cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16781094
title: Global evapotranspiration datasets and reference data used in "Evaluation of global evapotranspiration products over irrigated areas using multiple reference datasets"

description: Dataset description

This dataset contains the global evapotranspiration (ET) products and reference datasets used in Laluet et al. (2025), Evaluation of global evapotranspiration products over irrigated areas using multiple reference datasets, Hydrology and Earth System Sciences.

Contents

The datasets include:





Six global ET products:





FLUXCOM (RS) – 2001–2020




GLEAMv4 (v4.2a) – 2000–2024




MOD16A2 (v105) – 2001–2023




ERA5-Land (2024 CDS release) – 2000–2024




SSEBop (v6.1) – 2012–2024




PMLv2 (v0.1.8) – 2000–2023






FAO Global Map of Irrigation Areas (GMIA)




OpenET ensemble product (for CONUS only)


Shapefiles of the study areas


Study regions





Contiguous United States (CONUS)




Ebro Basin (Spain)




Italy (including the Po Valley)




South Asia (including the Indus Basin)



Processing applied





All datasets have been resampled to a 0.1° spatial resolution




Aggregated to monthly time steps



Coverage





FLUXCOM: 2001–2020




GLEAMv4: 2000–2024




MOD16A2: 2001–2023




ERA5-Land: 2000–2024




SSEBop: 2012–2024




PMLv2: 2000–2023


OpenET ensemble product: 2016–2022


Format





NetCDF4 (CF-compliant metadata)



Licence





Creative Commons Attribution 4.0 International (CC-BY 4.0)



Reference paper

Laluet, P., Dorigo, W., & Corbari, C. (2025). Evaluation of global evapotranspiration products over irrigated areas using multiple reference datasets. Hydrology and Earth System Sciences. [DOI of the paper]

Funding

This work was carried out with support from the European Space Agency under the Climate Change Initiative – Anthropogenic Water Use (CCI-AWU) precursor project (contract number 4000142449/23/I-NB).

Contact

pierre.laluet@geo.tuwien.ac.at
DOI: 10.5281/zenodo.16925332
title: Global evapotranspiration datasets and reference data used in "Evaluation of global evapotranspiration products over irrigated areas using multiple reference datasets"

description: Dataset description

This dataset contains the global evapotranspiration (ET) products and reference datasets used in Laluet et al. (2025), Evaluation of global evapotranspiration products over irrigated areas using multiple reference datasets, Hydrology and Earth System Sciences.

Contents

The datasets include:





Six global ET products:





FLUXCOM (RS) – 2001–2020




GLEAMv4 (v4.2a) – 2000–2024




MOD16A2 (v105) – 2001–2023




ERA5-Land (2024 CDS release) – 2000–2024




SSEBop (v6.1) – 2012–2024




PMLv2 (v0.1.8) – 2000–2023






FAO Global Map of Irrigation Areas (GMIA)




OpenET ensemble product (for CONUS only)


Shapefiles of the study areas


Study regions





Contiguous United States (CONUS)




Ebro Basin (Spain)




Italy (including the Po Valley)




South Asia (including the Indus Basin)



Processing applied





All datasets have been resampled to a 0.1° spatial resolution




Aggregated to monthly time steps



Coverage





FLUXCOM: 2001–2020




GLEAMv4: 2000–2024




MOD16A2: 2001–2023




ERA5-Land: 2000–2024




SSEBop: 2012–2024




PMLv2: 2000–2023


OpenET ensemble product: 2016–2022


Format





NetCDF4 (CF-compliant metadata)



Licence





Creative Commons Attribution 4.0 International (CC-BY 4.0)



Reference paper

Laluet, P., Dorigo, W., & Corbari, C. (2025). Evaluation of global evapotranspiration products over irrigated areas using multiple reference datasets. Hydrology and Earth System Sciences. [DOI of the paper]

Funding

This work was carried out with support from the European Space Agency under the Climate Change Initiative – Anthropogenic Water Use (CCI-AWU) precursor project (contract number 4000142449/23/I-NB).

Contact

pierre.laluet@geo.tuwien.ac.at
DOI: 10.15468/dl.pqd2z8
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "Country is Maldives",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031276-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j89z26
title: Occurrence Download

description: A dataset containing 2074 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anoplarchus purpurescens",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2074 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031277-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqt2y2
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Labeobarbus wurtzi)",
 "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 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031279-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wv2dfj
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031280-250811113504898/datasets/export for details.
DOI: 10.15468/dl.qfjth4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagocephalus spadiceus",
 "Country is Egypt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031281-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16737090
title: Microclimate environmental measurements of Villa Revedin Bolasco - Castelfranco Veneto - temperature, humidity, solar radiation, air quality with timestamp info

description: This dataset, developed under the H2020 VARCITIES project. 

Microclimate environmental measurements of Villa Revedin Bolasco  - Castelfranco Veneto - temperature, humidity, solar direct radiation, air quality regarding NO2, CO2, O3 and other information with timestamp info

This dataset is intended to support research on the role of urban green spaces in shaping environmental quality and promoting public health and well-being.
DOI: 10.5281/zenodo.16737091
title: Microclimate environmental measurements of Villa Revedin Bolasco - Castelfranco Veneto - temperature, humidity, solar radiation, air quality with timestamp info

description: This dataset, developed under the H2020 VARCITIES project. 

Microclimate environmental measurements of Villa Revedin Bolasco  - Castelfranco Veneto - temperature, humidity, solar direct radiation, air quality regarding NO2, CO2, O3 and other information with timestamp info

This dataset is intended to support research on the role of urban green spaces in shaping environmental quality and promoting public health and well-being.
DOI: 10.5281/zenodo.16925172
title: Application of biochar as an alternative to graphite in mineral greases – tribological and rheological properties studies

description: This study was funded under a research project. The Use of carbonisate from waste lignocellulosic biomass as a substitute for non-renewable raw materials for the production of innovative biochar greases project is carried out within the Proof of Concept programme of the Foundation for Polish Science co-financed by the European Union under the European Funds for Smart Economy 2021–2027 (FENG).
DOI: 10.5281/zenodo.16925173
title: Application of biochar as an alternative to graphite in mineral greases – tribological and rheological properties studies

description: This study was funded under a research project. The Use of carbonisate from waste lignocellulosic biomass as a substitute for non-renewable raw materials for the production of innovative biochar greases project is carried out within the Proof of Concept programme of the Foundation for Polish Science co-financed by the European Union under the European Funds for Smart Economy 2021–2027 (FENG).
DOI: 10.15468/dl.7eqff9
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagocephalus spadiceus",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 101 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031282-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16925375
title: Steel Beam under Fire using FE
DOI: 10.5281/zenodo.16925376
title: Steel Beam under Fire using FE
DOI: 10.15468/dl.75ztrw
title: Occurrence Download

description: A dataset containing 77449 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Duttaphrynus melanostictus"
 ]
}

 The dataset includes 77449 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031233-250811113504898/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/12834434
title: World Weather Repository ( Daily Updating )
DOI: 10.5281/zenodo.16925320
title: Observational Dataset from MSS1 mission during Vertical Stripe Events

description: This dataset contains the observational data from the MSS1 mission for the single vertical stripe event on April 09, 2024, and the recurrent vertical stripe event on July 15, 2024.
DOI: 10.15468/dl.pfep4u
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagocephalus spadiceus",
 "Country is Lebanon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031284-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hh5vrr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagocephalus spadiceus",
 "Country is Syrian Arab Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031285-250811113504898/datasets/export for details.
DOI: 10.15468/dl.6q7rue
title: Occurrence Download

description: A dataset containing 58401 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Festuca heterophylla"
 ]
}

 The dataset includes 58401 records from 742 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031248-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15437991
title: TimeTrack: OAI CI/CD cluster TimeSeries dataset
title: time track Open Air Interface openshift ci/cd cluster time series data

description: TimeTrack is a publicly available dataset collected from an OpenAirInterface (OAI) cluster running CI/CD workloads. It includes metrics such as CPU, memory, disk usage, and latency, recorded at 45-second intervals from seven computing nodes during 30 days. The cluster was running OpenShift. If you use this dataset, please cite the paper: "TimeTrack: A Dataset for Exploring Temporal Patterns and Predictive Insights into OpenAirInterface (OAI) CI/CD Cluster." : https://www.eurecom.fr/fr/publication/8076
description: The rapid adoption of cloud-native architectures and telecommunications frameworks has intensified the need for efficient resource management and network performance monitoring. Time series data plays a critical role in these settings by capturing sequential changes in metrics, enabling advanced analytics and ma chine learning models for anomaly detection, predictive maintenance, and resource allocation optimization. However, existing public datasets lack the granularity or breadth of metrics required for in-depth research, often omitting critical computing and network performance indicators, particularly within cloud-native environments for telecommunications workloads. TimeTrack addresses this gap by offering a comprehensive time series dataset collected from an OpenAirInterface (OAI) Continuous Integration/Continuous Deployment (CI/CD) cluster. The dataset contains monitoring data on both computing and network resources used by the CI/CD of OAI components (gNodeB, User Equipments and Core Network), providing a unique perspective on the demands of cloud-native telecommunications systems. The primary objective of TimeTrack is to support research in resource management, anomaly detection, and network optimization in similar environments.
DOI: 10.5281/zenodo.15437992
title: TimeTrack: OAI CI/CD cluster TimeSeries dataset
title: time track Open Air Interface openshift ci/cd cluster time series data

description: TimeTrack is a publicly available dataset collected from an OpenAirInterface (OAI) cluster running CI/CD workloads. It includes metrics such as CPU, memory, disk usage, and latency, recorded at 45-second intervals from seven computing nodes during 30 days. The cluster was running OpenShift. If you use this dataset, please cite the paper: "TimeTrack: A Dataset for Exploring Temporal Patterns and Predictive Insights into OpenAirInterface (OAI) CI/CD Cluster." : https://www.eurecom.fr/fr/publication/8076
description: The rapid adoption of cloud-native architectures and telecommunications frameworks has intensified the need for efficient resource management and network performance monitoring. Time series data plays a critical role in these settings by capturing sequential changes in metrics, enabling advanced analytics and ma chine learning models for anomaly detection, predictive maintenance, and resource allocation optimization. However, existing public datasets lack the granularity or breadth of metrics required for in-depth research, often omitting critical computing and network performance indicators, particularly within cloud-native environments for telecommunications workloads. TimeTrack addresses this gap by offering a comprehensive time series dataset collected from an OpenAirInterface (OAI) Continuous Integration/Continuous Deployment (CI/CD) cluster. The dataset contains monitoring data on both computing and network resources used by the CI/CD of OAI components (gNodeB, User Equipments and Core Network), providing a unique perspective on the demands of cloud-native telecommunications systems. The primary objective of TimeTrack is to support research in resource management, anomaly detection, and network optimization in similar environments.
DOI: 10.5281/zenodo.15442251
title: TimeTrack: OAI CI/CD cluster TimeSeries dataset
title: time track Open Air Interface openshift ci/cd cluster time series data

description: TimeTrack is a publicly available dataset collected from an OpenAirInterface (OAI) cluster running CI/CD workloads. It includes metrics such as CPU, memory, disk usage, and latency, recorded at 45-second intervals from seven computing nodes during 30 days. The cluster was running OpenShift. If you use this dataset, please cite the paper: "TimeTrack: A Dataset for Exploring Temporal Patterns and Predictive Insights into OpenAirInterface (OAI) CI/CD Cluster." : https://www.eurecom.fr/fr/publication/8076
description: The rapid adoption of cloud-native architectures and telecommunications frameworks has intensified the need for efficient resource management and network performance monitoring. Time series data plays a critical role in these settings by capturing sequential changes in metrics, enabling advanced analytics and ma chine learning models for anomaly detection, predictive maintenance, and resource allocation optimization. However, existing public datasets lack the granularity or breadth of metrics required for in-depth research, often omitting critical computing and network performance indicators, particularly within cloud-native environments for telecommunications workloads. TimeTrack addresses this gap by offering a comprehensive time series dataset collected from an OpenAirInterface (OAI) Continuous Integration/Continuous Deployment (CI/CD) cluster. The dataset contains monitoring data on both computing and network resources used by the CI/CD of OAI components (gNodeB, User Equipments and Core Network), providing a unique perspective on the demands of cloud-native telecommunications systems. The primary objective of TimeTrack is to support research in resource management, anomaly detection, and network optimization in similar environments.
DOI: 10.15468/dl.49futc
title: Occurrence Download

description: A dataset containing 861289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthus pratensis (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 861289 records from 539 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002617-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjy3sq
title: Occurrence Download

description: A dataset containing 33640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sturnus vulgaris Linnaeus, 1758",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Türkiye",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 33640 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002624-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hcxdgy
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cordia wallichii G.Don"
 ]
}

 The dataset includes 103 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002034-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/fp6-ke5-e8g
title: Lithothamnium R.A. Philippi, 1837

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t9j-9k5-xcs
title: Uvigerina farinosa Hantken, 1875

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/18s-ahz-2fm
title: Laevidentalina subsoluta (Cushman, 1923)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wh0-k25-0q3
title: Baculogypsina sphaerulata (Parker & Jones, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1d3-nrm-8v4
title: Poroeponides lateralis (Terquem, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qzy-8nf-26s
title: †Gavelinella acuta (Plummer, 1927)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t32-m5z-67l
title: Baculogypsinoides spinosus Yabe & Hanzawa, 1930

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c94-2pg-2m1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n9h-h57-bcg
title: †Mississippina monsouri Howe, 1930

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/35e-kk5-an8
title: Apodemus sylvaticus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ck-gts-g2n
title: Apodemus sylvaticus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fjf-bhb-a12
title: Apodemus sylvaticus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f8t-6cy-77a
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zb9-l6r-57t
title: Tritaxilina caperata (Brady, 1881)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3gr-l7g-cd4
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/grq-fd4-yxm
title: †Percultazonaria decorata (Reuss, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r9j-egp-bfk
title: †Paralabamina toulmini (Brotzen, 1948)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vf7-bdw-h52
title: Eponides repandus (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qns-1ft-zvw
title: †Webbinella cretacea Hofker, 1949

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wqs-3cj-pha
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cdq-x40-5kf
title: †Eponides frankei Brotzen, 1940

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dde-yje-q0e
title: Planulina ornata (d'Orbigny, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.jd99nq
title: Occurrence Download

description: A dataset containing 32060 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Coleção de Aves do Museu Nacional / UFRJ"
 ]
}

 The dataset includes 32060 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023507-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/eh5-bjz-ev7
title: Rhabdammina abyssorum Sars in Carpenter, 1869

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cs6-sg7-5f2
title: Peneroplis planatus (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s01-mem-ar8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.