cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27003583.v1
title: A self-conformation-aware pre-training framework for molecular property prediction with substructure interpretability

description: Source data of the figures in the paper
DOI: 10.6084/m9.figshare.27834345
title: Data for Pradel et al. Impact of contaminant size and density on their incorporation into sea ice

description: For each compartment (ice, liquid and brine), the mass, salinity, pH and concentration of species is given. Concentration of salts and species is also given for bulk ice. Recovery rates are also calculated.
DOI: 10.15468/dl.fqbvf4
title: Occurrence Download

description: A dataset containing 864 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parkia filicoidea Welw. ex Oliv."
 ]
}

 The dataset includes 864 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027707-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28790798
title: Structural proteomics defines a sequential priming mechanism for the progesterone receptor

description: Source data files for SEC-MALS, MMS, phosphoproteomic profiling mass spectrometry, and transcriptional response assays.
DOI: 10.15468/dl.te5npk
title: Occurrence Download

description: A dataset containing 449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Austrocylindropuntia subulata (Muehlenpf.) Backeb."
 ]
}

 The dataset includes 449 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027708-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.73dvv3
title: Germplasm resource and genetic breeding of Zinnia: a review

description: Records used in [paper](https://doi.org/10.48130/opr-0025-0014) (dn)
DOI: 10.57841/casdc.0005482
title: 双碱基编辑系统STEME开发与应用的原始扩增子测序数据集
DOI: 10.15468/dl.9phmv9
title: Occurrence Download

description: A dataset containing 695284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1975-1995"
 ]
}

 The dataset includes 695284 records from 326 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027693-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15479/at:ista:19658
title: Token-driven totally asymmetric simple exclusion processes

description: We consider a family of totally asymmetric simple exclusion processes (TASEPs), consisting of particles on a lattice that require binding by a "token" in various physical configurations to advance over the lattice. Using a combination of theory and simulations, we address the following questions: (i) How token binding kinetics affects the current-density relation on the lattice; (ii) How this current-density relation depends on the scarcity of tokens; (iii) How tokens propagate the effects of the locally-imposed disorder (such as a slow site) over the entire lattice; (iv) How a shared pool of tokens couples concurrent TASEPs running on multiple lattices; (v) How our results translate to TASEPs with open boundaries that exchange particles with the reservoir. Since real particle motion (including in biological systems that inspired the standard TASEP model, e.g., protein synthesis or movement of molecular motors) is often catalyzed, regulated, actuated, or otherwise mediated, the token-driven TASEP dynamics analyzed in this paper should allow for a better understanding of real systems and enable a closer match between TASEP theory and experimental observations.
DOI: 10.5281/zenodo.15393474
title: Eyes on Fandat

description: Eyes on Fandat is a dataset focused on identifying the most suitable eyeglass frame shapes for individuals based on their face shapes. The dataset includes labeled image data to facilitate research in areas such as facial analysis, and computer vision.

 

Modality

Images: All images were sourced from Unsplash, a platform that offers high-quality, freely usable images. The dataset complies with Unsplash's licensing terms, allowing use for commercial and non-commercial purposes.

 

Annotations

Each image in the dataset is annotated with the following attributes:





Age Group:





2–5, 5–10, 10–15, 15–20, 20–25, 25–30, 30–35, 35–40, 40–45, 60–65






Face Shape:





Oval, Square, Round, Triangle, Heart, Diamond, Long






Gender:





Female, Male






Frame Shape (Suggested/Shown):





Oval, Rectangle, Square, Cat Eye, Round, Geometric, Browline






Target Label (Binary):





Suitable, Not Suitable — Indicates whether the frame shown is considered appropriate for the given face shape and personal attributes.





 

Purpose & Applications:

This dataset is intended for use in:





Machine learning models for personalized eyewear recommendations.




Studies on facial aesthetics and fashion-tech.




Applications in virtual try-on systems, retail AI, and computer vision research.
DOI: 10.5281/zenodo.15393475
title: Eyes on Fandat

description: Eyes on Fandat is a dataset focused on identifying the most suitable eyeglass frame shapes for individuals based on their face shapes. The dataset includes labeled image data to facilitate research in areas such as facial analysis, and computer vision.

 

Modality

Images: All images were sourced from Unsplash, a platform that offers high-quality, freely usable images. The dataset complies with Unsplash's licensing terms, allowing use for commercial and non-commercial purposes.

 

Annotations

Each image in the dataset is annotated with the following attributes:





Age Group:





2–5, 5–10, 10–15, 15–20, 20–25, 25–30, 30–35, 35–40, 40–45, 60–65






Face Shape:





Oval, Square, Round, Triangle, Heart, Diamond, Long






Gender:





Female, Male






Frame Shape (Suggested/Shown):





Oval, Rectangle, Square, Cat Eye, Round, Geometric, Browline






Target Label (Binary):





Suitable, Not Suitable — Indicates whether the frame shown is considered appropriate for the given face shape and personal attributes.





 

Purpose & Applications:

This dataset is intended for use in:





Machine learning models for personalized eyewear recommendations.




Studies on facial aesthetics and fashion-tech.




Applications in virtual try-on systems, retail AI, and computer vision research.
DOI: 10.15468/dl.mhhbnj
title: Occurrence Download

description: A dataset containing 2131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ciconia nigra (Linnaeus, 1758)"
 ]
}

 The dataset includes 2131 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027710-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.et3d3j
title: Occurrence Download

description: A dataset containing 455 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Azadirachta indica A.Juss."
 ]
}

 The dataset includes 455 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027709-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10936099
title: Dataset for the Paper: "How Do OSS Developers Utilize Architectural Solutions from Q&A Sites: An Empirical Study"

description: This package contains the dataset of the paper "How Do OSS Developers Utilize Architectural Solutions from Q&A Sites: An Empirical Study":

(1) Commits and Issues.xlsx

This file includes 984 commits and issues for the mining study.

(2) Survey Questionnaire (Customized Invitation Email).docx

This file provides the customized email used to invite each survey participant.

(3) Survey Questionnaire.xlsx

This file includes 12 survey questions used to collect the responses from the participants.

(4) Survey Responses.xlsx

This file includes 227 valid responses and the results of data extraction and analysis for the survey study.

(5) Data Extraction and Analysis.mx20

This file contains the results of data extraction and analysis for the mining study, which were analyzed by the MAXQDA tool. The file can be opened by MAXQDA 2020 or higher versions, which are available at https://www.maxqda.com/. You may also use the free 14 days trial version of MAXQDA 2020, which is available at https://www.maxqda.com/trial for download.
DOI: 10.5281/zenodo.14631861
title: Dataset for the Paper: "How Do OSS Developers Utilize Architectural Solutions from Q&A Sites: An Empirical Study"

description: This package contains the dataset of the paper "How Do OSS Developers Utilize Architectural Solutions from Q&A Sites: An Empirical Study":

(1) Commits and Issues.xlsx

This file includes 984 commits and issues for the mining study.

(2) Survey Questionnaire (Customized Invitation Email).docx

This file provides the customized email used to invite each survey participant.

(3) Survey Questionnaire.xlsx

This file includes 12 survey questions used to collect the responses from the participants.

(4) Survey Responses.xlsx

This file includes 227 valid responses and the results of data extraction and analysis for the survey study.

(5) Data Extraction and Analysis.mx20

This file contains the results of data extraction and analysis for the mining study, which were analyzed by the MAXQDA tool. The file can be opened by MAXQDA 2020 or higher versions, which are available at https://www.maxqda.com/. You may also use the free 14 days trial version of MAXQDA 2020, which is available at https://www.maxqda.com/trial for download.
DOI: 10.5281/zenodo.10936098
title: Dataset for the Paper: "How Do OSS Developers Reuse Architectural Solutions from Q&A Sites: An Empirical Study"

description: This package contains the dataset of the paper "How Do OSS Developers Reuse Architectural Solutions from Q&A Sites: An Empirical Study":

(1) Commits and Issues.xlsx

This file includes 984 commits and issues for the mining study.

(2) Survey Questionnaire (Customized Invitation Email).docx

This file provides the customized email used to invite each survey participant.

(3) Survey Questionnaire.xlsx

This file includes 12 survey questions used to collect the responses from the participants.

(4) Survey Responses.xlsx

This file includes 227 valid responses and the results of data extraction and analysis for the survey study.

(5) Data Extraction and Analysis.mx20

This file contains the results of data extraction and analysis for the mining study, which were analyzed by the MAXQDA tool. The file can be opened by MAXQDA 2020 or higher versions, which are available at https://www.maxqda.com/. You may also use the free 14 days trial version of MAXQDA 2020, which is available at https://www.maxqda.com/trial for download.
DOI: 10.5281/zenodo.15393565
title: Dataset for the Paper: "How Do OSS Developers Reuse Architectural Solutions from Q&A Sites: An Empirical Study"

description: This package contains the dataset of the paper "How Do OSS Developers Reuse Architectural Solutions from Q&A Sites: An Empirical Study":

(1) Commits and Issues.xlsx

This file includes 984 commits and issues for the mining study.

(2) Survey Questionnaire (Customized Invitation Email).docx

This file provides the customized email used to invite each survey participant.

(3) Survey Questionnaire.xlsx

This file includes 12 survey questions used to collect the responses from the participants.

(4) Survey Responses.xlsx

This file includes 227 valid responses and the results of data extraction and analysis for the survey study.

(5) Data Extraction and Analysis.mx20

This file contains the results of data extraction and analysis for the mining study, which were analyzed by the MAXQDA tool. The file can be opened by MAXQDA 2020 or higher versions, which are available at https://www.maxqda.com/. You may also use the free 14 days trial version of MAXQDA 2020, which is available at https://www.maxqda.com/trial for download.
DOI: 10.15468/dl.ezytv2
title: Occurrence Download

description: A dataset containing 16095012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Material citation, Material sample, Human Observation, Machine Observation, Observation)",
 "Geometry POLYGON((-180 -58,180 -58,180 84,-180 84,-180 -58))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is CC-BY-NC 4.0",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Animalia, Plantae)",
 "Year is 2017"
 ]
}

 The dataset includes 16095012 records from 741 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027687-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mrcvp
title: Occurrence Download

description: A dataset containing 3230113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pluvialis fulva (J.F.Gmelin, 1789), Aythya collaris (Donovan, 1809), Chroicocephalus philadelphia (Ord, 1815), Iduna opaca (Cabanis, 1850), Asio otus (Linnaeus, 1758), Mergellus albellus (Linnaeus, 1758), Anas crecca Linnaeus, 1758, Larus glaucoides B.Meyer, 1822, Emberiza hortulana Linnaeus, 1758, Pavo cristatus Linnaeus, 1758, Anthus trivialis (Linnaeus, 1758), Saxicola torquatus (Linnaeus, 1766), Milvus migrans (Boddaert, 1783), Larus delawarensis Ord, 1815, Sylvia nana (Hemprich & Ehrenberg, 1833), Alca torda Linnaeus, 1758, Xenus cinereus (Güldenstädt, 1775), Ardea cinerea Linnaeus, 1758, Cuculus canorus Linnaeus, 1758, Vanellus leucurus (M.H.K.Lichtenstein, 1823), Petronia petronia (Linnaeus, 1766), Cathartes aura (Linnaeus, 1758), Buteo lagopus (Pontoppidan, 1763), Tarsiger cyanurus (Pallas, 1773), Vanellus vanellus (Linnaeus, 1758), Phoenicopterus roseus Pallas, 1811, Cinclus cinclus (Linnaeus, 1758), Dendrocopos medius (Linnaeus, 1758), Onychoprion anaethetus (Scopoli, 1786), Gavia stellata (Pontoppidan, 1763))",
 "Country is Sweden",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3230113 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048118-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v67xv
title: Occurrence Download

description: A dataset containing 267091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida)",
 "Country is Czechia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 267091 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046724-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v846r
title: Occurrence Download

description: A dataset containing 300559 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Liliopsida)",
 "Country is Portugal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 300559 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046779-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2w5ybx
title: Occurrence Download

description: A dataset containing 974254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Insecta",
 "Country is one of (Georgia, Slovakia, Ukraine, Serbia, Croatia, Hungary, Slovenia, Bulgaria, Czechia, Korea, Republic of, Türkiye, Greece, China, Chile, Romania, Russian Federation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 974254 records from 1186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045417-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xb4p6
title: Occurrence Download

description: A dataset containing 444494 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Polypodiopsida)",
 "Country is New Zealand",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 444494 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046909-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3n5txa
title: Occurrence Download

description: A dataset containing 1505518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida)",
 "Country is Russian Federation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1505518 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047055-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfy8cy
title: Occurrence Download

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((98.88193 36.72242,100.58413 18.94389,130.94003 19.51129,122.71273 38.80288,99.44934 38.70832,98.88193 36.72242))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Salvia chinensis"
 ]
}

 The dataset includes 422 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028760-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auuxp3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Fargesia decurvata"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028759-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/gmv-817-4fa
title: Littorina obtusata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mbe-07d-epd
title: Littorina obtusata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ed1-bpj-1j9
title: Seila A. Adams, 1861

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ylk-qv7-c9w
title: Archierato maugeriae (J. E. Gray, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lf4-p8q-jje
title: Pomacea sinamarina (Bruguière, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lr7-1sh-34f
title: Bithynia tentaculata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t0d-zye-cgb
title: Eulimidae R. A. Philippi, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/734-zcc-9da
title: Acicula lineata lineata (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p8w-mfl-lm3
title: Parafossarulus manchouricus (Bourguignat, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/68j-8tb-33f
title: Clypeomorus petrosa (W. Wood, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p0d-4j0-5sa
title: Nerita albicilla Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cl4-e40-23t
title: Cochlodryas florida (G. B. Sowerby I, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cmw-86j-dky
title: Pollicaria elephas (de Morgan, 1885)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jne-qfd-jlj
title: Melanoides Olivier, 1804

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2zm-xvt-6wg
title: Mesalia mesal (Deshayes, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/76q-jl9-01w
title: Caecum donmoorei Mitchell-Tapping, 1979

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j6l-b62-zpz
title: Nerita histrio Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/032-ta0-by3
title: Charonia variegata (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nt4-psq-9z7
title: Pila ampullacea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ht-37a-z6m
title: Phosinella cancellata (R. A. Philippi, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6gw-smp-lh6
title: Hubendickia sulcata (Bavay, 1896)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jzj-fg7-wf4
title: Pila Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f6j-z4h-s99
title: Iniforis violacea (Quoy & Gaimard, 1834)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kha-ezb-pma
title: Tanea sagittata (Menke, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2ky-a8m-16g
title: Septa marerubrum (Garcia-Talavera, 1985)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pnz-sh0-8xt
title: Tectarius tectumpersicum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ed-bd2-j5p
title: Pustularia cicercula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sex-2bs-qyt
title: Pleurocera Rafinesque, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/490-h7f-y9z
title: Litiopa melanostoma Rang, 1829

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d5c-cg4-twr
title: Fossarus ambiguus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.