cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2p3c9s
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centipeda",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009112-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18281196
title: The dataset1 of HESpotEx

description: This data repository contains processed data required to run HESpotEx analysis pipeline:1. HER2+ dataset (processed from https://github.com/almaan/her2st/).2. cSCC dataset (processed from https://www.ncbi.xyz/geo/query/acc.cgi?acc=GSE144240).

3.Visium HD mouse small intestine (processed from https://www.10xgenomics.com/datasets/visium-hd-cytassist-gene-expression-libraries-of-mouse-intestine).

4.The non-communicable inflammatory skin diseases (ncISDs) dataset (processed from https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE206391).

NOTE: These data are prepared only for the purpose to reproduce the analysis result of HESpotEx. Please contact us if you have concerns about the data.
DOI: 10.5281/zenodo.18281197
title: The dataset1 of HESpotEx

description: This data repository contains processed data required to run HESpotEx analysis pipeline:1. HER2+ dataset (processed from https://github.com/almaan/her2st/).2. cSCC dataset (processed from https://www.ncbi.xyz/geo/query/acc.cgi?acc=GSE144240).

3.Visium HD mouse small intestine (processed from https://www.10xgenomics.com/datasets/visium-hd-cytassist-gene-expression-libraries-of-mouse-intestine).

4.The non-communicable inflammatory skin diseases (ncISDs) dataset (processed from https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE206391).

NOTE: These data are prepared only for the purpose to reproduce the analysis result of HESpotEx. Please contact us if you have concerns about the data.
DOI: 10.15468/dl.57rkbz
title: Occurrence Download

description: A dataset containing 5179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panthera tigris",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 5179 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009113-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18358860
title: Defect Detection Method of Printed Circuit Boards Based on EDF-YOLOv10

description: This resource includes two parts: 1. The YOLO-format version of the PKU-Market-PCB dataset(converted from the original dataset format to adapt to EDF-YOLOv10 model training for PCB defect detection); 2. The custom data augmentation code developed for the experiments in our study. The original PKU-Market-PCB dataset is a public benchmark dataset for PCB defect detection, and the reference to the original dataset has been included in the associated manuscript.
DOI: 10.5281/zenodo.18358861
title: Defect Detection Method of Printed Circuit Boards Based on EDF-YOLOv10

description: This resource includes two parts: 1. The YOLO-format version of the PKU-Market-PCB dataset(converted from the original dataset format to adapt to EDF-YOLOv10 model training for PCB defect detection); 2. The custom data augmentation code developed for the experiments in our study. The original PKU-Market-PCB dataset is a public benchmark dataset for PCB defect detection, and the reference to the original dataset has been included in the associated manuscript.
DOI: 10.5281/zenodo.18141784
title: Creeping and crawling through DNA: metabarcoding for identifying species in insect-based foods - Illumina raw data

description: Raw data from Illumina sequencing in FASTQ format related to the manuscript "Creeping and crawling through DNA: metabarcoding for identifying species in insect-based foods". 

Anna Mottola, Lucilia Lorusso, Chiara Intermite, Lucia Ranieri, Stefania Carpino, Vincenzo Di Martino, Angela Di Pinto,Creeping and crawling through DNA: metabarcoding for identifying species in insect-based foods, Food Control, 2026, 112014, ISSN 0956-7135,https://doi.org/10.1016/j.foodcont.2026.112014
DOI: 10.5281/zenodo.18141785
title: Creeping and crawling through DNA: metabarcoding for identifying species in insect-based foods - Illumina raw data

description: Raw data from Illumina sequencing in FASTQ format related to the manuscript "Creeping and crawling through DNA: metabarcoding for identifying species in insect-based foods". 

Anna Mottola, Lucilia Lorusso, Chiara Intermite, Lucia Ranieri, Stefania Carpino, Vincenzo Di Martino, Angela Di Pinto,Creeping and crawling through DNA: metabarcoding for identifying species in insect-based foods, Food Control, 2026, 112014, ISSN 0956-7135,https://doi.org/10.1016/j.foodcont.2026.112014
DOI: 10.5281/zenodo.18359251
title: RAQAMLI SAVODXONLIKNI SHAKLLANTIRISHDA KOMPETENSIYAVIY YONDASHUV ASOSIDAGI DIAGNOSTIK MODEL
DOI: 10.5281/zenodo.18359252
title: RAQAMLI SAVODXONLIKNI SHAKLLANTIRISHDA KOMPETENSIYAVIY YONDASHUV ASOSIDAGI DIAGNOSTIK MODEL
DOI: 10.15468/dl.3xmvtm
title: Occurrence Download

description: A dataset containing 3624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centratherum punctatum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 3624 records from 226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009114-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryrr9j
title: Occurrence Download

description: A dataset containing 62912 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Maccullochella peelii, Macquaria ambigua, Cyclocheilichthys apogon, Wallago leerii, Pristolepis fasciata, Fundulus bifax, Bostockia porosa, Fundulus escambiae, Fundulus dispar, Fundulus euryzonus, Raiamas moorii, Sundadanio axelrodi, Rasbora bankanensis, Gobiomorphus cotidianus, Cottus hypselurus, Rasbora borneensis, Kottelatia brittani, Rasbora caudimaculata, Rasbora cephalotaenia, Brevibora dorsiocellata, Rasbora dusonensis, Rasbora einthovenii, Rasbora kalochroma, Trigonopoma pauciperforatum, Rasbora sarawakensis, Rasbora subtilis, Rasbora volzii, Rasbora caverii, Acanthocobitis urophthalmus, Rasbora hobelmani, Rasbora rasbora, Squaliobarbus curriculus, Yunnanilus nigromaculatus, Cheirodon australe, Cheirodon galusdae, Cheirodon kiliani, Cheirodon pisciculus, Diplomystes camposensis, Diplomystes nahuelbutaensis, Pseudobagrus medianalis, Silurus mento, Liobagrus nigricauda, Heteropneustes microps, Potamosilurus, Cinetodus froggatti, Pachyula conorhynchus, Oloplotosus torobo, Bullockia maldonadoi, Eremophilus mutisii, Nematogenys inermis, Trichomycterus areolatus, Trichomycterus chiltoni, Trichomycterus chungaraensis, Trichomycterus laucaensis, Trichomycterus rivulatus, Neosalanx reganius, Brachygalaxias bullocki, Galaxias globiceps, Galaxias gracilis, Galaxias postvectis, Galaxias rostratus, Achirus mazatlanus, Pseudochondrostoma polylepis, Labeo fimbriatus, Paragalaxias mesotes, Percina carbonaria, Oncorhynchus iwame, Salvelinus japonicus, Anatolichthys anatoliae, Aphanius chantrei, Kosswigichthys asquamatus, Megupsilon aporus, Orestias chungarensis, Orestias cuvieri, Orestias laucaensis, Orestias parinacotensis, Valencia letourneuxi, Craterocephalus dalhousiensis, Craterocephalus eyresii, Craterocephalus gloveri, Craterocephalus helenae, Craterocephalus kailolae, Craterocephalus lacustris, Craterocephalus lentiginosus, Craterocephalus marianae, Craterocephalus pimatuae, Glossolepis incisus, Glossolepis maculosus, Glossolepis pseudoincisus, Glossolepis ramuensis, Glossolepis wanamensis, Kiunga ballochi, Melanotaenia ajamaruensis, Melanotaenia angfa, Melanotaenia arfakensis, Etheostoma lynceum, Melanotaenia boesemani, Melanotaenia catherinae, Melanotaenia corona, Melanotaenia exquisita)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62912 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001784-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14675457
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.5c92n9
title: Occurrence Download

description: A dataset containing 72364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix herbacea"
 ]
}

 The dataset includes 72364 records from 468 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001764-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vs2v63
title: Occurrence Download

description: A dataset containing 63496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hypseleotris regalis, Hypseleotris, Hypseleotris, Milyeringa veritas, Mogurnda adspersa, Thayeria boehlkei, Mogurnda furva, Mogurnda lineata, Mogurnda orientalis, Mogurnda spilota, Mogurnda variegata, Mogurnda vitta, Oxyeleotris wisselensis, Gasteropelecus sternicla, Gasteropelecus levis, Euristhmus nudiceps, Carnegiella marthae, Carnegiella strigata, Copeina guttata, Copella arnoldi, Nannostomus beckfordi, Nannostomus eques, Nannostomus espei, Nannostomus trifasciatus, Nannostomus unifasciatus, Pyrrhulina laeta, Anostomus anostomus, Abramites hypselonotus, Chilodus punctatus, Glossogobius hoesei, Glossogobius intermedius, Pseudogobiopsis tigrellus, Knipowitschia goerneri, Knipowitschia milleri, Distichodus sexfasciatus, Schismatogobius deraniyagalai, Puntius chola, Sicyopus jonklaasi, Enteromius fasciolatus, Fontitrygon garouaensis, Barbodes everetti, Desmopuntius johorensis, Striuntius lateristriga, Pethia phutunio, Polypterus congicus, Danio albolineatus, Boulengeromyrus knoepffleri, Brienomyrus adustus, Devario aequipinnatus, Paramormyrops curvifrons, Devario devario, Epalzeorhynchos kalopterus, Paramormyrops longicaudatus, Rasbora borapetensis, Epalzeorhynchos bicolor, Paramormyrops sphekodes, Heteromormyrus tavernei, Campylomormyrus alces, Campylomormyrus bredoi, Campylomormyrus cassaicus, Campylomormyrus christyi, Campylomormyrus curvirostris, Campylomormyrus elephas, Campylomormyrus luapulaensis, Campylomormyrus mirus, Campylomormyrus numenius, Campylomormyrus orycteropus, Campylomormyrus phantasticus, Campylomormyrus rhynchophorus, Campylomormyrus tshokwe, Genyomyrus donnyi, Gnathonemus barbatus, Gnathonemus echidnorhynchus, Gnathonemus longibarbis, Heteromormyrus pauciradiatus, Cyphomyrus aelsbroecki, Paramormyrops batesii, Cyphomyrus macrops, Pollimyrus macroterops, Heteromormyrus pappenheimi, Paramormyrops retrodorsalis, Cyphomyrus weeksii, Cyphomyrus wilverthi, Boraras maculatus, Trigonostigma heteromorpha, Ivindomyrus opdenboschi, Marcusenius annamariae, Marcusenius bentleyi, Marcusenius cuangoanus, Marcusenius dundoensis, Marcusenius friteli, Syncrossus hymenophysa, Marcusenius fuscus, Marcusenius ghesquierei, Chromobotia macracanthus, Marcusenius greshoffii, Marcusenius intermedius, Marcusenius kutuensis, Marcusenius leopoldianus, Marcusenius livingstonii)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 63496 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001788-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/shp5ed
title: Spider occurrences extracted from the 'Remarks on the Ural spider (Arachnida, Aranei) fauna 1. New findings of crab-spiders (Philodropmidae, Thomisidae) and taxonomic remarks = Заметки по фауне пауков (Arachnida, Aranei) Урала. 1. Новые находки пауков-бокоходов (Philodromidae, Thomisidae) с замечаниями по таксономии'

description: The dataset contains spider occurrences extracted from the following article/book: [Esyunin S.L. 1992. Remarks on the Ural spider (Arachnida, Aranei) fauna 1. New findings of crab-spiders (Philodropmidae, Thomisidae) and taxonomic remarks = Заметки по фауне пауков (Arachnida, Aranei) Урала. 1. Новые находки пауков-бокоходов (Philodromidae, Thomisidae) с замечаниями по таксономии // Зоол. ж. Т.71. Вып.11. С.33–42 (рус., рез. англ.)] <b>Attention! As far as these were published in print, we strongly recommend to cite the original work along with this GBIF dataset!</b>Data were digitized within the Faunistics International project for the occurrence data extraction from the scientific literature: faunistic, taxonomical, ecological and other kinds. Full text is available here. Data are available here as well.
DOI: 10.15468/dl.sed57s
title: Occurrence Download

description: A dataset containing 40348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mesogobius batrachocephalus, Babka gymnotrachelus, Syngnathus schmidti, Cyprinodon laciniatus, Gambusia manni, Osphronemus laticlavius, Oncorhynchus formosanus, Arrhamphus sclerolepis, Arrhamphus krefftii, Hyporhamphus taiwanensis, Hyporhamphus regularis, Zenarchopterus caudovittatus, Zenarchopterus gilli, Potamorrhaphis petersi, Potamorrhaphis guianensis, Potamorrhaphis eigenmanni, Zenarchopterus ornithocephala, Cynoglossus heterolepis, Cynoglossus feldmanni, Cynoglossus waandersii, Cynoglossus kapuasensis, Cynoglossus semilaevis, Cynoglossus microlepis, Lethenteron reissneri, Moringua raitaborua, Gymnothorax polyuranodon, Formosania lacustris, Hemimyzon formosanus, Hemimyzon taitungensis, Sinogastromyzon puliensis, Paramisgurnus dabryanus, Gymnothorax tile, Lamnostoma mindora, Anguilla interioris, Metzia lineata, Sinibrama macrops, Paratanakia himantegus, Acrossocheilus paradoxus, Spinibarbus caldwelli, Onychostoma barbatulum, Carassius cuvieri, Gobiobotia cheni, Microphysogobio brevirostris, Squalidus iijimae, Hemibarbus labeo, Aphyocypris kikuchii, Aphyocypris moltrechti, Candidia barbata, Opsariichthys pachycephalus, Distoechodon tumirostris, Tachysurus adiposalis, Liobagrus formosanus, Pisodonophis hypselopterus, Eudontomyzon mariae, Yirrkala kaupii, Albulichthys albuloides, Barbodes belinka, Barbonymus balleroides, Barbonymus collingwoodii, Barbonymus platysoma, Barbodes strigatus, Barbodes sunieri, Barilius borneensis, Malayochela maassi, Crossocheilus cobitis, Crossocheilus gnathopogon, Crossocheilus langei, Crossocheilus nigriloba, Cyclocheilichthys janthochir, Eirmotus octozona, Hampala ampalong, Hampala bimaculata, Kalimantania lawak, Labeo erythropterus, Labiobarbus fasciatus, Labiobarbus ocellatus, Labiobarbus sabanus, Leptobarbus hosii, Leptobarbus melanopterus, Lobocheilos bo, Lobocheilos kajanensis, Lobocheilos lehat, Luciosoma pellegrinii, Luciosoma trinema, Mystacoleucus padangensis, Neobarynotus microlepis, Neolissochilus longipinnis, Neolissochilus sumatranus, Neolissochilus thienemanni, Osteochilus bellus, Osteochilus borneensis, Osteochilus enneaporos, Osteochilus harrisoni, Osteochilus intermedius, Osteochilus kahajanensis, Osteochilus kappenii, Osteochilus microcephalus, Osteochilus pentalineatus, Diplocheilichthys pleurotaenia, Osteochilus repang)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40348 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001814-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.za4x8t
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bruguiera exaristata",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "not" : {
 "HasGeospatialIssue" : [
 "is true"
 ]
 }
 }
 ]
}

 The dataset includes 349 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001815-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48420/31007719
title: Illness scripts as a tool to develop clinical reasoning: A mixed methods study dataset

description: A dataset for our research on illness scripts as a tool to develop clinical reasoning.Introduction: Clinical reasoning is a skill which must be developed by medical students during their training. Illness scripts may have a role in building this skill. The aim of this study was to investigate medical students' use of illness script tables.Methodology: The study was a cross-sectional, mixed-methods design. Third year medical students were recruited. Ethical approval was gained, and survey responses (distributed via on online platform) were anonymous. Results were quantitatively analysed using the dataset.
DOI: 10.48420/31007719.v1
title: Illness scripts as a tool to develop clinical reasoning: A mixed methods study dataset

description: A dataset for our research on illness scripts as a tool to develop clinical reasoning.Introduction: Clinical reasoning is a skill which must be developed by medical students during their training. Illness scripts may have a role in building this skill. The aim of this study was to investigate medical students' use of illness script tables.Methodology: The study was a cross-sectional, mixed-methods design. Third year medical students were recruited. Ethical approval was gained, and survey responses (distributed via on online platform) were anonymous. Results were quantitatively analysed using the dataset.
DOI: 10.15468/dl.q97vwt
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Smelowskia alba",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 76 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001816-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/vdpkvh
title: Plangebied Didamsestraat te Zevenaar, gemeente Zevenaar.
title: Een archeologischeopgraving - variant archeologische begeleiding.
title: RAAP-RAPPORT 7603

description: &lt;p&gt;In opdracht van de gemeente Zevenaar heeft RAAP op 28 en 29 januari 2025 een archeologische 
opgraving – variant archeologische begeleiding uitgevoerd in het kader van de herinrichting van de 
parkeerplaats van de Didamsestraat in de gemeente Zevenaar. 
Het voornaamste doel van het onderzoek was het ex situ veiligstellen van eventueel aanwezige 
archeologische resten en de daarbij behorende wetenschappelijke informatie.
&lt;/p&gt;&lt;p&gt;Hoewel het onderzoek zowel in omvang als in diepte beperkt was, heeft dit toch enige nieuwe inzichten 
over de historische inrichting van het plangebied opgeleverd. Binnen het onderzoeksgebied zijn enkel 
resten uit de late nieuwe tijd aangetroffen, bestaande uit een greppel en resten van een weg. De 
greppel vormde de grens tussen de boomgaard van het landgoed en de openbare weg. Een situatie die 
in ieder geval terug gaat tot de vroege 19e eeuw, maar vermoedelijk al ouder is. Dit bevestigt de 
weergave van de kadastrale minuut van 1832, waar de oude locatie van de Didamsestraat, meer ten 
noorden van de onderzochte putten, onder de huidige parkeerplaats gezocht moet worden. 
Het sporenniveau was zichtbaar onder recent opgebrachte lagen op een niveau vanaf 11,36 tot 11,25 
m +NAP. De greppel was vrij diep ingegraven en reikte in ieder geval tot een niveau van 9,6 m +NAP. 
In het verlengde van deze greppel worden dan ook tot deze diepte geen oudere sporen meer verwacht. 
&lt;/p&gt;&lt;p&gt;Gesteld kan worden dat er tijdens het onderzoek geen sporen zijn aangetroffen die op zich 
behoudenswaardig zijn. Aangezien met deze werkzaamheden de civieltechnische werkzaamheden zijn 
afgerond, is de beschikbare archeologische informatie vastgelegd en is verder archeologisch 
onderzoek niet noodzakelijk. Indien in de toekomst nieuw onderzoek in het plangebied wordt uitgevoerd 
dient er rekening mee te worden gehouden dat intacte archeologische resten dicht onder het maaiveld 
aanwezig kunnen zijn.&lt;/p&gt;
DOI: 10.25824/redu/56kcfl
title: Análises multiclasses de agrotóxicos e medicamentos veterinários em gordura de frango através da abordagem QuEChERSER

description: Conjunto de dados e cromatogramas referentes às análises realizadas para validação de metodologia multiclasses de agrotóxicos e medicamentos veterinários em gordura de frango
DOI: 10.6084/m9.figshare.31209115
title: Experimental Datasets For RPR-RAG

description: Experimental Datasets For RPR-RAG(KGQA system)
DOI: 10.6084/m9.figshare.31209115.v1
title: Experimental Datasets For RPR-RAG

description: Experimental Datasets For RPR-RAG(KGQA system)
DOI: 10.15468/q9mp6s
title: Spider occurrences extracted from the 'The herpetobiont spider (Aranei) assamblages of the "Preduralie" Reserve in Permskaya oblast’ = Население герпетобионтных пауков (Aranei) заказника «Предуралье» в Пермской области'

description: The dataset contains spider occurrences extracted from the following article/book: [Esyunin S.L., Shumilovskikh L.S. 2008. The herpetobiont spider (Aranei) assamblages of the "Preduralie" Reserve in Permskaya oblast’ = Население герпетобионтных пауков (Aranei) заказника «Предуралье» в Пермской области // Евразиатск. энтомол. ж. Т.7. Вып.1. С.47–56 (рус., рез. англ.)] <b>Attention! As far as these were published in print, we strongly recommend to cite the original work along with this GBIF dataset!</b>Data were digitized within the Faunistics International project for the occurrence data extraction from the scientific literature: faunistic, taxonomical, ecological and other kinds. Full text is available here. Data are available here as well.
DOI: 10.5281/zenodo.18430102
title: Beach resting area
DOI: 10.5281/zenodo.18430101
title: Beach resting area