cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21954/ou.rd.29994745.v1
title: REDEFINE (UK): Interview note with the UK trade representative P28 of a Chinese city

description: This document forms part of the REDEFINE research project (ERC Grant No. 885475), funded by the European Research Council. REDEFINE focuses on the dynamics and effects of China’s large-scale infrastructure investments in Europe, with a focus on Germany, Greece, Hungary, and the UK. Through multi-sited fieldwork and interdisciplinary analysis, the project seeks to understand the evolving relations between China and Europe and to assess what this means for politics, economic growth and development more broadly.This anonymised interview note presents a semi-structured interview conducted with the UK trade representative P28 of a Chinese city. The conversation contributes to REDEFINE’s case study of ABP’s investment in Royal Albert Dock. All identifying details have been removed, and informed consent for participation and data use was obtained.
DOI: 10.15468/dl.9r8j43
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mugilogobius nuicocensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025171-250811113504898/datasets/export for details.
DOI: 10.15468/dl.wcw22w
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ricinus communis",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 164 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025172-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6and7b
title: Occurrence Download

description: A dataset containing 1210 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tulbaghia violacea Harv."
 ]
}

 The dataset includes 1210 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022356-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4f78r
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gambusia affinis (Baird & Girard, 1853)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022357-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5q2mz7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xenodermichthys copei (Gill, 1884)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((47.4981 -25.2951,47.5481 -25.1504,44.9648 -25.1504,44.9648 -26.0621,45.53 -26.0805,46.4427 -25.6738,46.9062 -25.6462,47.4981 -25.2951))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010553-250525065834625/datasets/export for details.
DOI: 10.3886/e231571
title: Replication data for: Do Credit Market Shocks Affect the Real Economy? Quasi-experimental Evidence from the Great Recession and "Normal" Economic Times

description: Using comprehensive data on bank lending and establishment-level outcomes from 1997–2010, this paper finds that small business lending is an unimportant determinant of small business and overall economic activity. A shift-share style research design is implemented to predict county-level lending shocks using variation in preexisting bank market shares and bank supply shifts. Counties with negative predicted lending shocks experienced declines in small business loan originations, indicating that it is costly to switch lenders. However, small business loan originations have an economically insignificant and generally statistically insignificant impact on both small firm and overall employment during the Great Recession and normal times.
DOI: 10.3886/e231571v1
title: Replication data for: Do Credit Market Shocks Affect the Real Economy? Quasi-experimental Evidence from the Great Recession and "Normal" Economic Times

description: Using comprehensive data on bank lending and establishment-level outcomes from 1997–2010, this paper finds that small business lending is an unimportant determinant of small business and overall economic activity. A shift-share style research design is implemented to predict county-level lending shocks using variation in preexisting bank market shares and bank supply shifts. Counties with negative predicted lending shocks experienced declines in small business loan originations, indicating that it is costly to switch lenders. However, small business loan originations have an economically insignificant and generally statistically insignificant impact on both small firm and overall employment during the Great Recession and normal times.
DOI: 10.15468/dl.gctw28
title: Occurrence Download

description: A dataset containing 2321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thunbergia alata Bojer ex Sims",
 "Year 1900-2025"
 ]
}

 The dataset includes 2321 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018199-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/pxubun
title: Spatial Aggregations of PM2.5 Estimates from Washington University St. Louis Satellite-derived PM2.5

description: Spatial aggregations of pm25 estimates as generated by the&lt;a href="https://sites.wustl.edu/acag/datasets/surface-pm2-5/" target="_blank"&gt;
 Atmospheric Composition Analysis Group at Washington University St. Louis
&lt;/a&gt;
. The spatial aggregations are performed for satellite pm25 from grid/raster (NetCDF) to polygons (shp).

The code for the spatial aggregation is available on &lt;a href="https://github.com/NSAPH-Data-Processing/pm25_washu_raster2polygon" target="_blank"&gt;
 Github
&lt;/a&gt;
description: Python, 3.11
DOI: 10.15468/dl.cfje2u
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-150.78514 1.16548,-34.21486 1.16548,-34.21486 47.83452,-150.78514 47.83452,-150.78514 1.16548))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Locality is Zapotitlán de Mendez (pueblo)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sporophila morelleti (Bonaparte, 1850)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018200-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8x2mu
title: Occurrence Download

description: A dataset containing 1738 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "DatasetKey is one of (Herbario Azuay de la Universidad del Azuay: Colección de plantas vasculares, Pl@ntNet automatically identified occurrences, NMNH Extant Specimen Records (USNM, US), Colección de Plantas Vasculares del Herbario UTCEC, Field Museum of Natural History (Botany) Seed Plant Collection, iNaturalist Research-grade Observations, Tropicos Specimens Non-MO, Tropicos MO Specimen Data, The AAU Herbarium Database, Información florística del Proyecto Mapa de Vegetación para la Clasificación de Ecosistemas del Ecuador Continental)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, 90fd6680-349f-11d8-aa2d-b8a03c50a862, 8e1a97a0-3ca8-11d9-8439-b8a03c50a862, 7b8aff00-a9f8-11d8-944b-b8a03c50a862, 8367b74f-82fa-420e-babe-ad53c3df0892, bc092ff0-02e4-11dc-991f-b8a03c50a862, da86174a-a605-43a4-a5e8-53d484152cd3, c54097e6-0972-4acb-b849-eaeba29c917d, 5184e024-2899-4635-884b-c9d769e72cdd)",
 "TaxonKey is Baccharis latifolia (Ruiz & Pav.) Pers."
 ]
}

 The dataset includes 1738 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018201-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8794h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer grandidentatum Nutt. ex Torr. & A.Gray)",
 "StateProvince is one of (Arizona, Colorado, Idaho, Mexico Northeast, Mexico Northwest, Montana, Nevada, New Mexico, Oklahoma, Texas, Utah, Wyoming)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018202-250525065834625/datasets/export for details.
DOI: 10.15468/dl.tcmvmz
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-72.81165 5.37766,-72.82127 5.3698,-72.84176 5.3636,-72.84564 5.35402,-72.85072 5.35001,-72.85521 5.34208,-72.85954 5.34039,-72.86687 5.34065,-72.86643 5.35258,-72.8757 5.35743,-72.88271 5.36323,-72.88572 5.35869,-72.88581 5.35186,-72.88461 5.34988,-72.8784 5.34992,-72.88194 5.34742,-72.88913 5.33299,-72.88933 5.32088,-72.88778 5.31613,-72.89569 5.30692,-72.90068 5.29534,-72.90013 5.29293,-72.89372 5.2889,-72.89169 5.28553,-72.89192 5.28075,-72.89537 5.27309,-72.89486 5.2661,-72.89621 5.26208,-72.91127 5.24414,-72.91808 5.22823,-72.92276 5.22317,-72.92326 5.21534,-72.92622 5.21041,-72.92924 5.20721,-72.93629 5.20501,-72.93979 5.19957,-72.94607 5.19538,-72.94637 5.19219,-72.94921 5.18997,-72.94843 5.18231,-72.95037 5.17624,-72.95431 5.17448,-72.95821 5.16512,-72.96212 5.16354,-72.96054 5.16067,-72.96296 5.15651,-72.97088 5.15417,-72.97389 5.15036,-72.9734 5.14617,-72.96923 5.14194,-72.96794 5.13723,-72.96557 5.13669,-72.9649 5.13277,-72.96271 5.1337,-72.95719 5.13125,-72.94964 5.12289,-72.94264 5.12025,-72.93731 5.11418,-72.9358 5.10746,-72.92803 5.09939,-72.92269 5.09892,-72.90931 5.10346,-72.90726 5.11184,-72.91421 5.11798,-72.9161 5.12512,-72.91001 5.13241,-72.91024 5.13432,-72.90636 5.13926,-72.90165 5.15054,-72.88774 5.15181,-72.87225 5.1573,-72.86961 5.15406,-72.86423 5.15504,-72.86119 5.15017,-72.85394 5.14647,-72.85289 5.14407,-72.84504 5.15031,-72.83881 5.15125,-72.83625 5.14351,-72.82598 5.13103,-72.82297 5.13164,-72.81273 5.12916,-72.80558 5.12457,-72.80217 5.13093,-72.79783 5.13504,-72.78524 5.14022,-72.78277 5.14353,-72.77371 5.14789,-72.76826 5.15271,-72.76961 5.15675,-72.76231 5.1676,-72.76845 5.17502,-72.7687 5.17804,-72.77101 5.17528,-72.77474 5.17583,-72.78463 5.17227,-72.7864 5.17439,-72.78949 5.17486,-72.7946 5.17138,-72.79826 5.17562,-72.81074 5.18254,-72.81108 5.18705,-72.8197 5.19313,-72.82725 5.20191,-72.83623 5.20154,-72.83961 5.20323,-72.83831 5.20583,-72.83404 5.20666,-72.83599 5.21069,-72.83469 5.21524,-72.82803 5.21803,-72.82523 5.22544,-72.81961 5.2258,-72.82035 5.23005,-72.82252 5.23075,-72.82476 5.23563,-72.8239 5.24156,-72.81808 5.24702,-72.81772 5.25684,-72.81588 5.2613,-72.81683 5.26946,-72.81161 5.27664,-72.81154 5.28559,-72.8095 5.28645,-72.80833 5.29288,-72.802 5.30002,-72.80328 5.3078,-72.79986 5.3112,-72.79569 5.32223,-72.79294 5.32377,-72.78817 5.33185,-72.78835 5.33572,-72.79217 5.34173,-72.79165 5.34913,-72.79513 5.35401,-72.80067 5.35476,-72.81022 5.36501,-72.80995 5.36861,-72.81382 5.37359,-72.81106 5.37633,-72.81165 5.37766)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (CR, EN, VU, NT)",
 "TaxonKey is one of (Animalia, Plantae)"
 ]
}

 The dataset includes 111 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018204-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gyjbf3
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018203-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gw4h2v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer macrophyllum Pursh)",
 "StateProvince is one of (British Columbia, California, Oregon, Washington)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018205-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.13515043
title: micro*scope: micro*scope 2024

description: micro*scope is a community that provides descriptive information about all kinds of microbes. It combines locally assembled content with links to other expert sites on the internet. Information is assembled in collections provided by various contributors.

With manual edits, removing some images.
DOI: 10.5281/zenodo.13318007
title: micro*scope: micro*scope 2024

description: micro*scope is a community that provides descriptive information about all kinds of microbes. It combines locally assembled content with links to other expert sites on the internet. Information is assembled in collections provided by various contributors.

With manual edits, removing some images.
DOI: 10.5281/zenodo.13318008
title: micro*scope: micro*scope 2024

description: micro*scope is a community that provides descriptive information about all kinds of microbes. It combines locally assembled content with links to other expert sites on the internet. Information is assembled in collections provided by various contributors.
description: With manual edits, removing some images.
This is where EOL hosts source datasets (archives, dumps, etc.) from EOL content partners (especially partners without a web presence of their own).

This organization will also include the content partner utility files EOL connectors use to generate a particular content partner__s resource EOL archive or XML.

For questions or suggestions please visit the EOL Services forum at http://discuss.eol.org/c/eol-services
DOI: 10.5281/zenodo.15586496
title: micro*scope: micro*scope 2024

description: micro*scope is a community that provides descriptive information about all kinds of microbes. It combines locally assembled content with links to other expert sites on the internet. Information is assembled in collections provided by various contributors.

With manual edits, removing some images.
DOI: 10.5281/zenodo.15362163
title: Disentangling associations between complex traits and cell types with seismic

description: This dataset contains the processed data that are used in the analyses in the paper, "Disentangling associations between complex traits and cell types with seismic" (https://www.biorxiv.org/content/10.1101/2024.05.04.592534v1). There are three main repositories, including:



Curated scRNA-seq datasets (Tabula Muris FACS & droplet, Tabula Sapiens, Saunders et al.)

MAGMA gene-level Z-scores from GWAS summary statistics for all analyzed traits.

Example datasets for seismicGWAS input preparation tutorials.
DOI: 10.5281/zenodo.15569038
title: Disentangling associations between complex traits and cell types with seismic

description: This dataset contains the processed data that are used in the analyses in the paper, "Disentangling associations between complex traits and cell types with seismic" (https://www.biorxiv.org/content/10.1101/2024.05.04.592534v1). There are three main repositories, including:



Curated scRNA-seq datasets



Tabula Muris FACS & droplet (https://www.nature.com/articles/s41586-018-0590-4)

Tabula Sapiens (https://www.science.org/doi/10.1126/science.abl4896)

Saunders et al. brain dataset  (https://www.cell.com/cell/fulltext/S0092-8674(18)30955-3)



MAGMA gene-level Z-scores from GWAS summary statistics for all analyzed traits.

Example datasets for seismicGWAS input preparation tutorials.
DOI: 10.15468/dl.aj3z7t
title: Occurrence Download

description: A dataset containing 68269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.4724 36.69015,-4.38257 36.69015,-4.38257 36.74357,-4.4724 36.74357,-4.4724 36.69015))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 68269 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018190-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngvgdv
title: Occurrence Download

description: A dataset containing 438658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "MediaType is Image",
 {
 "or" : [
 "ScientificName is Achillea millefolium L.",
 "ScientificName is Lotus corniculatus L.",
 "ScientificName is Trifolium pratense L."
 ]
 }
 ]
}

 The dataset includes 438658 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018175-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5p3u5u
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018206-250525065834625/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.29225696
title: Supplementary Material & Methods and Results & Discussion to Worth et al., <i>Reticulate history of beech</i>

description: This file sets includes Supplementary Material & Methods and Supplementary Results & Discussion for Worth et al. (2025), Reticulate history of beech<b>SupplM&M.pdf </b>(31 pp. with 4 supplementary figures and 4 tables) details methodological background, available data revision and harvesting procedures, PCR, sequencing and assembling protocols, processing of harvested and newly generated data, and set-up of tree and network inferences and dating experiments.<b>SupplR&D.pdf </b>(114 pp. with 35 supplementary figures and 16 tables) provides highly detailed results of all performed analysis, additional exploratory data analyses backing the experimental set-up and assumptions used by Worth et al. (2025), as well as in-depth discussions of found diversity patterns in beech and obtained divergence estimates dating the decoupling of nuclear and plastid genealogies. It also summarises the biogeographic history of beech in the Northern Hemisphere by characterising and defining major biogeographic units and their evolution through time.The appended graphic pictures the known inter-species relationships in beech, the beech species network, as indicated by nuclear and morphological data, prior to our analysis of the chloroplast genomes (after Denk et al. 2024, <i>Willdenowia</i> <b>54</b>: 151–181).
DOI: 10.6084/m9.figshare.29225696.v1
title: Supplementary Material & Methods and Results & Discussion to Worth et al., <i>Reticulate history of beech</i>

description: This file sets includes Supplementary Material & Methods and Supplementary Results & Discussion for Worth et al. (2025), Reticulate history of beech<b>SupplM&M.pdf </b>(31 pp. with 4 supplementary figures and 4 tables) details methodological background, available data revision and harvesting procedures, PCR, sequencing and assembling protocols, processing of harvested and newly generated data, and set-up of tree and network inferences and dating experiments.<b>SupplR&D.pdf </b>(114 pp. with 35 supplementary figures and 16 tables) provides highly detailed results of all performed analysis, additional exploratory data analyses backing the experimental set-up and assumptions used by Worth et al. (2025), as well as in-depth discussions of found diversity patterns in beech and obtained divergence estimates dating the decoupling of nuclear and plastid genealogies. It also summarises the biogeographic history of beech in the Northern Hemisphere by characterising and defining major biogeographic units and their evolution through time.The appended graphic pictures the known inter-species relationships in beech, the beech species network, as indicated by nuclear and morphological data, prior to our analysis of the chloroplast genomes (after Denk et al. 2024, <i>Willdenowia</i> <b>54</b>: 151–181).
DOI: 10.15482/usda.adc/26046328
title: Data from: Hyperspectral Imaging Analysis for Early Detection of Tomato Bacterial Leaf Spot Disease

description: Recent advancements in hyperspectral imaging (HSI) for early disease detection have shown promising results, yet there is a lack of validated high-resolution (spatial and spectral) HSI data representing the responses of plants at different stages of leaf disease progression. To address these gaps, we used bacterial leaf spot (Xanthomonas perforans) of tomato as a model system. Hyperspectral images of tomato leaves, validated against in planta pathogen populations for seven consecutive days, were analyzed to reveal differences between infected and healthy leaves. Machine learning models were trained using leaf-level full spectra data, leaf-level Vegetation index (VI) data, and pixel-level full spectra data at four disease progression stages. The results suggest that HSI can detect disease on tomato leaves at pre-symptomatic stages and differentiate bacterial disease spots from abiotic leaf spots.