cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29591465.v1
title: Example Dataset for Hydrographic Segmentation with Meta-Learning (Single HUC Code)

description: This dataset provides a representative sample used in the study <i>"Hydrographic Segmentation with Meta-Learning"</i>. It includes preprocessed input features and corresponding label masks for a single HUC (190901031707) watershed. The data is formatted as NumPy arrays and is intended to support reproducibility and demonstration of the methods implemented in the associated GitHub repository: https://github.com/N-Jaro/hydrographic-segmentation-meta-learning.The dataset can be used to test and understand the input-output structure, preprocessing format, and model workflow of the hydrographic segmentation pipeline. It is not intended for training or benchmarking at scale.<b>Contents</b>:Input data (<code>.npy</code>) containing multiple feature channels (e.g., DEM, slope, aspect, etc.)Segmentation label (<code>.npy</code>) representing the hydrographic features<b>File Format</b>: NumPy arrays (<code>.npy</code>)<br><b>Size</b>: ~48 MB total<br><b>License</b>: CC BY 4.0<br><b>Author</b>: Nattapon Jaroenchai (nj7@illinois.edu)<br><b>Date Published</b>: 7/17/2025<br><b>Note</b>: The full dataset used in the study is sourced from the U.S. Geological Survey (USGS) and is subject to institutional data access policies. This sample is shared for demonstration and educational purposes.
DOI: 10.15468/dl.44c5cq
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orconectes immunis",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001785-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/sw6-0an-a8r
title: Begonia digyna Irmsch.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/ah3-2q5-tzh
title: Begonia lipingensis Irmsch.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/sx8-y7e-nwy
title: Guapira nitida (Mart. ex J. A. Schmidt) Lundell

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/yke-5bz-n2e
title: Guapira opposita (Vell.) Reitz

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.xhzs37
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-55.11086 -23.50799,-43.46541 -23.50799,-43.46541 -19.76169,-55.11086 -19.76169,-55.11086 -23.50799))",
 "HasCoordinate is true",
 "TaxonKey is Mico melanurus"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001787-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4brq8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orconectes immunis",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001786-250717081556266/datasets/export for details.
DOI: 10.15468/dl.hyr3nn
title: Occurrence Download

description: A dataset containing 625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 625 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001788-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rn95gd
title: Occurrence Download

description: A dataset containing 999 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zea mays",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 999 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001789-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e202821
title: Data and Code for: Reconstruction-Era Education and Long-Run Black-White Inequality

description: The Reconstruction-era of American history (c. 1866-1877) saw
widespread efforts to educate recently freed people - efforts which were
partially curtailed after Reconstruction. This paper examines the impact of childhood exposure to educational opportunity during Reconstruction on later-life outcomes for recently freed people. Using data
on the number of teachers in Black schools and a linked census sample,
we find that Black children exposed to greater educational opportunity
during Reconstruction had improved occupational standing as adults.
Their sons also experienced gains suggesting that Reconstruction-era
educational efforts, had they persisted, would have impacted Black-
white gaps into the 20th Century.
DOI: 10.3886/e202821v1
title: Data and Code for: Reconstruction-Era Education and Long-Run Black-White Inequality

description: The Reconstruction-era of American history (c. 1866-1877) saw
widespread efforts to educate recently freed people - efforts which were
partially curtailed after Reconstruction. This paper examines the impact of childhood exposure to educational opportunity during Reconstruction on later-life outcomes for recently freed people. Using data
on the number of teachers in Black schools and a linked census sample,
we find that Black children exposed to greater educational opportunity
during Reconstruction had improved occupational standing as adults.
Their sons also experienced gains suggesting that Reconstruction-era
educational efforts, had they persisted, would have impacted Black-
white gaps into the 20th Century.
DOI: 10.15468/dl.q56gev
title: Occurrence Download

description: A dataset containing 1235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1235 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001790-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ja6-mbh-jm5
title: Begonia digyna Irmsch.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.r2rv38
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis kotschyi"
 ]
}

 The dataset includes 27 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001792-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tc3xqt
title: Occurrence Download

description: A dataset containing 314 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coincya rupestris"
 ]
}

 The dataset includes 314 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001791-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/x38-qq3-8vd
title: Guapira opposita (Vell.) Reitz

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.thasy2
title: Occurrence Download

description: A dataset listing the 510 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-72.11605 -36.56201, -72.15387 -36.59732, -72.17264 -36.62047, -72.11469 -36.65884, -72.07572999999999 -36.65421, -72.03948 -36.63902, -72.02646 -36.6049, -72.04584 -36.58882, -72.08047999999999 -36.57212, -72.11605 -36.56201))"
 ]
}

 The dataset's 510 records were derived from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001775-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1yg-bwx-8r9
title: Begonia asperifolia Irmsch.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/x9h-xby-041
title: Begonia calophylla Irmsch.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/lxn-t2h-5t0
title: Begonia asperifolia Irmsch.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/xt0-cz2-8tw
title: Guapira nitida (Mart. ex J. A. Schmidt) Lundell

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.he75bq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Farfantepenaeus aztecus",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001794-250717081556266/datasets/export for details.
DOI: 10.15468/dl.jkg5xr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Farfantepenaeus aztecus",
 "Country is Montenegro",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001796-250717081556266/datasets/export for details.
DOI: 10.3535/s0y-yb1-a8k
title: Parietaria judaica L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/kz4-ghx-9dm
title: Parietaria judaica L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/pex-gjf-5md
title: Parietaria judaica L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.har2e5
title: Occurrence Download

description: A dataset containing 13242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Lactuca saligna"
 ]
}

 The dataset includes 13242 records from 494 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001793-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/l49-zvn-xl1
title: Indeterminatae mycota

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.qh5e8w
title: Occurrence Download

description: A dataset containing 5584 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5584 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001799-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpej82
title: Occurrence Download

description: A dataset containing 826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 826 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001798-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ewd8x
title: Occurrence Download

description: A dataset containing 29268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "DatasetKey is one of (EOD – eBird Observation Dataset, A dataset of bird inventory records at Cloudbridge Nature Reserve, Talamanca Mountains, Costa Rica, between March 2016 and May 2020., Observation.org, Nature data from around the World, iNaturalist Research-grade Observations, Colección nacional de zoología, NABU|naturgucker, Field Museum of Natural History (Zoology) Bird Collection, NMNH Extant Specimen Records (USNM, US), AMNH Bird Collection, CM Birds Collection)",
 "IucnRedListCategory is LC",
 "PublishingOrg is one of (e2e717bf-551a-4917-bdc9-4fa0f342c530, 03433ccd-5166-4730-94a9-e06ec25d1a72, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 036cdc50-e7f5-11d9-9a0e-b8a03c50a862, bb646dff-a905-4403-a49b-6d378c2cf0d9, 7b8aff00-a9f8-11d8-944b-b8a03c50a862, bc092ff0-02e4-11dc-991f-b8a03c50a862, c1da06f0-580e-11dc-8a9e-b8a03c50a862, ccd1ddc0-6c21-11de-8224-b8a03c50a862)",
 "TaxonKey is Patagioenas fasciata"
 ]
}

 The dataset includes 29268 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001797-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6ewbk
title: Occurrence Download

description: A dataset containing 316 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum teretifolium"
 ]
}

 The dataset includes 316 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001801-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxp7sx
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Descurainia virletii"
 ]
}

 The dataset includes 153 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001800-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23637/rothamsted.988x5
title: Reproduction of Figures for: A heteroskedastic model of Park Grass spring hay yields in response to weather suggests continuing yield decline with climate change in future decades

description: This is the data and R code used to produce figures for manuscript "A heteroskedastic model of Park Grass spring hay yields in response to weather suggests continuing yield decline with climate change in future decades". Simulated data from 1902 to 2080 are included. Where: "Year" corresponds to simulated year; "CI50" the 50% Credible Interval quantile for model predictions; "CI055" the 5.5% Credible Interval quantile for model predictions; "CI94.5" the 94.5% Credible Interval quantile for model predictions; "Sim" referring to the type of simulation, "Old", "RCP4.5" and "RCP8.5"; "Simulation" corresponding to each climate model and Park Grass plot.
DOI: 10.15468/dl.4nvbnb
title: Occurrence Download

description: A dataset containing 879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zea mays",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 879 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001802-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ybufh
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinogammarus ischnus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 114 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001806-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26kq43
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinogammarus ischnus",
 "Country is Hungary",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001805-250717081556266/datasets/export for details.
DOI: 10.3535/6bm-2wp-qa3
title: Rumex alpinus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.bf9b4m
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crucihimalaya axillaris"
 ]
}

 The dataset includes 33 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001803-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h95njr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinogammarus ischnus",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001807-250717081556266/datasets/export for details.
DOI: 10.15468/dl.j8tndq
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zea mays",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 69 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001808-250717081556266/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.29591540
title: Transgender and Family bibliometric data.csv

description: This Bibliometric Analysis maps out the trends in publications on research in Transgender community and Family, based on the 300 documents retrieved from the SCOPUS Database. The results revealed that, the research on Transgender community and Family is increasing over years and highest number of publication was on 2024. The United States is the leading country regarding publications and impact. The authorship analysis found that Subra, L.Katz-wise, Katherine A. Kuvalanka and Jenifer. K.Mcquire are leading authors. LGBTQ+ Family is the leading journal in terms of publication and impact. The Co-occurrence analysis found that family rejection, acceptance, and parenting are the topics most researched. Adoption, Minority stress, and Resilience are the emerging topics. The study also analyses the thematic evolution of research in this area over 1996-2020 and 2021-2025.
DOI: 10.6084/m9.figshare.29591540.v1
title: Transgender and Family bibliometric data.csv

description: This Bibliometric Analysis maps out the trends in publications on research in Transgender community and Family, based on the 300 documents retrieved from the SCOPUS Database. The results revealed that, the research on Transgender community and Family is increasing over years and highest number of publication was on 2024. The United States is the leading country regarding publications and impact. The authorship analysis found that Subra, L.Katz-wise, Katherine A. Kuvalanka and Jenifer. K.Mcquire are leading authors. LGBTQ+ Family is the leading journal in terms of publication and impact. The Co-occurrence analysis found that family rejection, acceptance, and parenting are the topics most researched. Adoption, Minority stress, and Resilience are the emerging topics. The study also analyses the thematic evolution of research in this area over 1996-2020 and 2021-2025.
DOI: 10.15468/dl.bd5wtz
title: Occurrence Download

description: A dataset containing 1485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zea mays",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1485 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001810-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qxmrm
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis kotschyana"
 ]
}

 The dataset includes 111 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001811-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r49f28
title: Occurrence Download

description: A dataset containing 4865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acalypha virginica, Acalypha brevipes, Acalypha virginica angustifolia, Acalypha virginica intermedia, Acalypha echinata, Acalypha virginica genuina, Acalypha digyneia, Acalypha virginica purpurea, Acalypha virginea, Acalypha virginica intermedia, Acalypha caroliniana, Acalypha crenulata, Acalypha virginica virginica, Acalypha urticifolia, Ricinocarpus virginicus, Ricinocarpus digyneius, Ricinocarpus urticifolius)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 4865 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001813-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8exafc
title: Occurrence Download

description: A dataset containing 934082 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is USA.23_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 934082 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001795-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7sqaan
title: Occurrence Download

description: A dataset containing 14068 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Panicum virgatum"
 ]
}

 The dataset includes 14068 records from 269 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001809-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc28pkyh
title: CCDC 2106107: Experimental Crystal Structure Determination

description: Related Article: Jia-Jia Liu, Bao-Qi Zhang, Kun She, Jiao Ran, Hui-Fang Li, Heng-Shan Wang, Fang-Xin Wang|2024|Tetrahedron|151|133804|doi:10.1016/j.tet.2023.133804
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.