cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8btgza
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megabalanus coccopoma (Darwin, 1854)"
 ]
}

 The dataset includes 331 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003818-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skqs77
title: Occurrence Download

description: A dataset containing 14429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pagophila eburnea (Phipps, 1774))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14429 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005308-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjw6td
title: Occurrence Download

description: A dataset containing 1790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Berenicornis comatus (Raffles, 1822)"
 ]
}

 The dataset includes 1790 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211941-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4v6ny6
title: Occurrence Download

description: A dataset containing 300302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Persicaria amphibia (L.) Gray",
 "HasCoordinate is true"
 ]
}

 The dataset includes 300302 records from 706 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053346-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnp8t7
title: Occurrence Download

description: A dataset listing the 455583 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 455583 records were derived from 4549 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000583-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18403650
title: Road Access Deprivation Modelled Dataset in Harare, Zimbabwe

description: This dataset represents the difference between planned and unplanned areas of the city as an indication of urban deprivation. Areas with higher levels of road access deprivation are related to more deprived areas.Produced as part of the IDEAMAPS Data Ecosystem project, the work was supported, in whole or in part, by the Bill & Melinda Gates Foundation INV-045252. Under the grant conditions of the Foundation, a Creative Commons Attribution 4.0 Generic License has already been assigned to the Author Accepted Manuscript version that might arise from this submission. The findings and conclusions contained within are those of the authors and do not necessarily reflect positions or policies of the Bill & Melinda Gates Foundation.Computational resources for this work were provided by the Geospatial Computing Platform at the Center of Expertise in Big Geodata Science (CRIB), Faculty ITC, University of Twente. The authors thank the CRIB staff for maintaining the infrastructure and supporting scientific computing activities.
DOI: 10.5281/zenodo.18403649
title: Road Access Deprivation Modelled Dataset in Harare, Zimbabwe

description: This dataset represents the difference between planned and unplanned areas of the city as an indication of urban deprivation. Areas with higher levels of road access deprivation are related to more deprived areas.Produced as part of the IDEAMAPS Data Ecosystem project, the work was supported, in whole or in part, by the Bill & Melinda Gates Foundation INV-045252. Under the grant conditions of the Foundation, a Creative Commons Attribution 4.0 Generic License has already been assigned to the Author Accepted Manuscript version that might arise from this submission. The findings and conclusions contained within are those of the authors and do not necessarily reflect positions or policies of the Bill & Melinda Gates Foundation.Computational resources for this work were provided by the Geospatial Computing Platform at the Center of Expertise in Big Geodata Science (CRIB), Faculty ITC, University of Twente. The authors thank the CRIB staff for maintaining the infrastructure and supporting scientific computing activities.
DOI: 10.17185/duepublico/81278
title: Dataset Discourse Management Constructions in Wikipedia Talk Pages

description: This dataset forms the basis to the paper Gillmann, M. (2024). Allostructions and stancetaking: a corpus study of the German discourse management constructions Wo/wenn wir gerade/schon dabei sind. Cognitive Linguistics, 35(1), 67-107. https://doi.org/10.1515/cog-2020-0117 Drawing on a corpus study of Wikipedia Talk pages, the paper presents a case study of German discourse management markers such as wo wir gerade dabei sind ‘Speaking of which’ or wenn wir schon dabei sind ‘while we’re at it’. Based on the dataset, the observed frequencies of the filler items were compared to the statistically expected ones, using Hierarchical Configural Frequency Analysis and Distinctive Collexeme Analysis. Those measures revealed that there are two different collocational types, namely wo wir/ich gerade bei NP sind/bin ‘as we are/I am just at NP’ and wenn wir/du schon bei NP sind/bist ‘as we/you are already at NP’. Both serve as discourse management markers, topic orientation markers in particular, whose purpose it is to shift the topic. They involve the same fixed pattern, combining the same categorical slots. However, they diverge in collocational preferences, which reflect functional differences. The raw dataset consists of a table, with each row containing one corpus occurrence as well as the lexical filler items of the categorical slots that recurred in both patterns. Those filler items comprise a) the connector slot with the connectors wo or wenn, b) the subject slot that in the vast majority of the cases contains a personal pronoun, c) the adverb slot, d) the preposition slot, e) lemmatas occurring in the noun slot that is embedded in a prepositional phrase, f) punctuation marks. These variables are the basis for the collocation measures presented in the paper.
DOI: 10.5281/zenodo.18555170
title: Flywire Female Adult Fly Brain Drosophila Derivatives

description: Data derivatives from https://codex.flywire.ai/.

Derivatives include:



Connectome.mat - structure containing synapse counts (pre/post) stratified by neurotransmitter type

Coordinates.mat - cell body coordinates for neurons

Annotations.mat - annotations for neurons


These data are stored here as a snapshot to accompany the paper:

Betzel, R., Puxeddu, M. G., Seguin, C., & Misic, B. (2026). Cascades and convergence: dynamic signal flow in a synapse-level brain network. PLOS Complex Systems.
DOI: 10.5281/zenodo.18555169
title: Flywire Female Adult Fly Brain Drosophila Derivatives

description: Data derivatives from https://codex.flywire.ai/.

Derivatives include:



Connectome.mat - structure containing synapse counts (pre/post) stratified by neurotransmitter type

Coordinates.mat - cell body coordinates for neurons

Annotations.mat - annotations for neurons


These data are stored here as a snapshot to accompany the paper:

Betzel, R., Puxeddu, M. G., Seguin, C., & Misic, B. (2026). Cascades and convergence: dynamic signal flow in a synapse-level brain network. PLOS Complex Systems.
DOI: 10.15468/dl.3cmbkh
title: Occurrence Download

description: A dataset containing 4514 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cypripedium macranthos"
 ]
}

 The dataset includes 4514 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003017-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwt8kp
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (University of British Columbia Herbarium (UBC) - Bryophytes Collection, University of British Columbia Herbarium (UBC) - Vascular Plant Collection, University of British Columbia Herbarium (UBC) - Algae Collection, University of British Columbia - Spencer Entomological Collection (UBCZ), University of British Columbia Herbarium (UBC) - Lichen Collection, University of British Columbia Herbarium (UBC) - Fungi Collection, Cowan Tetrapod Collection - Mammals, Cowan Tetrapod Collection - Birds, Cowan Tetrapod Collection - Herpetology, Beaty Biodiversity Museum Fish Collection, Beaty Biodiversity Museum Fossil Collection, Beaty Biodiversity Museum Marine Invertebrate Collection)",
 "CatalogNumber is one of (V256952, V256997, V256994, V256995)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003018-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17938511
title: Battery Imaging Library: Laboratory X-ray nano-CT NMC811 electrode End-of-life (raw data)

description: This entry contains the X-ray nano-CT data of a polycrystalline NMC811 acquired at the UCL Centre for Correlative X-ray Microscopy (Department of Chemical Engineering at UCL) using a ZEISS Xradia 810 Ultra. Experiment designed, performed and data acquired by M. P. Jones, F. Iacoviello, A. V. Llewellyn and R. Jervis. A. Vamvakeros did the data curation for BIL.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17938512
title: Battery Imaging Library: Laboratory X-ray nano-CT NMC811 electrode End-of-life (raw data)

description: This entry contains the X-ray nano-CT data of a polycrystalline NMC811 acquired at the UCL Centre for Correlative X-ray Microscopy (Department of Chemical Engineering at UCL) using a ZEISS Xradia 810 Ultra. Experiment designed, performed and data acquired by M. P. Jones, F. Iacoviello, A. V. Llewellyn and R. Jervis. A. Vamvakeros did the data curation for BIL.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.15468/dl.v5qd6m
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cypripedium macranthos rebunense"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003019-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18405698
title: Morphological Informality Modelled Dataset in Harare, Zimbabwe

description: This dataset represents the difference between planned and unplanned areas of the city as an indication of urban deprivation. Areas with higher levels of morphological informality are related to more deprived areas.Produced as part of the IDEAMAPS Data Ecosystem project, the work was supported, in whole or in part, by the Bill & Melinda Gates Foundation INV-045252. Under the grant conditions of the Foundation, a Creative Commons Attribution 4.0 Generic License has already been assigned to the Author Accepted Manuscript version that might arise from this submission. The findings and conclusions contained within are those of the authors and do not necessarily reflect positions or policies of the Bill & Melinda Gates Foundation.
DOI: 10.5281/zenodo.18405697
title: Morphological Informality Modelled Dataset in Harare, Zimbabwe

description: This dataset represents the difference between planned and unplanned areas of the city as an indication of urban deprivation. Areas with higher levels of morphological informality are related to more deprived areas.Produced as part of the IDEAMAPS Data Ecosystem project, the work was supported, in whole or in part, by the Bill & Melinda Gates Foundation INV-045252. Under the grant conditions of the Foundation, a Creative Commons Attribution 4.0 Generic License has already been assigned to the Author Accepted Manuscript version that might arise from this submission. The findings and conclusions contained within are those of the authors and do not necessarily reflect positions or policies of the Bill & Melinda Gates Foundation.
DOI: 10.5281/zenodo.17938531
title: Battery Imaging Library: Laboratory X-ray nano-CT NMC811 electrode End-of-life (reconstructed data)

description: This entry contains the X-ray nano-CT data of a polycrystalline NMC811 acquired at the UCL Centre for Correlative X-ray Microscopy (Department of Chemical Engineering at UCL) using a ZEISS Xradia 810 Ultra. Experiment designed, performed and data acquired by M. P. Jones, F. Iacoviello, A. V. Llewellyn and R. Jervis. A. Vamvakeros did the data curation for BIL.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17938530
title: Battery Imaging Library: Laboratory X-ray nano-CT NMC811 electrode End-of-life (reconstructed data)

description: This entry contains the X-ray nano-CT data of a polycrystalline NMC811 acquired at the UCL Centre for Correlative X-ray Microscopy (Department of Chemical Engineering at UCL) using a ZEISS Xradia 810 Ultra. Experiment designed, performed and data acquired by M. P. Jones, F. Iacoviello, A. V. Llewellyn and R. Jervis. A. Vamvakeros did the data curation for BIL.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.18555186
title: Draft genome assembly and annotation of Coelastrella sp. UAM-C/S07 isolated from Chalchoapan Lake, Mexico.

description: This archive contains the genome assembly and gene annotation of Coelastrella sp. UAM-C/S07, an algal strain isolated from Chalchoapan Lake, Mexico. The dataset includes the assembled genome, structural gene models, predicted protein and coding sequences, and functional annotations. The genome assembly is deposited in GenBank under accession JBSVDD000000000. The corresponding genome annotation has been submitted to NCBI as an annotation-only update and is currently under processing. This Zenodo record provides temporary public access to the annotation files during NCBI curation.
DOI: 10.5281/zenodo.18555187
title: Draft genome assembly and annotation of Coelastrella sp. UAM-C/S07 isolated from Chalchoapan Lake, Mexico.

description: This archive contains the genome assembly and gene annotation of Coelastrella sp. UAM-C/S07, an algal strain isolated from Chalchoapan Lake, Mexico. The dataset includes the assembled genome, structural gene models, predicted protein and coding sequences, and functional annotations. The genome assembly is deposited in GenBank under accession JBSVDD000000000. The corresponding genome annotation has been submitted to NCBI as an annotation-only update and is currently under processing. This Zenodo record provides temporary public access to the annotation files during NCBI curation.
DOI: 10.15468/dl.wxxjuz
title: Occurrence Download

description: A dataset containing 63842 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 46.479780028101516
 AND decimallatitude &lt;= 51.21395264452012
 AND decimallongitude &gt;= -60.13294214751847
 AND decimallongitude &lt;= -50.355184734369665
 AND GBIF_Within('POLYGON ((-50.355185 46.479780, -50.355185 51.213953, -60.132942 51.213953, -60.132942 46.479780, -50.355185 46.479780))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 63842 records were derived from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003008-260208012135463/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/14786474
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17963614
title: Morphological Informality Modelled Dataset in Lagos, Nigeria

description: This dataset represents the difference between planned and unplanned areas of the city as an indication of urban deprivation. Areas with higher levels of morphological informality are related to more deprived areas.Produced as part of the IDEAMAPS Data Ecosystem project, the work was supported, in whole or in part, by the Bill & Melinda Gates Foundation INV-045252. Under the grant conditions of the Foundation, a Creative Commons Attribution 4.0 Generic License has already been assigned to the Author Accepted Manuscript version that might arise from this submission. The findings and conclusions contained within are those of the authors and do not necessarily reflect positions or policies of the Bill & Melinda Gates Foundation.
DOI: 10.5281/zenodo.18315703
title: Morphological Informality Modelled Dataset in Lagos, Nigeria

description: This dataset represents the difference between planned and unplanned areas of the city as an indication of urban deprivation. Areas with higher levels of morphological informality are related to more deprived areas.Produced as part of the IDEAMAPS Data Ecosystem project, the work was supported, in whole or in part, by the Bill & Melinda Gates Foundation INV-045252. Under the grant conditions of the Foundation, a Creative Commons Attribution 4.0 Generic License has already been assigned to the Author Accepted Manuscript version that might arise from this submission. The findings and conclusions contained within are those of the authors and do not necessarily reflect positions or policies of the Bill & Melinda Gates Foundation.
DOI: 10.15468/dl.mf2h53
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Material citation, Specimen)",
 "Geometry POLYGON((-70.02 -55.4,-66.36 -55.4,-66.36 -54.8,-70.02 -54.8,-70.02 -55.4))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pycnogonida"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003022-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjpcvs
title: Occurrence Download

description: A dataset containing 154329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leuctra",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 154329 records from 275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002980-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2w9tuh
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maihueniopsis domeykoensis"
 ]
}

 The dataset's 1 records were derived from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003007-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ygnsz
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Copiapoa echinoides"
 ]
}

 The dataset includes 341 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003023-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98u9dy
title: Occurrence Download

description: A dataset containing 1080 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Atriplex acutibractea"
 ]
}

 The dataset includes 1080 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003020-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18315599
title: Morphological Informality Modelled Dataset in Kano, Nigeria

description: This dataset represents the difference between planned and unplanned areas of the city as an indication of urban deprivation. Areas with higher levels of morphological informality are related to more deprived areas.Produced as part of the IDEAMAPS Data Ecosystem project, the work was supported, in whole or in part, by the Bill & Melinda Gates Foundation INV-045252. Under the grant conditions of the Foundation, a Creative Commons Attribution 4.0 Generic License has already been assigned to the Author Accepted Manuscript version that might arise from this submission. The findings and conclusions contained within are those of the authors and do not necessarily reflect positions or policies of the Bill & Melinda Gates Foundation.