cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30231088.v1
title: Raw Data_A Study on the Influencing Factors of Higher Vocational College Students’ Academic Engagement in English Learning Facilitated by AI Technology

description: The dataset, "Raw Data_A Study on the Influencing Factors of Higher Vocational College Students’ Academic Engagement in English Learning Facilitated by AI Technology", was collected from three higher vocational colleges in China using Wenjuanxing (https://www.wjx.cn/) between November and December 2024. After excluding invalid responses, 1538 valid questionnaires were analyzed. The study focused on key psychological factors, including AI affordance, AI literacy, teacher support, AI trust, foreign language enjoyment and academic engagement, to explore their impact under the pressures of modern society and education. This dataset provides valuable insights for understanding the psychological state and development of higher vocational college students.
DOI: 10.15468/dl.f3q7dq
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((173.91127 -39.04636,173.91882 -39.18023,174.2089 -39.13257,174.26605 -39.05306,174.16145 -38.97094,173.91127 -39.04636))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Astelia solandri",
 "Year 2010-2025"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028764-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9a35uf
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galium glaucum",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028765-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/05r36k
title: Archeologische opgraving Merselo Haag 5 Archeologische opgraving Haag 5 te Merselo in de gemeente Venray

description: &lt;p&gt;Econsultancy heeft in opdracht van Arvalis een definitieve opgraving uitgevoerd op de locatie Haag 5 te Merselo in de gemeente Venray (zie figuren 1 en 2). In het plangebied zal nieuwbouw worden gerealiseerd. Het archeologisch onderzoek werd noodzakelijk geacht om te voorkomen dat behoudenswaardige archeologische resten door de bodemingrepen van de geplande ontwikkelingen ongedocumenteerd verloren zouden gaan. Het doel van de opgraving is dan ook om de aanwezige archeologische resten in de te verstoren gebieden te documenteren.&lt;/p&gt;&lt;p&gt;Gevolgde onderzoeksmethode In het plangebied worden alleen bodemverstorende ontwikkelingen gepland in de bouwblokken. In overleg met de gemeente Venray is besloten om alleen deze bouwblokken op te graven en op de rest van het terrein de dubbelbestemming archeologie te handhaven. Dit resulteerde in twee werkputten met een totale oppervlakte van circa 1000 m2. Van werkput 2 (oorspronkelijk 920 m2) kon slechts 455 m2 worden aangelegd in verband met de aanwezigheid van een stal (met mestkelder) in het noorden, bomen in het zuiden en een rioleringsbuis in het oosten.&lt;/p&gt;&lt;p&gt;Resultaten opgraving Tijdens de opgraving bleek dat binnen het plangebied sporen aanwezig zijn die gedateerd kunnen worden in de IJzertijd en in de Late Middeleeuwen/Nieuwe tijd. Uit de sporenclusters konden vier structuren (huisplattegronden) herleid worden, waarvan er twee gedateerd konden worden in de IJzertijd, één in de volle Middeleeuwen en één in de Nieuwe tijd. Alle sporen zijn ingemeten, gedocumenteerd, gecoupeerd en afgewerkt.&lt;/p&gt;
DOI: 10.5281/zenodo.17199427
title: step2point dataset: Detailed shower simulation for data representation studies

description: This dataset contains detailed information of simulation of single incident particles in the calorimetry of the Open Data Detector. It can be used to study data representation of the showers (electromagnetic and hadronic), with the goal of constructing a tool that is able to produce the optimal data representation for generative models (surrogates for costly simulation of showers) that does not change the spatial characteristics of shower while decreasing the size of the input data.

A detailed description of this dataset is published in arXiv:2509.22340.
DOI: 10.5281/zenodo.17199426
title: step2point dataset: Detailed shower simulation for data representation studies

description: This dataset contains detailed information of simulation of single incident particles in the calorimetry of the Open Data Detector. It can be used to study data representation of the showers (electromagnetic and hadronic), with the goal of constructing a tool that is able to produce the optimal data representation for generative models (surrogates for costly simulation of showers) that does not change the spatial characteristics of shower while decreasing the size of the input data.

A detailed description of this dataset is published in arXiv:2509.22340.
DOI: 10.15468/dl.xbc7jf
title: Occurrence Download

description: A dataset containing 26224 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Zomerganzen - Summering geese management and population counts in Flanders, Belgium"
 ]
}

 The dataset includes 26224 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028766-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17223634
title: ATR fasta files

description: Example fasta data for python for biologists course lecture 2
DOI: 10.5281/zenodo.17223635
title: ATR fasta files

description: Example fasta data for python for biologists course lecture 2
DOI: 10.6084/m9.figshare.30231094
title: Data analysis of fresh & post-preservation sperm

description: Data analysis of fresh & post-preservation sperm (viability, motility, & abnormality)
DOI: 10.6084/m9.figshare.30231094.v1
title: Data analysis of fresh & post-preservation sperm

description: Data analysis of fresh & post-preservation sperm (viability, motility, & abnormality)
DOI: 10.15468/dl.jf3s9m
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galium glaucum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028767-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.724xk3
title: Occurrence Download

description: A dataset containing 5985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "SamplingProtocol is ROV",
 "SamplingProtocol is remotely operated vehicle",
 "SamplingProtocol is remotely operated",
 "SamplingProtocol is R.O.V.",
 "SamplingProtocol is remote operated vehicle",
 "SamplingProtocol is underwater vehicle",
 "RecordedBy is ROV",
 "RecordedBy is remotely operated vehicle",
 "RecordedBy is remotely operated",
 "RecordedBy is R.O.V.",
 "RecordedBy is remote operated vehicle",
 "RecordedBy is underwater vehicle"
 ]
 }
 ]
}

 The dataset includes 5985 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028769-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ex7b3c
title: Occurrence Download

description: A dataset containing 26778 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Carlina acanthifolia)"
 ]
}

 The dataset includes 26778 records from 310 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028768-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcdbv4
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Equus kiang",
 "Year 1975-2025"
 ]
}

 The dataset includes 131 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028770-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.duvda3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parayuhina diademata",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028771-250920141307145/datasets/export for details.
DOI: 10.15468/dl.vrw6hh
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The mammals collection (ZM) of the Muséum national d'Histoire naturelle (MNHN - Paris)",
 "TaxonKey is Uncia uncia"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028773-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v37ygn
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((173.91127 -39.04636,173.91882 -39.18023,174.2089 -39.13257,174.26605 -39.05306,174.16145 -38.97094,173.91127 -39.04636))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Parsonsia heterophylla",
 "Year 2010-2025"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028774-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17223286
title: Dataset and code for SCPN

description: Modeling cellular dynamics from single-cell RNA sequencing (scRNA-seq) data is critical for understanding cell development and underlying gene regulatory relationships. Our recent work introduces single-cell Piecewise Network (scPN), a novel dynamical modeling framework that simultaneously infers pseudotime, velocity fields, and gene interaction networks, particularly in multi-branch differentiation scenarios.

This repository provides the datasets and runnable code used in the study:





Datasets:





Gastrulation




Oligolite




Dentate Gyrus






Code: Scripts to reproduce the results and implement the scPN algorithm.



The resources here enable researchers to explore scPN, validate our findings, and apply the method to their own scRNA-seq data.
DOI: 10.5281/zenodo.17223285
title: Dataset and code for SCPN

description: Modeling cellular dynamics from single-cell RNA sequencing (scRNA-seq) data is critical for understanding cell development and underlying gene regulatory relationships. Our recent work introduces single-cell Piecewise Network (scPN), a novel dynamical modeling framework that simultaneously infers pseudotime, velocity fields, and gene interaction networks, particularly in multi-branch differentiation scenarios.

This repository provides the datasets and runnable code used in the study:





Datasets:





Gastrulation




Oligolite




Dentate Gyrus






Code: Scripts to reproduce the results and implement the scPN algorithm.



The resources here enable researchers to explore scPN, validate our findings, and apply the method to their own scRNA-seq data.
DOI: 10.15468/dl.jse273
title: Occurrence Download

description: A dataset containing 3065891636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3065891636 records from 44861 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028471-250920141307145/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.27320622
title: MS WGs with UTRs.faMolecular and functional disparities of bovine viral diarrhoea virus 1b, 1d, and 1f subgenotype field isolates

description: Molecular and functional disparities of bovine viral diarrhoea virus 1b, 1d, and 1f subgenotype field isolates were analysed.
DOI: 10.15468/dl.7mz8n2
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ambrosia canescens A.Gray, Ambrosia canescens, Ambrosia canescens, Ambrosia canescens A.Gray, Ambrosia canescens A.Gray, Ambrosia canescens A.Gray, Ambrosia canescens A.Gray, Ambrosia canescens A.Gray, 1882, Ambrosia canescens A.Gray, 1882, Ambrosia canescens (Benth.) Gray, Ambrosia canescens A. Gray, Ambrosia canescens A.Gray, Franseria canescens (A.Gray) Rydb., 1922, Franseria canescens (A.Gray) Rydb., Franseria canescens (A.Gray) Rydb., Franseria canescens (A.Gray) Rydb., Franseria canescens (A.Gray) Rydb., Franseria canescens (A. Gray) Rydb.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 66 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016154-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14166954
title: DISCO_dataset_rds_bacth3
DOI: 10.5281/zenodo.14166955
title: DISCO_dataset_rds_bacth3
DOI: 10.15468/dl.6ctcv3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A review of present knowledge of larvae of the Calopterygoidea (Zygoptera) of the Oriental realm, including keys to families and known genera"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016156-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hapt85
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lagopsis marrubiastrum, Lagopsis marrubiastrum, Lagopsis marrubiastrum (Stephan) Ik.-Gal., Lagopsis marrubiastrum (Steph.) Ik.-Gal., Lagopsis marrubiastrum (Stephan) Ikonn.-Gal., Lagopsis marrubiastrum (Stephan) Ik.-Gal., Lagopsis marrubiastrum (Stephan) Ik.-Gal., Lagopsis marrubiastrum (Stephan) Ikonn.-Gal., Lagopsis marrubiastrum (Stephan) Ikonn.-Gal., Lagopsis marrubiastrum (Steph.) Ikonn.-Gal., Lagopsis marrubiastrum (Stephan) Ikonn.-Gal., 192400797, Lagopsis marrubiastrum (Stephan) Ikonn.-Gal., Lagopsis marrubiastrum (Steph.) Ikonn.-Gal., 1937, Marrubium marrubiastrum (Stephan) Hedge, Marrubium lanatum Benth., Marrubium lanatum Benth., Marrubium lanatum Benth., Moluccella laniflora Willd. ex Benth., Moluccella marrubiastrum Stephan, Moluccella marrubiastrum Stephan, Moluccella laniflora Willd. ex Benth., Marrubium marrubiastrum (Stephan) Hedge, Marrubium marrubiastrum (Stephan) Hedge, Marrubium marrubiastrum (Stephan) Hedge, Moluccella marrubiastrum Stephan, Lagopsis incana Bunge, Marrubium marrubiastrum (Stephan) Hedge, Marrubium lanatum Benth., Moluccella marrubiastrum Stephan, Lagopsis incana Bunge, Moluccella marrubiastrum Stephan, Lagopsis incana Bunge, Moluccella laniflora Willd., Lagopsis incana Bunge, Moluccella laniflora Willd. ex Benth., Marrubium lanatum Benth., Moluccella laniflora Willd. ex Benth., Lagopsis incana Bunge, Moluccella laniflora Willd. ex Benth.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 124 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016157-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpxdxp
title: Occurrence Download

description: A dataset containing 980671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Perca fluviatilis Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 980671 records from 662 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016116-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.up79dr
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mixochlora vittata (Moore, 1868)"
 ]
}

 The dataset includes 211 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016159-241107131044228/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.27754185
title: <b>land surface vulnerability</b>

description: In this study, we proposed a quantitative framework to assess the land surface vulnerability baseline using time series datasets. Based on annual information of the “water-soil-climate-plant” system, which was characterized by the dynamic of surface water, soil erosion, drought, and vegetation in 1990–2022, we analyzed the spatial heterogeneity of land surface vulnerability baseline and explored its response to shifts in potential factors in the Hohhot-Baotou-Ordos-Yulin urban agglomeration. By incorporating time-series geospatial datasets and dynamic modeling approaches, we provide valuable insights for accurately assessing land surface vulnerability baseline, offering scientific supports for evaluating the resilience of land surface system in arid and semi-arid regions.
DOI: 10.6084/m9.figshare.27754185.v1
title: <b>land surface vulnerability</b>

description: In this study, we proposed a quantitative framework to assess the land surface vulnerability baseline using time series datasets. Based on annual information of the “water-soil-climate-plant” system, which was characterized by the dynamic of surface water, soil erosion, drought, and vegetation in 1990–2022, we analyzed the spatial heterogeneity of land surface vulnerability baseline and explored its response to shifts in potential factors in the Hohhot-Baotou-Ordos-Yulin urban agglomeration. By incorporating time-series geospatial datasets and dynamic modeling approaches, we provide valuable insights for accurately assessing land surface vulnerability baseline, offering scientific supports for evaluating the resilience of land surface system in arid and semi-arid regions.
DOI: 10.6084/m9.figshare.27753327
title: Inflammatory markers and untargeted metabolomics data of equine chondrocytes after PRP treatment

description: This study presents the original data on inflammatory changes and metabolomics alterations in the equine osteoarthritis in vitro model under treatment with fresh PRP and lyophilized PRP.
DOI: 10.6084/m9.figshare.27753327.v1
title: Inflammatory markers and untargeted metabolomics data of equine chondrocytes after PRP treatment

description: This study presents the original data on inflammatory changes and metabolomics alterations in the equine osteoarthritis in vitro model under treatment with fresh PRP and lyophilized PRP.
DOI: 10.5281/zenodo.14164664
title: Data&Script_perceptual completion
DOI: 10.5281/zenodo.14164665
title: Data&Script_perceptual completion
DOI: 10.5281/zenodo.14167716
title: COVID-19 Data
DOI: 10.5281/zenodo.14167717
title: COVID-19 Data
DOI: 10.34740/kaggle/dsv/9913379
title: OnlineFree
DOI: 10.15468/dl.k3es7u
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anopheles stephensi Liston, 1901"
 ]
}

 The dataset includes 106 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067299-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjavy6
title: Occurrence Download

description: A dataset containing 2017 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Culex annulirostris Skuse, 1889",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2017 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002282-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywkr7x
title: Occurrence Download

description: A dataset containing 11947 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Anopheles gambiae Giles, 1900",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11947 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002265-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3h5gtm
title: Occurrence Download

description: A dataset containing 39488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Aedes albopictus (Skuse, 1894)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39488 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002139-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mqwbu
title: Occurrence Download

description: A dataset containing 44496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Culex tarsalis Coquillett, 1896",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 44496 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002286-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.