneybeemellifera
340covid - 19 - severe - ssc - variants13340covid19severessc
341titanium - dlc - ti - anodization - surface13341titaniumdlctianodization
342chest - plb - ftlp - wall - copd13342chestplbftlpwall
343hydrogenation - fe - catalysts - selectivity - co213343hydrogenationfecatalystsselectivity
344crocodiles - amoxicillin - freshwater - crocodylus - pharmacokinetic13344crocodilesamoxicillinfreshwatercrocodylus
345robot - automation - autonomous - robots - twin13345robotautomationautonomousrobots
346masticatory - denture - bite - wearers - peanut13346masticatorydenturebitewearers
347rollover - tripped - untripped - rollovers - neural13347rollovertrippeduntrippedrollovers
348microneedles - microneedle - microsuture - skin - prn13348microneedlesmicroneedlemicrosutureskin
349peri - implant - implantitis - abutment - tissue13349periimplantimplantitisabutment
350students - teaching - physiology - medical - learning13350studentsteachingphysiologymedical
351ballistic - polybenzoxazine - friction - composites - aramid13351ballisticpolybenzoxazinefrictioncomposites
352kidney - dialysis - countries - hdf - conservative12352kidneydialysiscountrieshdf
353covid - 19 - pandemic - distancing - resilience12353covid19pandemicdistancing
354radar - photonic - bandwidth - autonomous - vehicles12354radarphotonicbandwidthautonomous
355poroelastic - foundations - rigid - dynamic - foundation12355poroelasticfoundationsrigiddynamic
356h2 - halophytica - production - hydrogenase - cyanobacterium12356h2halophyticaproductionhydrogenase
357rhizosphere - plant - soil - microbial - diversity12357rhizosphereplantsoilmicrobial
358heritages - urban - cultural - ordinary - heritage12358heritagesurbanculturalordinary
359counting - plaque - automated - rbc - nrbc12359countingplaqueautomatedrbc
360adsorption - h2 - zro2 - vo - hydrogen12360adsorptionh2zro2vo
361pricing - tensor - asset - financial - machine12361pricingtensorassetfinancial
362mdd - pufas - dr - vitamins - dentium12362mddpufasdrvitamins
363crack - cracks - singular - weakly - boundary12363crackcrackssingularweakly
364fruits - insect - abundance - richness - bee12364fruitsinsectabundancerichness
365antimicrobial - antibiotic - asp - antibiotics - pediatric12365antimicrobialantibioticaspantibiotics
366shfz - ปกรณ - fixation - fracture - plate12366shfzปกรณfixationfracture
367exchanger - hen - heat - retrofit - refrigeration12367exchangerhenheatretrofit
368pleistocene - fossil - miocene - sung - khok12368pleistocenefossilmiocenesung
369dielectric - electrostriction - vdf - pu - tpus12369dielectricelectrostrictionvdfpu
370hnscc - methylation - squamous - oscc - pbmcs11370hnsccmethylationsquamousoscc
371perturbative - fock - representations - sda - gsl11371perturbativefockrepresentationssda
372screening - cancer - crc - cost - colon11372screeningcancercrccost
373twitter - nuclear - protest - perception - machine11373twitternuclearprotestperception
374wound - foam - healing - hydrogels - poloxamer11374woundfoamhealinghydrogels
375adults - older - balance - f8w - sway11375adultsolderbalancef8w
376underweight - anemia - women - donation - ida11376underweightanemiawomendonation
377pwm - overmodulation - converters - inverters - voltage11377pwmovermodulationconvertersinverters
378biofeedback - prokinetics - anal - bast - reflex11378biofeedbackprokineticsanalbast
379hydrogen - fermentation - garden - wastes - biohydrogen10379hydrogenfermentationgardenwastes
380speed - force - peak - tomoa - eccentric10380speedforcepeaktomoa
381mds - ddx41 - mutations - myelodysplastic - tp5310381mdsddx41mutationsmyelodysplastic
382cbct - computed - alveolar - bone - tomography10382cbctcomputedalveolarbone
383infliximab - p13 - secukinumab - psa - biosimilar10383infliximabp13secukinumabpsa
384pontodrilus - litoralis - species - hirudinaria - earthworm10384pontodriluslitoralisspecieshirudinaria

</details>

Training hyperparameters

  • calculate_probabilities: False
  • language: None
  • low_memory: False
  • mintopicsize: 10
  • ngramrange: (1, 1)
  • nr_topics: None
  • seedtopiclist: None
  • topnwords: 10
  • verbose: False
  • zeroshotminsimilarity: 0.7
  • zeroshottopiclist: 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