cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14591782
title: PCOSGen-test dataset

description: The PCOSGen-test dataset contains 1,468 ultrasound images, each labeled with two types of classifications:



General Classification: Indicates whether the ultrasound image appears normal or abnormal in a general context.

Specific Classification: For images classified as abnormal, specifies whether the ultrasound image shows evidence/ visibility of a polycystic ovary or not. 


This dataset was used in the Auto-PCOS classification challenge. Researchers are requested to utilize the updated dataset only. Please do not download the previous versions of this dataset.
DOI: 10.5281/zenodo.14583348
title: Row Data

description:    This is a prospective study enrolled patients diagnosed with cataeact,18 or older, who prepared and underwent cataract extraction surgery. All the patients after the surgery began the topical treatment and the patients were divided into two groups randomly 1:1 Group A received loteprednol etabonate drops 0.5%. Group B received dexamethasone drops 0.1%. Patients examined 1 week and 4 weeks after the surgery and recorded the following parameters

·       Intraocular pressure

·       Anterior chamber reaction

·       Anterior chamber flare

·       conjunctival congestion

·       pain
DOI: 10.5281/zenodo.10495417
title: CLDF dataset derived from Barlow's "Numerals of the Pacific" from 2024

description: Cite the source of the dataset as:




Barlow, Russell (ed.). 2024. Numerals of the Pacific: A collection of numeral terms in Austronesian and Papuan languages.
DOI: 10.5281/zenodo.5596347
title: CLDF dataset derived from Barlow's "Numerals of the Pacific" from 2021

description: Cite the source of the dataset as: Barlow, Russell (ed.). 2021. Numerals of the Pacific: A collection of numeral terms in Austronesian and Papuan languages.
DOI: 10.5281/zenodo.5772284
title: CLDF dataset derived from Barlow's "Numerals of the Pacific" from 2021

description: Cite the source of the dataset as: Barlow, Russell (ed.). 2021. Numerals of the Pacific: A collection of numeral terms in Austronesian and Papuan languages.
DOI: 10.5281/zenodo.5997116
title: CLDF dataset derived from Barlow's "Numerals of the Pacific" from 2021

description: Cite the source of the dataset as: Barlow, Russell (ed.). 2021. Numerals of the Pacific: A collection of numeral terms in Austronesian and Papuan languages.
DOI: 10.5281/zenodo.7097796
title: CLDF dataset derived from Barlow's "Numerals of the Pacific" from 2021

description: Cite the source of the dataset as: Barlow, Russell (ed.). 2021. Numerals of the Pacific: A collection of numeral terms in Austronesian and Papuan languages.
DOI: 10.5281/zenodo.8385277
title: CLDF dataset derived from Barlow's "Numerals of the Pacific" from 2022

description: Cite the source of the dataset as: Barlow, Russell (ed.). 2022. Numerals of the Pacific: A collection of numeral terms in Austronesian and Papuan languages.
DOI: 10.5281/zenodo.13766733
title: CLDF dataset derived from Barlow's "Numerals of the Pacific" from 2024

description: Cite the source of the dataset as:




Barlow, Russell (ed.). 2024. Numerals of the Pacific: A collection of numeral terms in Austronesian and Papuan languages.
DOI: 10.5281/zenodo.7097819
title: CLDF dataset derived from Barlow's "Numerals of the Pacific" from 2022

description: Cite the source of the dataset as: Barlow, Russell (ed.). 2022. Numerals of the Pacific: A collection of numeral terms in Austronesian and Papuan languages.
DOI: 10.5281/zenodo.14591833
title: CLDF dataset derived from Barlow's "Numerals of the Pacific" from 2025

description: Cite the source of the dataset as:




Barlow, Russell (ed.). 2025. Numerals of the Pacific: A collection of numeral terms in Austronesian and Papuan languages.
DOI: 10.15468/dl.jp9mv2
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.15717 30.47755,49.09283 30.47755,49.09283 52.97755,-7.15717 52.97755,-7.15717 30.47755))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Echidna nebulosa (Ahl, 1789)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055718-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5xffz
title: Occurrence Download

description: A dataset containing 978092 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apis Linnaeus, 1758"
 ]
}

 The dataset includes 978092 records from 1733 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055707-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n38urc
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum sulphureum T.R.Dudley & Hub.-Mor."
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033931-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekd8tt
title: Occurrence Download

description: A dataset containing 4906822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2022"
 ]
}

 The dataset includes 4906822 records from 1178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003092-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2a4fq
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liomera tristis (Dana, 1852)"
 ]
}

 The dataset includes 240 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123289-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqm7z9
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum szovitsianum Fisch. & C.A.Mey."
 ]
}

 The dataset includes 255 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033932-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4vw8jr
title: Occurrence Download

description: A dataset listing the 19 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.56124 42.9937,-7.5602 42.99232,-7.5585 42.99142,-7.55415 42.98948,-7.55009 42.9881,-7.54611 42.98796,-7.54252 42.98782,-7.54158 42.98886,-7.54621 42.989,-7.5499 42.989,-7.55368 42.99045,-7.55774 42.99239,-7.55945 42.99349,-7.56124 42.9937))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 19 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003114-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sr6ksx
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Parkinsonia praecox (Ruiz & Pav.) Hawkins"
 ]
}

 The dataset includes 189 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123296-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ws4znm
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum tetrastemon Boiss."
 ]
}

 The dataset includes 24 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033936-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48n6f3
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kingiodendron pinnatum (Roxb. ex DC.) Harms"
 ]
}

 The dataset's 1 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003118-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntn8t9
title: Occurrence Download

description: A dataset containing 429 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Darevskia praticola (Eversmann, 1834)"
 ]
}

 The dataset includes 429 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005944-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgf56v
title: Occurrence Download

description: A dataset containing 1560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thamnophis ordinoides (Baird & Girard, 1852)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "Country is United States of America",
 "Year is greater than or equal to 2011",
 "BasisOfRecord is one of (Human Observation)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1560 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033939-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8rdsq
title: Occurrence Download

description: A dataset containing 78418 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucinostomus argenteus Baird & Girard, 1855"
 ]
}

 The dataset includes 78418 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033615-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vuk4pt
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Darevskia rostombekowi (Darevsky, 1957)"
 ]
}

 The dataset includes 99 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005948-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g35j6z
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kingiodendron pinnatum (Roxb. ex DC.) Harms"
 ]
}

 The dataset includes 31 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003116-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42zzap
title: Occurrence Download

description: A dataset containing 529 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Darevskia raddei (Boettger, 1892)"
 ]
}

 The dataset includes 529 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005947-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bm5znf
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bathymaster caeruleofasciatus Gilbert & Burke, 1912"
 ]
}

 The dataset includes 105 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034000-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g67uz9
title: Occurrence Download

description: A dataset containing 1011 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rudarius ercodes Jordan & Fowler, 1902"
 ]
}

 The dataset includes 1011 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033621-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.juzsyy
title: Occurrence Download

description: A dataset containing 2202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Month is June",
 "OccurrenceStatus is Present",
 "StateProvince is Coimbra",
 "Year 2021-2022"
 ]
}

 The dataset includes 2202 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033956-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpgd9v
title: Occurrence Download

description: A dataset containing 2609 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micrurus tener Baird & Girard, 1853"
 ]
}

 The dataset includes 2609 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123303-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3j8kya
title: Occurrence Download

description: A dataset containing 2010 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Rhaebo guttatus"
 ]
}

 The dataset includes 2010 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006087-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e237283v2
title: ECIN Replication Package for "Dynamics and Sources of Wage Inequality in Taiwan: Evidence from Employer-Employee Matched Data"

description: This paper studies the decline in wage inequality in Taiwan from 2004 to 2019 using administrative employer-employee matched data and the Abowd-Kramarz-Margolis (AKM) framework. Unlike the U.S. and Europe, Taiwan experienced an 8.4% drop in wage inequality, driven largely by reductions in within-firm disparities. Minimum wage hikes likely contributed to this compression, as lower-tail inequality declined due to faster earnings growth among low-wage workers, while upper-tail inequality remained relatively stable. AKM estimates, robust to bias correction, indicate that firm-specific wage premiums account for a small share of inequality, while worker-firm sorting has become increasingly important in explaining wage dispersion.
DOI: 10.5281/zenodo.17464747
title: Groundwater Isoscape for India (δ¹⁸O, δD, d-excess)

description: This dataset provides gridded stable isotope compositions (δ¹⁸O, δD, and d-excess) of groundwater across India at 0.25° × 0.25° spatial resolution.

The data were generated using kriging-based geostatistical interpolation of 5,928 groundwater samples collected from diverse climatic regions across India, compiled from 20 independent sources. Each raster is stored as a GeoTIFF file in WGS84 coordinates (EPSG:4326). Uncertainty (standard deviation) layers accompany each isotope map.

These data support an upcoming manuscript, “Groundwater line and isoscape development for the major Köppen climate regions – linking groundwater with precipitation”, intended for submission to Groundwater for Sustainable Development, and are publicly available for open scientific use and citation.

File Overview:





o18.tif — Oxygen isotope composition (δ¹⁸O, ‰, VSMOW)




o18_sd.tif — Standard deviation (uncertainty) for δ¹⁸O




dD.tif — Hydrogen isotope composition (δD, ‰, VSMOW)




dD_sd.tif — Standard deviation (uncertainty) for δD




d-excess.tif — Deuterium excess (δD – 8 × δ¹⁸O, ‰)




d-excess_sd.tif — Standard deviation (uncertainty) for d-excess



Dataset Information:








Field
Details




Format
GeoTIFF (.tif)


Projection
EPSG:4326 (WGS84)


Spatial Resolution
0.25° (~27 km)


Extent
68.12°E – 97.37°E, 6.75°N – 37.00°N


Variables
δ¹⁸O, δD, d-excess, and respective SD layers


Units
per mil (‰, relative to VSMOW)


NoData Value
NaN


Data Type
Float32






Usage Notes:The rasters can be visualized and analyzed using GIS software (QGIS, ArcGIS) or Python libraries such as rasterio, xarray, and matplotlib. The uncertainty layers quantify the spatial prediction error from the kriging interpolation.

Embargo Information:The dataset is currently under embargo until 2026-04-30. During the embargo period, only the metadata will be visible. A private access link is available for reviewers upon request.

Citation:Sarkar, M., et al. (2025). Groundwater Isoscape for India (δ¹⁸O, δD, d-excess) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.17464747
DOI: 10.15468/dl.xw35mj
title: Occurrence Download

description: A dataset containing 56336125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((68.79983 -6.80104,90.48533 -6.80104,90.48533 33.01078,68.79983 33.01078,68.79983 -6.80104))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 56336125 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006077-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17471863
title: EDUCA Dra. Sofia - Rare Diseases Educational Dataset
DOI: 10.5281/zenodo.17471864
title: EDUCA Dra. Sofia - Rare Diseases Educational Dataset
DOI: 10.5281/zenodo.17214888
title: Dataset on liquefaction resistance of sand–silt mixtures based on cyclic triaxial tests

description: This dataset compiles laboratory-based liquefaction resistance test results—including cyclic stress ratio (CSR) and number of cycles to liquefaction—for clean and silty sands under a wide range of fines content, relative density, confining pressure, and other critical parameters such as particle shape, specific gravity, representative particle size, failure criteria, and specimen preparation method. All data were extracted from 21 peer-reviewed publications, standardized into consistent units, and recorded with transparent handling of missing values (-NA-). The dataset is provided in tabular format and is suitable for empirical analysis, constitutive model calibration, and machine-learning applications.
DOI: 10.5281/zenodo.17214889
title: Dataset on liquefaction resistance of sand–silt mixtures based on cyclic triaxial tests

description: This dataset compiles laboratory-based liquefaction resistance test results—including cyclic stress ratio (CSR) and number of cycles to liquefaction—for clean and silty sands under a wide range of fines content, relative density, confining pressure, and other critical parameters such as particle shape, specific gravity, representative particle size, failure criteria, and specimen preparation method. All data were extracted from 21 peer-reviewed publications, standardized into consistent units, and recorded with transparent handling of missing values (-NA-). The dataset is provided in tabular format and is suitable for empirical analysis, constitutive model calibration, and machine-learning applications.
DOI: 10.15468/dl.kmd85m
title: Occurrence Download

description: A dataset listing the 31 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eruca"
 ]
}

 The dataset's 31 records were derived from 480 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006083-251025141854904/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.28447157.v1
title: Dataset for <i>Why Do Politicians Overestimate Richer Voters’ Opinions? Social Background and Interest Group Influence</i>

description: Dataset for the article entitled "<i>Why Politicians Overestimate Richer Voters’ Opinions? Social Background and Interest Group Influence</i>"
DOI: 10.15468/dl.qzz7zu
title: Occurrence Download

description: A dataset containing 1303996 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fagus sylvatica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1303996 records from 2155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006076-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pgqc7
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pseudogymnoascus destructans (Blehert & Gargas) Minnis & D.L.Lindner"
 ]
}

 The dataset includes 86 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211221-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfd62f
title: Occurrence Download

description: A dataset containing 16422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Apis mellifera Linnaeus, 1758",
 "Year 1995-2015"
 ]
}

 The dataset includes 16422 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233178-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u85bq2
title: Occurrence Download

description: A dataset containing 543490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 543490 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035209-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112036589
title: Cuneiform Tablet 1913.14.1684, Spurlock 1913.14.1684

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1684; CDLI P421535 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Moderate Yellowish Pink (5YR 7.5/4) Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 3.6 x 2.7 x 1.7 cm (16 g)