cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15422848
title: Digitised dung beetle specimens from the Forest Research Centre Sepilok

description: This is a dataset of digitised dung beetle specimens from the Forest Research Centre Sepilok of the Sabah Forestry Department. It comprises of three tabs:



Metadata: Information of each column header in the MasterList

Summary: Summary of the recorded dung beetle species and their status (i.e. species or morphospecies).

MasterList: Complete dataset of all digitised specimens, where each row represents one specimen record.
DOI: 10.5281/zenodo.15422849
title: Digitised dung beetle specimens from the Forest Research Centre Sepilok

description: This is a dataset of digitised dung beetle specimens from the Forest Research Centre Sepilok of the Sabah Forestry Department. It comprises of three tabs:



Metadata: Information of each column header in the MasterList

Summary: Summary of the recorded dung beetle species and their status (i.e. species or morphospecies).

MasterList: Complete dataset of all digitised specimens, where each row represents one specimen record.
DOI: 10.5281/zenodo.14249489
title: Machine-learning-based seismic detection and location around the Tanlu fault zone in eastern China

description: REAL, HypoInverse, and HypoDD catalog around the Tanlu fault zone in eastern China.
DOI: 10.15468/dl.rnftb9
title: Occurrence Download

description: A dataset containing 8554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.19468 41.32621,0.44046 41.32621,0.44046 43.01439,-1.19468 43.01439,-1.19468 41.32621))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aquila chrysaetos (Linnaeus, 1758)"
 ]
}

 The dataset includes 8554 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032844-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14509256
title: Sex-specific mate choice and mate change based on MHC-IIB dissimilarity in a genetically monogamous seabird

description: These datasets contain information about the population of black-legged kittiwakes (breeding pairs, reproductive outcome, MHC-composition and dissimilarity and associated data) of Middleton Island, Gulf of Alaska, between 1996 and 2021.These datasets are used in the analyses of the paper “Sex-specific mate choice and mate change based on MHC-IIB dissimilarity in a genetically monogamous seabird” published in "xxxxxxxxxx name of the journal xxxxxxxxxx" (xxxxxxxxxx YYYY xxxxxxxxxx). DOI: "xxxxxxxxxx link of doi xxxxxxxxxx". [to be completed upon publication]
DOI: 10.5281/zenodo.14523780
title: Sex-specific mate choice and mate change based on MHC-IIB dissimilarity in a genetically monogamous seabird

description: These datasets contain information about the population of black-legged kittiwakes (breeding pairs, reproductive outcome, MHC-composition and dissimilarity and associated data) of Middleton Island, Gulf of Alaska, between 1996 and 2021.These datasets are used in the analyses of the paper “Sex-specific mate choice and mate change based on MHC-IIB dissimilarity in a genetically monogamous seabird” published in "xxxxxxxxxx name of the journal xxxxxxxxxx" (xxxxxxxxxx YYYY xxxxxxxxxx). DOI: "xxxxxxxxxx link of doi xxxxxxxxxx". [to be completed upon publication]
DOI: 10.5281/zenodo.15423090
title: Does MHC-IIB dissimilarity between partners drive mate choice and divorce in a genetically monogamous seabird?

description: These datasets contain information about the population of black-legged kittiwakes (breeding pairs, reproductive outcome, MHC-composition and dissimilarity and associated data) of Middleton Island, Gulf of Alaska, between 1996 and 2023.These datasets are used in the analyses of the paper “Does MHC-IIB dissimilarity between partners drive mate choice and divorce in a genetically monogamous seabird?” published in "xxxxxxxxxx name of the journal xxxxxxxxxx" (xxxxxxxxxx YYYY xxxxxxxxxx). DOI: "xxxxxxxxxx link of doi xxxxxxxxxx". [to be completed upon publication]
DOI: 10.15468/dl.d9s668
title: Occurrence Download

description: A dataset containing 38994 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Misgurnus anguillicaudatus (Cantor, 1842)"
 ]
}

 The dataset includes 38994 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032842-250426092105405/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/11821102
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ymb72f
title: Occurrence Download

description: A dataset containing 764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Colombia, Ecuador, Brazil, Peru, Argentina, Bolivia (Plurinational State of))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Priodontes maximus (Kerr, 1792)"
 ]
}

 The dataset includes 764 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032845-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rteru
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-68.82359 -10.90037, -69.78936 -10.03724, -70.95249 -10.89589, -70.78534000000001 -11.95221, -69.01976999999999 -11.98482, -68.54483 -11.14804, -68.59182 -11.10634, -68.59473 -11.10669, -68.60875 -11.11147, -68.62381000000001 -11.11337, -68.6156 -11.09373, -68.61751 -11.08353, -68.77401999999999 -10.94446, -68.78606000000001 -10.96006, -68.79143999999999 -10.99102, -68.80568 -10.99469, -68.81856999999999 -10.99626, -68.82556 -10.9967, -68.84311 -10.99592, -68.89258 -10.98417, -68.97975 -10.95912, -68.97368 -10.95503, -68.95847999999999 -10.93579, -68.9487 -10.92853, -68.93536 -10.92035, -68.91414 -10.91709, -68.88144 -10.91671, -68.86168000000001 -10.91782, -68.84019000000001 -10.91009, -68.82446 -10.90093, -68.82359 -10.90037))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 159 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032846-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15423114
title: Smoking Dataset
DOI: 10.5281/zenodo.15423115
title: Smoking Dataset
DOI: 10.15468/dl.xckxx3
title: Occurrence Download

description: A dataset containing 8554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.19468 41.32621,0.44046 41.32621,0.44046 43.01439,-1.19468 43.01439,-1.19468 41.32621))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aquila chrysaetos (Linnaeus, 1758)"
 ]
}

 The dataset includes 8554 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032847-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twxzqj
title: Occurrence Download

description: A dataset containing 11413 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adansonia digitata L."
 ]
}

 The dataset includes 11413 records from 255 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032848-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15422824
title: Freebase_CVT_and_S2C_versions

description: This a reconstitution of Freebase dataset with CVT nodes, along with a it star-to-clique Conversion.
DOI: 10.5281/zenodo.15422825
title: Freebase_CVT_and_S2C_versions

description: This a reconstitution of Freebase dataset with CVT nodes, along with a it star-to-clique Conversion.
DOI: 10.15468/dl.9suc26
title: Occurrence Download

description: A dataset containing 52111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is TUR.40_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2021-2021"
 ]
}

 The dataset includes 52111 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032813-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14548672
title: BLM28314:12_reconstruction
DOI: 10.5281/zenodo.14548673
title: BLM28314:12_reconstruction
DOI: 10.5281/zenodo.18651802
title: Electron density in a selected member of the IMHB16 database ("OBC-6"): distance scan
DOI: 10.5281/zenodo.18673316
title: The SEM study of contact printed nanowires_1

description: This is the SEM study of the contact printed nanowires, described in the paper, https://advanced.onlinelibrary.wiley.com/doi/full/10.1002/adfm.202412299

https://doi.org/10.1002/adfm.202412299Digital Object Identifier (DOI)
DOI: 10.5281/zenodo.18673315
title: The SEM study of contact printed nanowires_1

description: This is the SEM study of the contact printed nanowires, described in the paper, https://advanced.onlinelibrary.wiley.com/doi/full/10.1002/adfm.202412299

https://doi.org/10.1002/adfm.202412299Digital Object Identifier (DOI)
DOI: 10.15468/dl.rtp3fd
title: Occurrence Download

description: A dataset containing 6478 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is National System of Protected Areas in Poland - Animals"
 ]
}

 The dataset includes 6478 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027007-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucyzk9
title: Occurrence Download

description: A dataset containing 3771 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Griburius"
 ]
}

 The dataset includes 3771 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027008-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utvd4r
title: Occurrence Download

description: A dataset containing 50544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agrimonia eupatoria",
 "Continent is Europe",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 100",
 "Year is greater than or equal to 1970",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Material citation"
 ]
 }
 }
 ]
}

 The dataset includes 50544 records from 315 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026976-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2af6x
title: Occurrence Download

description: A dataset containing 35743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is Angola",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 35743 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027006-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugghzk
title: Occurrence Download

description: A dataset containing 1 records in GBIF matching the query:
SELECT DISTINCT
 publishingcountry
FROM
 occurrence
WHERE
 occurrence.publishedbygbifregion IS NULL

 The dataset's 1 records were derived from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026986-260208012135463/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.cc2n9rh7
title: CCDC 2452239: Experimental Crystal Structure Determination

description: Related Article:  Yasmine Remili,   Maryam Nasimsobhan,   Rubén Turo-Cortés,   Laure Vendier,   Carlos Bartual-Murgui,   Gábor Molnár,   Azzedine Bousseksou  and  José Antonio Real Cabezos   |2025|Phys.Chem.Chem.Phys.(PCCP)|||doi:10.1039/D5CP02831K.
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.
DOI: 10.57967/hf/7846
title: china-textbook
DOI: 10.7807/immo:red:hm:v5.2
title: RWI Real Estate Data - Hausmiete
title: RWI Real Estate Data - Houses for Rent

description: ImmobilienScout24 ist die größte Immobilien-Internetplattform in Deutschland. Auf der Website werden sowohl Immobilien zur privaten als auch zur gewerblichen Nutzung angeboten. Die Daten umfassen jedoch nur Wohnimmobilien. Der Datensatz umfasst die meisten auf der Plattform erhobenen Merkmale wie z.B. Preis, Größe und Ausstattung der Wohneinheit, aber auch generierte Informationen wie die Dauer der Inseratverfügbarkeit.
description: ImmobilienScout24 is the largest real estate internet platform in Germany. Properties for private as well as commercial use are offered on the website. However, the data only cover residential properties. The dataset covers most characteristics collected on the platform like price, size and characteristics of the housing unit but also automatically generated items like the duration of the advertisement spell.
description: RWI-GEO-RED
description: RWI-GEO-RED
description: Computer-based observation
description: alle Häuser zur Miete auf der Webseite ImmobilienScout24
description: all houses for rent at ImmobilienScout24
description: full sample
DOI: 10.15468/dl.9j2hkf
title: Occurrence Download

description: A dataset containing 368 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Sorghum timorense"
 ]
}

 The dataset includes 368 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027011-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ncuxn
title: Occurrence Download

description: A dataset containing 353 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ruprechtia pallida"
 ]
}

 The dataset includes 353 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027010-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18674861
title: AI-Guided personalized microbiome modulation improves clinical outcomes across irritable bowel syndrome subtypes: A real-world longitudinal study
DOI: 10.5281/zenodo.18674860
title: AI-Guided personalized microbiome modulation improves clinical outcomes across irritable bowel syndrome subtypes: A real-world longitudinal study
DOI: 10.5281/zenodo.18608350
title: Global-scale streamflow simulation framework used in the paper of "Abrupt surface water decline during 2023–2024 record warming"

description: Summary:

This repository contains the data and source code for a global-scale streamflow simulation framework utilizing an ensemble of machine learning models. The methodology addresses the challenge of hydrological variability by implementing a climate-zone-specific training approach. Results from the Step 3 script can be extrapolated globally to simulate monthly streamflow across all HydroSHEDS basins in the subsequent step.

Key technical features:



Specialized ensembles: The framework employs five machine learning architectures: Random Forest, Gradient Boosting, SVM, Neural Networks, and Gaussian Process Regression.

Climate segmentation: Basins are categorized using an Aridity Index (AI) threshold of 0.65.

Asymmetric weighting: To mitigate common overestimation issues in arid hydrology, dry-region models are trained with a 2x penalty for overestimation errors.

Bayesian Model Averaging (BMA): Individual model outputs are integrated using climate-zone-specific BMA weights to produce a robust final simulation.


Dataset contents:



Input data: Compiled monthly training features, observed monthly streamflow for 150 basins, optimized hyperparameters, and geospatial shapefiles.

Output data: Fully trained model objects, calibrated annual time series, and performance evaluation visualizations.

Source code: A comprehensive MATLAB script for data imputation, model training, and metric calculation (NSE, KGE, PBIAS) (see     step3_ML_DL_fulltraining_inputs_outputs_rep2.m).


Temporal Coverage: 1991 – 2024.
DOI: 10.5281/zenodo.18640126
title: Global-scale streamflow simulation framework used in the paper of "Abrupt surface water decline during 2023–2024 record warming"

description: Summary:

This repository contains the data and source code for a global-scale streamflow simulation framework utilizing an ensemble of machine learning models. The methodology addresses the challenge of hydrological variability by implementing a climate-zone-specific training approach. Results from the Step 3 script can be extrapolated globally to simulate monthly streamflow across all HydroSHEDS basins in the subsequent step.

Key technical features:



Specialized ensembles: The framework employs five machine learning architectures: Random Forest, Gradient Boosting, SVM, Neural Networks, and Gaussian Process Regression.

Climate segmentation: Basins are categorized using an Aridity Index (AI) threshold of 0.65.

Asymmetric weighting: To mitigate common overestimation issues in arid hydrology, dry-region models are trained with a 2x penalty for overestimation errors.

Bayesian Model Averaging (BMA): Individual model outputs are integrated using climate-zone-specific BMA weights to produce a robust final simulation.


Dataset contents:



Input data: Compiled monthly training features, observed monthly streamflow for 150 basins, optimized hyperparameters, and geospatial shapefiles.

Output data: Fully trained model objects, calibrated annual time series, and performance evaluation visualizations.

Source code: A comprehensive MATLAB script for data imputation, model training, and metric calculation (NSE, KGE, PBIAS) (see     step3_ML_DL_fulltraining_inputs_outputs_rep2.m).


Temporal Coverage: 1991 – 2024.
DOI: 10.7807/immo:red:hm:suf:v5.2
title: RWI Real Estate Data - Hausmiete - suf
title: RWI Real Estate Data - Houses for Rent - suf

description: ImmobilienScout24 ist die größte Immobilien-Internetplattform in Deutschland. Auf der Website werden sowohl Immobilien zur privaten als auch zur gewerblichen Nutzung angeboten. Die Daten umfassen jedoch nur Wohnimmobilien. Der Datensatz umfasst die meisten auf der Plattform erhobenen Merkmale wie z.B. Preis, Größe und Ausstattung der Wohneinheit, aber auch generierte Informationen wie die Dauer der Inseratverfügbarkeit.
description: ImmobilienScout24 is the largest real estate internet platform in Germany. Properties for private as well as commercial use are offered on the website. However, the data only cover residential properties. The dataset covers most characteristics collected on the platform like price, size and characteristics of the housing unit but also automatically generated items like the duration of the advertisement spell.
description: RWI-GEO-RED
description: RWI-GEO-RED
description: Computer-based observation
description: alle Häuser zur Miete auf der Webseite ImmobilienScout24
description: all houses for rent at ImmobilienScout24
description: full sample
DOI: 10.15468/dl.yz76jq
title: Occurrence Download

description: A dataset containing 55710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poa nemoralis",
 "Continent is Europe",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 100",
 "Year is greater than or equal to 1970",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Material citation"
 ]
 }
 }
 ]
}

 The dataset includes 55710 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026978-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18650378
title: Electron density in a selected member of the IMHB16 database ("OBC-6"): torsional scan
DOI: 10.5281/zenodo.18650379
title: Electron density in a selected member of the IMHB16 database ("OBC-6"): torsional scan
DOI: 10.15468/dl.4t5gcs
title: Occurrence Download

description: A dataset containing 36724 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gelidium",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36724 records from 363 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027014-260208012135463/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/14877414
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18679766
title: Supplementary tables

description: Supplementary tables from publication "A Dynamic Genome-Scale Model Identifies Metabolic Pathways Associated with Cold Tolerance in Saccharomyces kudriavzevii" (https://journals.asm.org/doi/10.1128/spectrum.03519-22)
DOI: 10.5281/zenodo.18679767
title: Supplementary tables

description: Supplementary tables from publication "A Dynamic Genome-Scale Model Identifies Metabolic Pathways Associated with Cold Tolerance in Saccharomyces kudriavzevii" (https://journals.asm.org/doi/10.1128/spectrum.03519-22)
DOI: 10.15468/dl.wppwrm
title: Occurrence Download

description: A dataset containing 506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is USA.48_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Continent derived from coordinates, The taxon ID was not found in the checklist)",
 "OccurrenceStatus is Present",
 "TaxonKey is Marmota olympus",
 "Year 2010-2025"
 ]
}

 The dataset includes 506 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027015-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5nhre8
title: Occurrence Download

description: A dataset containing 614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "Geometry POLYGON((28.30333 -26.47605,29.18685 -26.47605,29.18685 -25.86967,28.30333 -25.86967,28.30333 -26.47605))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 614 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027016-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.