cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7b6jt2
title: Occurrence Download

description: A dataset containing 783 species occurrences available in GBIF matching the query:
{
 "SpeciesKey" : [
 "is one of (Hakea drupacea (C.F.Gaertn.) Roem. & Schult.)"
 ]
}

 The dataset includes 783 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041130-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bva7cj
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-11.05605 -13.13523,62.24872 -13.13523,62.24872 16.18668,-11.05605 16.18668,-11.05605 -13.13523))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Okapia johnstoni (P.L.Sclater, 1901)"
 ]
}

 The dataset includes 25 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004406-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjv4et
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cyclocheilichthys enoplos (Bleeker, 1849)"
 ]
}

 The dataset includes 182 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041126-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25c963
title: Occurrence Download

description: A dataset containing 791 species occurrences available in GBIF matching the query:
{
 "SpeciesKey" : [
 "is one of (Helenium quadridentatum Labill.)"
 ]
}

 The dataset includes 791 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041133-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8otdy
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Brachyrhaphis terrabensis (Regan, 1907)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 34 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017314-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aarqee
title: Occurrence Download

description: A dataset containing 792 species occurrences available in GBIF matching the query:
{
 "SpeciesKey" : [
 "is one of (Desmanthus pernambucanus (L.) Thell.)"
 ]
}

 The dataset includes 792 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041134-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezkbxv
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Peru",
 "TaxonKey is Lagidium viscacia (Molina, 1782)",
 "Year 2023-2024"
 ]
}

 The dataset includes 48 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001052-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/4495
title: 2D_Shape_Image_Datasets
DOI: 10.15468/dl.bvwggq
title: Occurrence Download

description: A dataset containing 325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Ovibos moschatus (Zimmermann, 1780)",
 "Year 1990-2010"
 ]
}

 The dataset includes 325 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000379-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vx2x7
title: Occurrence Download

description: A dataset containing 4195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "Depth is greater than or equal to 0.0m",
 "Geometry POLYGON((13.89683 39.50813,12.20199 39.28855,11.53839 37.08628,11.87681 35.64911,13.0535 34.63173,16.37989 35.47737,15.84556 39.12387,13.89683 39.50813))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 4195 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000380-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpd5xb
title: Occurrence Download

description: A dataset containing 106407 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DFO Quebec Region Ecosystemic bottom trawl surveys 2004-2022"
 ]
}

 The dataset includes 106407 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000378-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sje3cx
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Spatholobus suberectus Dunn)"
 ]
}

 The dataset includes 312 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000381-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjjrty
title: Occurrence Download

description: A dataset containing 3542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-16.49262 32.95924,-16.20939 32.95924,-16.20939 33.17845,-16.49262 33.17845,-16.49262 32.95924))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 3542 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000382-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym39zd
title: Occurrence Download

description: A dataset containing 1351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Ovis canadensis Shaw, 1804",
 "Year 1990-2010"
 ]
}

 The dataset includes 1351 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000383-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gpz8f
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Spatholobus suberectus Dunn)"
 ]
}

 The dataset includes 312 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000384-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcsy2h
title: Occurrence Download

description: A dataset containing 527 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Ovis dalli Nelson, 1884",
 "Year 1990-2010"
 ]
}

 The dataset includes 527 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000385-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cznds
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Spatholobus suberectus Dunn)"
 ]
}

 The dataset includes 312 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000386-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25918/data.410
title: The central Great Barrier Reef as a net source of climatically-relevant biogenic volatile organic compounds

description: This dataset regroups part of the data collected during the first comprehensive baseline survey for the Cooling and Shading subprogram of the Reef Restoration and Adaptation Program (RRAP) that was conducted in the Central Great Barrier Reef, 100km off the coast of Townsville, during the early (December) and late (February) austral summer of 2021-2022. This dataset comprises:
description: 1. the sampling time (local time: UTC + 10h),
description: 2. wind direction, relative humidity, air temperature, dewpoint, light intensity, latitude and longitude measured by a Maximet Gill weather station;
description: 3. sea-surface temperature (SST) and sea-surface salinity (SSS) measured by a vanEssen mini-CTD-Diver,
description: 4. vertical wind velocity outputted from a Campbell Scientific sonic anemometer,
description: 5. tide data for Townsville obtained from the Australian bureau of meteorology portal
description: 6. atmospheric and dissolved concentrations of all biogenic volatile organic compounds (BVOCs) that were measured using a proton-transfer-reaction quadrupole mass spectrometer (Ionicon Analytik). The resulting flux estimates of all BVOCs, which were determined using a bulk flux approach following the numerical scheme proposed by Johnson et al. (2010), are also provided.
DOI: 10.15468/dl.ntc8tk
title: Occurrence Download

description: A dataset containing 159833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cetacea"
 ]
}

 The dataset includes 159833 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000365-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ssf9h
title: Occurrence Download

description: A dataset containing 6720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Bison bison (Linnaeus, 1758)",
 "Year 1990-2010"
 ]
}

 The dataset includes 6720 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000387-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dud2q8
title: Occurrence Download

description: A dataset containing 38701 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DFO Quebec Region Ecosystemic bottom trawl survey 1990-2005"
 ]
}

 The dataset includes 38701 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000388-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9ew2p
title: Occurrence Download

description: A dataset containing 13374 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bees of Portugal Collection, Science Museum of the University of Coimbra"
 ]
}

 The dataset includes 13374 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000389-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qdbt6
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-62.03128 47.1719,-61.61217 47.24502,-61.38498 47.64325,-61.96469 47.59624,-62.03128 47.1719))",
 "TaxonKey is Gasterosteus aculeatus Linnaeus, 1758"
 ]
}

 The dataset includes 76 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000390-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmcjne
title: Occurrence Download

description: A dataset containing 3461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-16.43171 32.95734,-16.2378 32.95734,-16.2378 33.15126,-16.43171 33.15126,-16.43171 32.95734))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 3461 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000392-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnwfh4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "TaxonKey is Semimytilus patagonicus (Hanley, 1843)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000391-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v84xgu
title: Occurrence Download

description: A dataset containing 902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Zosteraceae"
 ]
}

 The dataset includes 902 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000393-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9cfry
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crocuta crocuta (Erxleben, 1777)"
 ]
}

 The dataset includes 29 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000394-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q86yfg
title: Occurrence Download

description: A dataset containing 9916 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Rhizophora mangle L."
 ]
}

 The dataset includes 9916 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000395-250214102907787/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.28418459
title: season changes 2

description: season changes 2
DOI: 10.6084/m9.figshare.28418459.v1
title: season changes 2

description: season changes 2
DOI: 10.15468/dl.msr3p3
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cymodoceaceae"
 ]
}

 The dataset includes 118 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000398-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.24416/uu01-6shx43
title: CONDOR (Chilean ObservatioNs of DrOught chRonologies) 

description: Tree rings as indicators of drought impacts.

Download digital samples of tree rings from: https://geo.public.data.uu.nl/vault-condor/research-condor%5B1722412315%5D/original/Chrolonogies/
Download time series of observations, ERA5 and PCR-GLOBWB 2.0 from: https://geo.public.data.uu.nl/vault-condor/research-condor%5B1722412315%5D/original/Timeseries/
Time series include:
Temperature (ERA5-Land Monthly Aggregated - ECMWF Climate Reanalysis)
Precipitation (ERA5-Land Monthly Aggregated - ECMWF Climate Reanalysis)
Groundwater observations (Venegas et al., 2024)
Surface water observations (CAMELS-CL)
Potential evapotranspiration (Penman-Monteith from ERA5 Monthly Aggregated - ECMWF Climate Reanalysis)
Soil moisture (CCI-SM)
Groundwater recharge (PCR-GLOBWB2.0)
Baseflow (PCR-GLOBWB2.0)
EVI (MODIS/Terra and Aqua Surface Reflectance Daily L2G Global 1 km and 500 m)
DOI: 10.15468/dl.4gpya5
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydrocharitaceae"
 ]
}

 The dataset includes 281 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000400-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14871614
title: Digital Soil Moisture Mapping - Data accompanying Houben et al. 2025, Vadose Zone Journal

description: Data for digital soil moisture mapping

The data accompanies the publication:

 





Houben, T., Ebeling, P., Khurana, S., Schmid, J., Boog, J., (2025): Machine-learning based spatio-temporal prediction of soil moisture in a grassland hillslope. Vadose Zone Journal.



This repository contains the full processed input data sets and the corresponding results which were produced with the python soil moisture module (SM-Module) 10.5281/zenodo.14871758

The folder structure is as follows:

├── figures # figures and maps produced by prediction, including combined_images.gif for seed 12000├── hyperparameters_tuning_stats├── model_input├── models├── performance_stats├── residuals

 

Citation

If you use any materials of this repository cite the paper Houben et al. (2025)

If you use any of the input data cite as follows:

    Soil moisture data created by Martini et al. 2015, processed by Houben et al. (2025).

If you use the DEM information or any derivatives cite as follows:

    Digital Elevation Model: Schröter et al. 2015, processed by Houben et al. (2025).

 

References

Houben, T., Ebeling, P., Khurana, S., Schmid, J., Boog, J., (2025): Machine-learning based spatio-temporal prediction of soil moisture in a grassland hillslope. Vadose Zone Journal. doi:...

Martini, E., Wollschläger, U., Kögler, S., Behrens, T., Dietrich, P., Reinstorf, F., Schmidt, K., Weiler, M., Werban, U., & Zacharias, S. (2015). Spatial and Temporal Dynamics of Hillslope-Scale Soil Moisture Patterns: Characteristic States and Transition Mechanisms. Vadose Zone Journal, 14(4). https://doi.org/10.2136/vzj2014.10.0150

Schröter, I., Paasche, H., Dietrich, P., & Wollschläger, U. (2015). Estimation of Catchment-Scale Soil Moisture Patterns Based on Terrain Data and Sparse TDR Measurements Using a Fuzzy C-Means Clustering Approach. Vadose Zone Journal, 14 (11). https://doi.org/10.2136/vzj2015.01.0008
DOI: 10.15468/dl.wnvdyz
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Megalastrum andicola (C.Chr.) A.R.Sm. & R.C.Moran"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000401-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14854695
title: Multichannel seismic data collected during RV Meteor M49/1 across Valdivia Bank, Walvis Ridge, South Atlantic Ocean, and used in publication Contreras et al., 2025, in prep.

description: The M49/1 seismic system included two GI guns, one with a reduced generator and injector chamber size of 0.4 L and the other with 1.7 L cu-in chamber sizes. The GI gun source was paired with a 96-channel streamer of 600 m length and 6.25-m groups. Data are in SEG-Y format.
DOI: 10.5281/zenodo.14848920
title: Data for Tall wind profile validation of ERA5, NORA3 and NEWA datasets using lidar observations

description: The Matlab live script reproduces some of the results presented in Cheynet et al. (2024). This study aims to help future large offshore wind turbines and airborne wind energy systems by providing insights into wind speeds at much higher altitudes than previously examined. We assessed three wind models (ERA5, NORA3, and NEWA) to predict wind speeds up to 500 m. Using lidar data from Norway and the North Sea, we found that ERA5 excels offshore, while NORA3 performs best onshore. However, the performance of the models depends on the locations and the evaluation criteria.

The repository contains Matlab code, wind speed model databases and lidar data. These data were used in Cheynet, E., Diezel, J. M., Haakenstad, H., Breivik, Ø., Peña, A., & Reuder, J. (2024). Tall Wind Profile Validation Using Lidar Observations and Hindcast Data. Wind Energy Science Discussions, 2024, 1-29.
DOI: 10.5281/zenodo.14848924
title: Data for Tall wind profile validation of ERA5, NORA3 and NEWA datasets using lidar observations

description: The Matlab live script reproduces some of the results presented in Cheynet et al. (2024). This study aims to help future large offshore wind turbines and airborne wind energy systems by providing insights into wind speeds at much higher altitudes than previously examined. We assessed three wind models (ERA5, NORA3, and NEWA) to predict wind speeds up to 500 m. Using lidar data from Norway and the North Sea, we found that ERA5 excels offshore, while NORA3 performs best onshore. However, the performance of the models depends on the locations and the evaluation criteria.

The repository contains Matlab code, wind speed model databases and lidar data. These data were used in Cheynet, E., Diezel, J. M., Haakenstad, H., Breivik, Ø., Peña, A., & Reuder, J. (2024). Tall Wind Profile Validation Using Lidar Observations and Hindcast Data. Wind Energy Science Discussions, 2024, 1-29.
DOI: 10.15468/dl.hav6m2
title: Occurrence Download

description: A dataset containing 8118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Micropterus dolomieu Lacepède, 1802"
 ]
}

 The dataset includes 8118 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000402-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.