cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17578326
title: Supporting data for van Strien A.J., Meijaard E., Nardiyono, Suief S., Zaini S. (2025). Occupancy estimation of wild species in a palm oil plantation using unstructured data. PLOS ONE, 2025.

description: Update (Version 2 – 2025-11-13):This version includes a revised documentation file and minor corrections to the dataset structure, reflected in data_for_repository_updated.csv

 

This dataset accompanies the paper:van Strien A.J., Meijaard E., Nardiyono, Suief S., Zaini S. (2025). Occupancy estimation of wild species in a palm oil plantation using unstructured data. PLOS ONE, 2025.

The dataset contains raw and processed data used for the occupancy estimation analyses described in the paper.

Files included:





data_for_repository_updated.csv – Primary dataset used in the occupancy analysis.




KAL_observers.csv – Observer metadata.




Explanation_Data_repository.docx – Supporting documentation explaining variables, data sources, and structure.



These files are released to promote transparency and reproducibility of research.
DOI: 10.15468/dl.zk6r9e
title: Occurrence Download

description: A dataset containing 5777 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((157.4348 49.46651,109.1332 54.01253,103.16653 31.85063,103.16653 11.96176,122.20304 10.5411,154.87762 14.80309,157.4348 49.46651))",
 "TaxonKey is Kalopanax septemlobus"
 ]
}

 The dataset includes 5777 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030263-251025141854904/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.30607454.v1
title: <b>Contrasting </b><b>g</b><b>eochemical </b><b>f</b><b>ingerprints of </b><b>b</b><b>ack-</b><b>a</b><b>rc </b><b>b</b><b>asins: </b><b>In-</b><b>s</b><b>itu</b><b> </b><b>e</b><b>vidence from the Sulu Sea and Celebes Sea</b><b> </b><b>basalts</b>

description: The Southeast Asian subduction system, shaped by the convergence of multiple tectonic plates, hosts a series of Cenozoic marginal basins that have evolved through an intricate combination of geodynamic processes. The nature of the mantle sources of volcanism underlying these basins remains a subject of debate. Here, to clarify the characteristics of these mantle sources, we present in-situ major, trace element, and Sr isotopic data for clinopyroxene and plagioclase derived from volcanic rocks of the Sulu Sea and the Celebes Sea. Despite the fact that both basins occupy back-arc tectonic settings, they differ markedly in the extent of contributions from subduction-related fluids and sediments. Sulu Sea volcanism, primarily influenced by back-arc extension and intra-arc rifting, shows geochemical signatures indicative of fluid release from altered oceanic crust (AOC-fluid) associated with stagnant slabs in the mantle transition zone. In contrast, Celebes Sea volcanism records a stronger slab input, with contamination by recycled oceanic crust that underwent plagioclase fractionation. Integrated seismic tomography and in-situ mineral geochemistry collectively affirm the distinction between the mantle source features and evolution pathways of the Sulu Sea vs. Celebes Sea back-arc basin volcanism.
DOI: 10.6084/m9.figshare.29234030
title: Data for the article entitled: "Treadmill Exercise and Indoor Cycling: Self-selected Intensity, Perceived Enjoyment, and Importance of Preference for Activity Mode"

description: Data for the paper:Hansen EA, Ipsen JH, Schneider JV, Petersen SBB, Petersen AW, Lindahl M. Treadmill Exercise and Indoor Cycling: Self-selected Intensity, Perceived Enjoyment, and Importance of Preference for Activity Mode. International Journal of Exercise Science 18(5): 1344-1354, 2025. https://doi.org/10.70252/NCPI2090<br>Please refer to both paper and dataset when data are used.
DOI: 10.6084/m9.figshare.29234030.v1
title: Data for the article entitled: "Treadmill Exercise and Indoor Cycling: Self-selected Intensity, Perceived Enjoyment, and Importance of Preference for Activity Mode"

description: Data for the paper:Hansen EA, Ipsen JH, Schneider JV, Petersen SBB, Petersen AW, Lindahl M. Treadmill Exercise and Indoor Cycling: Self-selected Intensity, Perceived Enjoyment, and Importance of Preference for Activity Mode. International Journal of Exercise Science 18(5): 1344-1354, 2025. https://doi.org/10.70252/NCPI2090<br>Please refer to both paper and dataset when data are used.
DOI: 10.15468/dl.s6htps
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Country is United States of America",
 "TaxonKey is Potamopyrgus"
 ]
}

 The dataset includes 284 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030264-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46x358
title: Occurrence Download

description: A dataset containing 839 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hopea odorata"
 ]
}

 The dataset includes 839 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030266-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsr5qj
title: Occurrence Download

description: A dataset containing 5738 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((119.66071 12.28042,178.76383 61.13584,107.62558 63.87651,95.94796 23.24311,103.69331 6.56077,119.66071 12.28042))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crepidiastrum denticulatum"
 ]
}

 The dataset includes 5738 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030265-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qk3thu
title: Occurrence Download

description: A dataset containing 52832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycorma delicatula"
 ]
}

 The dataset includes 52832 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030246-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ar2hds
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cymbidium ensifolium"
 ]
}

 The dataset includes 137 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030267-251025141854904/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/13714762
title: Bangla English Parallel Sentence Dataset
DOI: 10.17605/osf.io/jf2s7
title: Generative AI in Mathematics Education: Pre-service Teachers’ knowledge and implications for their professional development

description: Incorporating technologies with Generative Artificial Intelligence (GenAI) into education requires a shift in teaching methodologies. However, little is known about how pre-service teachers perceive the relevance and challenges of this incorporation, particularly in mathematics education. This study investigates pre-service teachers’ interactions with GenAI, addressing the relevance and challenges of integrating it in mathematics teaching and discussing possible implications for their knowledge and professional development. Specifically, it intends to understand: How does the pre-service teachers’ interaction with GenAI during the design and implementation of teaching activities relate to their professional knowledge? And how does this relation impact the relevance they ascribe to GenAI? In this qualitative and interpretative study, involving seven pre-service mathematics teachers, we analyse the interplay between participants’ knowledge and use of a GenAI (in this case, ChatGPT), guided by KTMT – Knowledge for Teaching Mathematics with Technology model. The main conclusions revealed a landscape characterized by promise and challenge, where GenAI can be a valuable educational tool when used to facilitate discussion and promote critical thinking, highlighting the relevance and development of KTMT. The ability to evaluate and reflect on AI-generated responses can promote professional development, preparing pre-service teachers for an increasing presence of technology in educational environments.
DOI: 10.7910/dvn/u77txq
title: Living Among Us, Governing Over Us? Symbolic Boundaries and the Hierarchy of Immigrant Political Inclusion in South Korea

description: This study examines how democratic publics differentiate between social and political inclusion in the case of immigrants, focusing on the symbolic boundaries that govern access to political membership.
DOI: 10.15468/dl.v7g48p
title: Occurrence Download

description: A dataset containing 567 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((148.91088 38.10143,88.67597 50.60302,102.02995 8.26817,149.76328 5.99524,148.91088 38.10143))",
 "TaxonKey is Aristolochia kaempferi"
 ]
}

 The dataset includes 567 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030268-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jannfn
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Nymphaea elleniae"
 ]
}

 The dataset includes 91 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030269-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcwt7c
title: Occurrence Download

description: A dataset containing 30293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Camponotus pennsylvanicus"
 ]
}

 The dataset includes 30293 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030270-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7rsmb
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Orca observations from the shores of Macquarie Island"
 ]
}

 The dataset includes 248 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030271-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkwabn
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Jacaranda mimosifolia"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030272-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5qn5zr1d
title: MassIVE MSV000099885 - Proteomic data of cytoplasmic male sterility in Capsicum annuum L.
title: iTRAQ data of anther proteins from the CMS line and its maintainer line at both the tetrad and mononuclear microspore stages.
DOI: 10.5281/zenodo.17596900
title: Crime Category Prediction Challenge (v1.0)

description: This dataset offers a comprehensive snapshot of criminal activities within the city, including dates, times, locations, victim demographics, and more. Used for crime category prediction tasks.
DOI: 10.5281/zenodo.17596899
title: Crime Category Prediction Challenge (v1.0)

description: This dataset offers a comprehensive snapshot of criminal activities within the city, including dates, times, locations, victim demographics, and more. Used for crime category prediction tasks.
DOI: 10.15468/dl.zzev2n
title: Occurrence Download

description: A dataset containing 6034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Timor-Leste",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 6034 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030273-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xuf3g3
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.23_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Zostera marina L."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007109-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4dsjw9
title: Occurrence Download

description: A dataset containing 95103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.23_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 95103 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007090-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3rt58
title: Occurrence Download

description: A dataset containing 1744 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Halocnemum strobilaceum (Pall.) M.Bieb."
 ]
}

 The dataset includes 1744 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015720-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wct6zr
title: Occurrence Download

description: A dataset containing 114125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Juncus squarrosus"
 ]
}

 The dataset includes 114125 records from 577 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049152-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14278/rodare.3947
title: Data: Tuning transport properties of conducting ceramic through point defects

description: Data for the paper: Tuning transport properties of  conducting ceramic through point defects, published in 2025 at Journal of Alloys and Compounds.
DOI: 10.15468/dl.qrjzxg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lophura inornata",
 "Country is Chinese Taipei",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049232-250811113504898/datasets/export for details.
DOI: 10.14278/rodare.3946
title: Data: Tuning transport properties of conducting ceramic through point defects

description: Data for the paper: Tuning transport properties of  conducting ceramic through point defects, published in 2025 at Journal of Alloys and Compounds.
DOI: 10.71947/arim.jpmxp1225kt0900
title: SrTiO3の室温におけるEELS (Ti L2,3-edge)
DOI: 10.15468/dl.hcyzfk
title: Occurrence Download

description: A dataset containing 12851 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Brazil, Northern Mariana Islands, Ecuador, Australia, Canada, Netherlands, French Polynesia, Dominican Republic, Costa Rica)",
 "IucnRedListCategory is EX",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 12851 records from 259 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024581-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c57w67j4x
title: MassIVE MSV000098057 - Ice plant salt-induced phosphoproteomics
title: Climate change and population growth threaten global freshwater resources and food security. Crassulacean acid metabolism (CAM) is a specialized photosynthetic adaptation that exhibits superior water-use efficiency (WUE) compared to C3 and C4 photosynthesis. Mesembryanthemum crystallinum (common ice plant) is capable of shifting from C3 to CAM, making it a key model for investigating the photosynthesis plasticity and its potential to enhance crop stress resilience in a changing climate. To date, the molecular mechanisms underlying this high-WUE photosynthetic transition remain largely unknown.
DOI: 10.15468/dl.kkna53
title: Occurrence Download

description: A dataset containing 1290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dasyprocta azarae Lichtenstein, 1823",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1290 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003939-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9fub7
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crataegus orientalis subsp. orientalis, Crataegus stevenii Pojark., Crataegus ×ruscinonensis Gren., Crataegus ×sinaica Boiss., Craterostigma sessiliflorum (Benth.) Y.S.Liang & J.C.Wang)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 212 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003936-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.j00053.00064
title: China's quantum industry policies
title: 中国量子产业政策

description: China's quantum industry  policies
description: China's quantum industry  policies
DOI: 10.15468/dl.rh2rms
title: Occurrence Download

description: A dataset containing 1225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Living Specimen)",
 "TaxonKey is Pelodiscus sinensis"
 ]
}

 The dataset includes 1225 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005912-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxayyg
title: Occurrence Download

description: A dataset containing 1739 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is BatMapPH: Philippine Bat Species Occurrence Database"
 ]
}

 The dataset includes 1739 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005913-251120083545085/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.30686414
title: Results of paleogeographic reconstructions

description: This file contains results of paleogeographic reconstructions.
DOI: 10.6084/m9.figshare.30686414.v1
title: Results of paleogeographic reconstructions

description: This file contains results of paleogeographic reconstructions.
DOI: 10.17632/hcpjty49y2
title: Dataset search test

description: Dataset search test description
DOI: 10.17632/hcpjty49y2.2
title: Dataset search test

description: Dataset search test description
DOI: 10.15468/dl.qhuuh5
title: Occurrence Download

description: A dataset containing 2475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Grus americana",
 "Year 2018-2018"
 ]
}

 The dataset includes 2475 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005914-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8h47b
title: Occurrence Download

description: A dataset listing the 28166 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "StateProvince is California",
 "Year 2019-2024"
 ]
}

 The dataset's 28166 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005905-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jvqh7
title: Occurrence Download

description: A dataset containing 2272 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((2.00777 48.13145,2.0689 48.13145,2.0689 48.17641,2.00777 48.17641,2.00777 48.13145))",
 "Geometry POLYGON((2.00198 48.1319,2.06916 48.1319,2.06916 48.18179,2.00198 48.18179,2.00198 48.1319))"
 ]
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2272 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005915-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3afdd
title: Occurrence Download

description: A dataset listing the 16791 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "StateProvince is Florida",
 "Year 2019-2024"
 ]
}

 The dataset's 16791 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005906-251120083545085/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.30695336
title: COVID-19-related documents, Chinese official discourse

description: This dataset is for research on COVID-19 metaphors.
DOI: 10.6084/m9.figshare.30695336.v1
title: COVID-19-related documents, Chinese official discourse

description: This dataset is for research on COVID-19 metaphors.