cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17239943
title: StudentDropoutDataset

description: This dataset provides comprehensive information on student trajectories and dropout factors at a Spanish technological university specialising in Science, Technology, Engineering, Arts, and Mathematics (STEAM) programmes. It encompasses demographic, socioeconomic, and academic data for all enrolled students across bachelor's, master's, doctoral, and lifelong learning programmes, spanning three complete academic years (excluding pandemic-affected periods). The data were systematically collected from multiple internal sources, standardised, and fully anonymised to ensure privacy compliance.

The dataset comprises 39,364 students, 4,989 courses across 163 degree programmes, and 77 variables capturing diverse dimensions of the student experience, including admission pathways, academic performance indicators, socio-demographic characteristics, digital engagement in the Learning Management System (LMS), and Wi-Fi access patterns. With 464,739 individual records—each representing a course enrolment per student per academic year—the dataset enables robust longitudinal analyses of academic progression and dropout behaviour.

This rich data resource offers significant potential for reuse in multiple research contexts: investigating factors influencing student retention, developing predictive models to identify at-risk students, and conducting comparative studies in higher education settings.
DOI: 10.15468/dl.6cq6nj
title: Occurrence Download

description: A dataset containing 1932 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stizostedion lucioperca",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1932 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003319-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yg4ssd
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Grapholita dimorpha",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003324-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdneja
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ciconiiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((30 60,60 60,60 90,30 90,30 60))"
 ]
}

 The dataset includes 70 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003325-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4864d
title: Occurrence Download

description: A dataset containing 16981351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.84798 13.37113,-87.56329 13.37113,-87.56329 17.92385,-92.84798 17.92385,-92.84798 13.37113))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 16981351 records from 1432 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003238-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m544xg
title: Occurrence Download

description: A dataset containing 2670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Panama",
 "Year is 2012",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 2670 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059773-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17246804
title: Global ocean anthropogenic carbon concentrations from preindustrial to 2500 c.e. estimated using TRACE-Python

description: This data product is only intended to be used for peer reivew.  This DOI should never be referenced for any other scientific purpose.  Another DOI will be issued if and when the corresponding paper is accepted for publication and that DOI should be cited for scientific purposes, at which point this citation will become deprecated.  If no changes to the data product are required from peer review, then this paragraph will be removed from the description.. Included in this dataset are NETCDF4 (.nc) files produced by analysis of the GLODAPv2.2016b gridded product (https://doi.org/10.5194/essd-8-325-2016) using the TRACE-Python software product (https://doi.org/10.5281/zenodo.15597123) detailed in the submitted manuscript, yielding esimates of ocean anthropogenic carbon concentration and metadata for each cell of the gridded product.

Each file provides a snapshot view of the global ocean at 1 degree latitude and longitude resolution over 33 depth horizons. 20 time steps span the years 1750-2500 c.e. and 9 atmospheric carbon dioxide trajectories are represented, yielding 180 files. The files are CF-compliant and self-describing; additionally, the file naming convention follows the pattern: "gd_ds_{atmospheric trajectory}_{snapshot year}.nc".
DOI: 10.5281/zenodo.17246805
title: Global ocean anthropogenic carbon concentrations from preindustrial to 2500 c.e. estimated using TRACE-Python

description: This data product is only intended to be used for peer reivew.  This DOI should never be referenced for any other scientific purpose.  Another DOI will be issued if and when the corresponding paper is accepted for publication and that DOI should be cited for scientific purposes, at which point this citation will become deprecated.  If no changes to the data product are required from peer review, then this paragraph will be removed from the description.. Included in this dataset are NETCDF4 (.nc) files produced by analysis of the GLODAPv2.2016b gridded product (https://doi.org/10.5194/essd-8-325-2016) using the TRACE-Python software product (https://doi.org/10.5281/zenodo.15597123) detailed in the submitted manuscript, yielding esimates of ocean anthropogenic carbon concentration and metadata for each cell of the gridded product.

Each file provides a snapshot view of the global ocean at 1 degree latitude and longitude resolution over 33 depth horizons. 20 time steps span the years 1750-2500 c.e. and 9 atmospheric carbon dioxide trajectories are represented, yielding 180 files. The files are CF-compliant and self-describing; additionally, the file naming convention follows the pattern: "gd_ds_{atmospheric trajectory}_{snapshot year}.nc".
DOI: 10.3535/068-38t-waq
title: †Kokenospira Bassler, 1915

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lbv-rn7-0xj
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/apw-qqs-73g
title: Plantae

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/whe-6tg-h5a
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fbm-dna-tre
title: †Orthis Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/235-plr-rsz
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n4e-bcx-sgy
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4xj-ty6-yfv
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/97z-3me-lm5
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/etb-h4d-6mh
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g66-t83-y4s
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3886/e225082v1
title: “I don’t like to take advantage”: How disabled adults get by with limited community resources in rural America

description: People with disabilities face barriers to accessing resources and supports they need to live independently in their communities. These barriers are amplified in rural communities where access to transportation, healthcare, personal care supports, food, and internet/communication technology can be limited. This study aims to better understand not only the limitations that rural people with disabilities face when trying to access community resources but also the strategies and solutions they employ to navigate these limitations. Using photo-elicitation interviews, the research team interviewed 12 rural community members with disabilities. We used thematic analysis to identify three core themes related to rural resource access. First, people with disabilities in rural areas described limited access to resources, particularly access to transportation which in turn limited their ability to access other services. Secondly, reliance on social capital and disability organizations emerged as critical sources of support that individuals leveraged to navigate their limited access to community resources. Finally, while social capital and community-based organizations are critical supports, systemic barriers continue to limit access to rural community resources impacting individuals access to care and quality of life. Increased community living supports and funding for community-based organizations in rural communities is critical to ensure that people with disabilities in all communities across the country have access to the resource they need to live independently in their communities.
description: 12 individuals were interviewed, but final analysis included 10 interviews due to data quality issues.
description: People with disabilities living in rural communities in the United States.. Smallest Geographic Unit: Rural communities in Montana, Nebraska, New York, Georgia, and Massachusetts.
description: computer-assisted telephone interview (CATI);
DOI: 10.3535/9m4-012-hcl
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pdt-3ja-zfq
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1r3-8h5-k2v
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rmv-6ep-rbw
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2v3-11f-q7v
title: †Leptaena Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xv6-g80-2qm
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dxf-pw9-6ek
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j28-l63-ps0
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/288-res-f17
title: †Semitubina spinosa (Quenstedt, 1852)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6am-n6k-01y
title: rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dqf-wwk-l0f
title: Pyrite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vxj-g5f-dvp
title: †Subulites Emmons, 1842

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6vc-5t1-p2k
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gls-sca-jf7
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.57745/qz8xsr
title: README.html
DOI: 10.57745/yxc5sz
title: README.html

description: :unav
DOI: 10.3535/mgg-x05-kg1
title: Melaphyre

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/l6p-qnr-5hw
title: Biotite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y4g-lxt-kg8
title: rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/450-wy5-8zr
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8pg-aky-85k
title: Marcasite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9sm-19w-9q4
title: rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pld-0ja-hnf
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zjq-gqw-910
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ct9-0pp-dnv
title: Siderite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kmj-1a2-ky4
title: Albitite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2em-h68-s7r
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lq0-nkr-p6l
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vhz-hgv-1y2
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0sz-g8n-shz
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/els-zj1-250
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3sk-px4-678
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/k14-h4l-x8g
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kt0-njw-71p
title: Pyrrhotite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sv7-lh5-ycs
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gas-29t-xfr
title: rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gsl-4qc-exz
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kp7-138-wnk
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xm1-jfn-4c1
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mlt-q9n-3pj
title: †Zygospira modesta (Say in Hall, 1847)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0zm-1aa-yxp
title: †Zygospira modesta (Say in Hall, 1847)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9w9-a8w-nqc
title: Graphic granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/evx-6as-p49
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/smw-dh6-jq1
title: †Zygospira modesta (Say in Hall, 1847)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bnq-r76-10p
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n7f-6sz-5nf
title: †Eostropheodonta Bancroft, 1949

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1jx-3av-9dc
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/klf-sjv-337
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bdm-k1b-30v
title: †Katastrophomena Cocks, 1968

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n53-s5p-wa2
title: Pyrite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/x9b-96h-tbn
title: Galena

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rzb-307-j57
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sms-xz7-v1e
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0lj-9qd-53z
title: Limonite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9bt-p5y-6yc
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3bh-7td-3rm
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j3h-aqa-9xr
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2jk-xb1-n9c
title: †Zygospira modesta (Say in Hall, 1847)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gl9-q1b-b19
title: †Zygospira modesta (Say in Hall, 1847)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8cz-kr7-mg9
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p1k-h3s-y89
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dg8-dje-vxz
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ltd-mdp-a51
title: †Zygospira modesta (Say in Hall, 1847)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m5y-zcd-wz2
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/r1n-qwp-ad7
title: Sulfides

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9vq-hf1-atq
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vs8-q26-zld
title: Sphalerite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vv8-66h-gqn
title: Pyrite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/35g-qeq-vpp
title: †Diplotrypa Nicholson, 1879

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/36g-q1h-elv
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/48g-n3d-zh3
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dbf-r2e-0tp
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vpg-gfy-tr6
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/04j-y76-zdt
title: Tremataspis mammillata Patten, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gqk-twd-g34
title: Tremataspis mammillata Patten, 1931

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/a66-yn2-ezs
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cgp-ryw-dvd
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1vq-p8w-72q
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n7d-xga-0lc
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gmc-dpn-phj
title: carbonate rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0ke-hph-f8p
title: Schist

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nn1-lfe-nj6
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cty-d8d-kqz
title: Magnesite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kdg-f8k-463
title: Granite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6r3-zey-l1h
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gvf-wjm-nbp
title: Siltstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2lh-5sx-svw
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hmy-b2a-1ft
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.