cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/wbewem
title: A Rocha Kenya bird ringing data from Arabuko-Sokoke Forest and Gede Ruins Forest, Kenya, 2019

description: Arabuko-Sokoke Forest is the largest and least disturbed coastal forest in East Africa and is home to a number of endemic and threatened bird species. The data presented here, 2,812 records, result from bird ringing activities carried out by A Rocha Kenya in the Arabuko-Sokoke Forest and the forest surrounding the Gede Ruins National Monument during either regular population monitoring work, targeted species studies or ad hoc captures between 1998 and 2015. The majority of captures were using mist nets with a handful of birds captured by hand or by Bal Chatri trap.
DOI: 10.15468/dl.3g4xb6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.171252 -35.910858, 149.171252 -35.917595, 149.173498 -35.917595, 149.173498 -35.924333, 149.177989 -35.924333, 149.177989 -35.926579, 149.173498 -35.926579, 149.173498 -35.93107, 149.180235 -35.93107, 149.180235 -35.933316, 149.189218 -35.933316, 149.189218 -35.926579, 149.19371 -35.926579, 149.19371 -35.919841, 149.186973 -35.919841, 149.186973 -35.917595, 149.182481 -35.917595, 149.182481 -35.919841, 149.180235 -35.919841, 149.180235 -35.91535, 149.177989 -35.91535, 149.177989 -35.910858, 149.171252 -35.910858), (149.180235 -35.924333, 149.182481 -35.924333, 149.182481 -35.926579, 149.180235 -35.926579, 149.180235 -35.924333), (149.182481 -35.926579, 149.186973 -35.926579, 149.186973 -35.93107, 149.182481 -35.93107, 149.182481 -35.926579))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053901-240626123714530/datasets/export for details.
DOI: 10.15468/dl.tssb6u
title: Occurrence Download

description: A dataset containing 98267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-180 -90, 180 -90, 180 90, -180 90, -180 -90))",
 "Depth is greater than or equal to 0m",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material citation, Material sample, Observation, Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Cheloniidae, Dermochelyidae)",
 "CoordinateUncertaintyInMeters is less than 1e+05"
 ]
}

 The dataset includes 98267 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053900-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x57mec
title: Occurrence Download

description: A dataset containing 1126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Pl@ntNet automatically identified occurrences",
 "Geometry POLYGON((101.42905 8.98366,108.67295 8.98366,108.67295 15.41878,101.42905 15.41878,101.42905 8.98366))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1126 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053903-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18712/nsd-nsd2146-3-v2
title: Researcher Project: Interplay between Environmental Contaminants, Genes and Diet in Obesity (3/3), 2014.

description: This dataset consists of data from "Researcher Project: Interplay between Environmental Contaminants, Genes and Diet in Obesity, 2014". The prevalence of both obesity and colorectal cancer has increased substantially in the last decades. Simultaneously have humans been exposed to increasing amounts of environmental contaminants. This project studies fundamental questions related to the interplay between environmental contaminants, genes and health outcomes, obesity and intestinal cancer in mouse models. Mechanisms for how obesity affects intestinal tumorigenesis and how environmental contaminants may contribute to obesity were studied along two main hypotheses, via insulin resistance/hyperinsulinemia and/or inflammation. The project aims to increase the understanding of the mutual causal relationship between obesity and susceptibility for environmental contaminants, causing intestinal cancer. The results will also be useful in human risk assessment of substances such as perfluorooctanoic acid, for which data on toxic effects and dose-response relationships are still lacking.

The project includes three subprojects (publications). This dataset consists of data from the third subproject.

Most of the data are processed using SigmaPlot 12.3 or 13.0 (Systat Software Inc., San Jose, CA, USA), and is submitted as files made in this program. Also, some data are processed and submitted in Microsoft Excel 2010.
DOI: 10.15468/dl.k7vrkf
title: Occurrence Download

description: A dataset containing 5641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vallisneria natans (Lour.) H.Hara, Salvinia natans (L.) All.)",
 "HasCoordinate is true",
 "Year is greater than 1900",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5641 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053902-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jt7y3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((147.626142 -35.928824, 147.626142 -35.93107, 147.630634 -35.93107, 147.630634 -35.928824, 147.626142 -35.928824))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053904-240626123714530/datasets/export for details.
DOI: 10.25835/wj72f6ba
title: Data-based System Representation and Synchronization for Multiagent Systems

description: [*] Victor G. Lopez and Matthias A. Müller, "Data-based System Representation and Synchronization for Multiagent Systems". Proceedings of the IEEE Conference on Decision and Control 2024.

These codes simulate the solutions proposed in [*] for the data-based synchronization problem of homogeneous and heterogeneous agents. The file DBsynchronization_homogeneous.m corresponds to the method described in Section III for a multiagent system with one leader and three followers. This example was not shown in [*] for space reasons. The file DBsynchronization_heterogeneous.m uses the method in Section IV for a multiagent system with one leader and four followers, as shown in the paper.
DOI: 10.5281/zenodo.13254836
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Jisaburo Ohwi, http://www.wikidata.org/entity/Q4332375. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q4332375
DOI: 10.14272/zgegclofrblkse-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) (hept-1-ene)
title: InChI=1S/C7H14/c1-3-5-7-6-4-2/h3H,1,4-7H2,2H3

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/zgegclofrblkse-uhfffaoysa-n/chmo0000596.1
title: distortionless enhancement with polarization transfer (DEPT) (hept-1-ene)
title: InChI=1S/C7H14/c1-3-5-7-6-4-2/h3H,1,4-7H2,2H3

description: dataset for distortionless enhancement with polarization transfer (DEPT)
DOI: 10.14272/zgegclofrblkse-uhfffaoysa-n/chmo0000596
title: distortionless enhancement with polarization transfer (DEPT) (hept-1-ene)
title: InChI=1S/C7H14/c1-3-5-7-6-4-2/h3H,1,4-7H2,2H3

description: dataset for distortionless enhancement with polarization transfer (DEPT)
DOI: 10.14272/zgegclofrblkse-uhfffaoysa-n/chmo0001148
title: 1H--13C heteronuclear multiple bond coherence (13C-1H HMBC) (hept-1-ene)
title: InChI=1S/C7H14/c1-3-5-7-6-4-2/h3H,1,4-7H2,2H3

description: dataset for 1H--13C heteronuclear multiple bond coherence (13C-1H HMBC)
DOI: 10.14272/zgegclofrblkse-uhfffaoysa-n/chmo0000599
title: correlation spectroscopy (COSY) (hept-1-ene)
title: InChI=1S/C7H14/c1-3-5-7-6-4-2/h3H,1,4-7H2,2H3

description: dataset for correlation spectroscopy (COSY)
DOI: 10.14272/zgegclofrblkse-uhfffaoysa-n.1
title: hept-1-ene
title: InChI=1S/C7H14/c1-3-5-7-6-4-2/h3H,1,4-7H2,2H3

description: This is a physical chemical entity[CHEBI_24431] associated with a molecule[CHEBI_25367].
 The molecule[CHEBI_25367] can be described by the following structural desciptors[cheminf_000085]:
 InChI descriptor[cheminf_000113]: InChI=1S/C7H14/c1-3-5-7-6-4-2/h3H,1,4-7H2,2H3, and canonical SMILES descriptor[cheminf_000007]: CCCCCC=C, and by the IUPAC name[cheminf_000107]: hept-1-ene.
 
 The physical chemical entity[CHEBI_24431] has a component solvent[CHEBI_46787] which is described by the canonical SMILES descriptor[cheminf_000007]:
 
 The physical chemical entity[CHEBI_24431] has the following Sample ID as registered in the research data repository chemotion (www.chemotion-repository.net, https://doi.org/10.25504/FAIRsharing.iagXcR): CRS-43372

 The physical chemical entity[CHEBI_24431] can be described by the physical descriptors [CHEMINF_000025]:
 Melting point descriptor[CHEMINF_000256]: 
 Boiling point descriptor[CHEMINF_000257]: 
 Refractive index descriptor[CHEMINF_000253]:

 The physical chemical entity[CHEBI_24431] can be further described by the following assays[OBI:0000070][CHMO:0001133]:
 
 CHMO:0000599 | correlation spectroscopy (COSY)
 
 CHMO:0000593 | 1H nuclear magnetic resonance spectroscopy (1H NMR)
 
 CHMO:0000596 | distortionless enhancement with polarization transfer (DEPT)
 
 CHMO:0000596 | distortionless enhancement with polarization transfer (DEPT)
 
 CHMO:0000595 | 13C nuclear magnetic resonance spectroscopy (13C NMR)
 
 CHMO:0001146 | 1H--13C heteronuclear single quantum coherence (1H-13C HSQC)
 
 CHMO:0001148 | 1H--13C heteronuclear multiple bond coherence (13C-1H HMBC)
 
 The physical chemical entity[CHEBI_24431] was deposited to the Molecule Archive of the Karlsruhe Insitute of Technology (KIT) with the following Sample ID: 

 Used ontologies:
 CHEBI - Chemical Entities of Biological Interest
 CHEMINF - chemical information ontology (information entities about chemical entities)
 CHMO - Chemical Methods Ontology
 OBI - Ontology for Biomedical Investigations
DOI: 10.14272/zgegclofrblkse-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (hept-1-ene)
title: InChI=1S/C7H14/c1-3-5-7-6-4-2/h3H,1,4-7H2,2H3

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/zgegclofrblkse-uhfffaoysa-n/chmo0001146
title: 1H--13C heteronuclear single quantum coherence (1H-13C HSQC) (hept-1-ene)
title: InChI=1S/C7H14/c1-3-5-7-6-4-2/h3H,1,4-7H2,2H3

description: dataset for 1H--13C heteronuclear single quantum coherence (1H-13C HSQC)
DOI: 10.5517/ccdc.csd.cc2gfmtc
title: CCDC 2277223: Experimental Crystal Structure Determination

description: Related Article: Janis M. Zakis, Antonis M. Messinis, Lutz Ackermann, Tomas Smejkal, Joanna Wencel-Delord|2024|Adv.Synth.Catal.|366|2292|doi:10.1002/adsc.202301411
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: 10.15468/dl.zny7jh
title: Occurrence Download

description: A dataset containing 74353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "DatasetKey is Observation.org, Nature data from around the World"
 ]
}

 The dataset includes 74353 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053905-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4797b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((147.203932 -35.933316, 147.203932 -35.935562, 147.206178 -35.935562, 147.206178 -35.933316, 147.203932 -35.933316))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053908-240626123714530/datasets/export for details.
DOI: 10.15468/dl.bppc7x
title: Occurrence Download

description: A dataset containing 797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Museum of Comparative Zoology, Harvard University",
 "Geometry POLYGON((101.9164 10.10964,108.30325 10.10964,108.30325 15.00495,101.9164 15.00495,101.9164 10.10964))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 797 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053909-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14272/okysujvcdxzgke-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (3-fluorobenzenesulfonyl chloride)
title: InChI=1S/C6H4ClFO2S/c7-11(9,10)6-3-1-2-5(8)4-6/h1-4H

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/okysujvcdxzgke-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) (3-fluorobenzenesulfonyl chloride)
title: InChI=1S/C6H4ClFO2S/c7-11(9,10)6-3-1-2-5(8)4-6/h1-4H

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/okysujvcdxzgke-uhfffaoysa-n/chmo0000601
title: heteronuclear multiple bond coherence (HMBC) (3-fluorobenzenesulfonyl chloride)
title: InChI=1S/C6H4ClFO2S/c7-11(9,10)6-3-1-2-5(8)4-6/h1-4H

description: dataset for heteronuclear multiple bond coherence (HMBC)
DOI: 10.14272/okysujvcdxzgke-uhfffaoysa-n/chmo0000596
title: distortionless enhancement with polarization transfer (DEPT) (3-fluorobenzenesulfonyl chloride)
title: InChI=1S/C6H4ClFO2S/c7-11(9,10)6-3-1-2-5(8)4-6/h1-4H

description: dataset for distortionless enhancement with polarization transfer (DEPT)
DOI: 10.14272/okysujvcdxzgke-uhfffaoysa-n/chmo0000599
title: correlation spectroscopy (COSY) (3-fluorobenzenesulfonyl chloride)
title: InChI=1S/C6H4ClFO2S/c7-11(9,10)6-3-1-2-5(8)4-6/h1-4H

description: dataset for correlation spectroscopy (COSY)
DOI: 10.14272/okysujvcdxzgke-uhfffaoysa-n/chmo0000596.1
title: distortionless enhancement with polarization transfer (DEPT) (3-fluorobenzenesulfonyl chloride)
title: InChI=1S/C6H4ClFO2S/c7-11(9,10)6-3-1-2-5(8)4-6/h1-4H

description: dataset for distortionless enhancement with polarization transfer (DEPT)
DOI: 10.14272/okysujvcdxzgke-uhfffaoysa-n/chmo0000597
title: 19F nuclear magnetic resonance spectroscopy (19F NMR) (3-fluorobenzenesulfonyl chloride)
title: InChI=1S/C6H4ClFO2S/c7-11(9,10)6-3-1-2-5(8)4-6/h1-4H

description: dataset for 19F nuclear magnetic resonance spectroscopy (19F NMR)
DOI: 10.15468/dl.wh4pf3
title: Occurrence Download

description: A dataset containing 25616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Paleobiology Database, EOD – eBird Observation Dataset, MGYS00005313, International Barcode of Life project (iBOL))",
 "GadmGid is CHN.22_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EW, CR, EN, VU, NT, LC)"
 ]
}

 The dataset includes 25616 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053907-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14272/okysujvcdxzgke-uhfffaoysa-n.1
title: 3-fluorobenzenesulfonyl chloride
title: InChI=1S/C6H4ClFO2S/c7-11(9,10)6-3-1-2-5(8)4-6/h1-4H

description: This is a physical chemical entity[CHEBI_24431] associated with a molecule[CHEBI_25367].
 The molecule[CHEBI_25367] can be described by the following structural desciptors[cheminf_000085]:
 InChI descriptor[cheminf_000113]: InChI=1S/C6H4ClFO2S/c7-11(9,10)6-3-1-2-5(8)4-6/h1-4H, and canonical SMILES descriptor[cheminf_000007]: Fc1cccc(c1)S(=O)(=O)Cl, and by the IUPAC name[cheminf_000107]: 3-fluorobenzenesulfonyl chloride.
 
 The physical chemical entity[CHEBI_24431] has a component solvent[CHEBI_46787] which is described by the canonical SMILES descriptor[cheminf_000007]:
 
 The physical chemical entity[CHEBI_24431] has the following Sample ID as registered in the research data repository chemotion (www.chemotion-repository.net, https://doi.org/10.25504/FAIRsharing.iagXcR): CRS-43381

 The physical chemical entity[CHEBI_24431] can be described by the physical descriptors [CHEMINF_000025]:
 Melting point descriptor[CHEMINF_000256]: 
 Boiling point descriptor[CHEMINF_000257]: 
 Refractive index descriptor[CHEMINF_000253]:

 The physical chemical entity[CHEBI_24431] can be further described by the following assays[OBI:0000070][CHMO:0001133]:
 
 CHMO:0000597 | 19F nuclear magnetic resonance spectroscopy (19F NMR)
 
 CHMO:0000596 | distortionless enhancement with polarization transfer (DEPT)
 
 CHMO:0000596 | distortionless enhancement with polarization transfer (DEPT)
 
 CHMO:0000604 | heteronuclear single quantum coherence (HSQC)
 
 CHMO:0000599 | correlation spectroscopy (COSY)
 
 CHMO:0000601 | heteronuclear multiple bond coherence (HMBC)
 
 CHMO:0000593 | 1H nuclear magnetic resonance spectroscopy (1H NMR)
 
 CHMO:0000595 | 13C nuclear magnetic resonance spectroscopy (13C NMR)
 
 The physical chemical entity[CHEBI_24431] was deposited to the Molecule Archive of the Karlsruhe Insitute of Technology (KIT) with the following Sample ID: 

 Used ontologies:
 CHEBI - Chemical Entities of Biological Interest
 CHEMINF - chemical information ontology (information entities about chemical entities)
 CHMO - Chemical Methods Ontology
 OBI - Ontology for Biomedical Investigations
DOI: 10.14272/okysujvcdxzgke-uhfffaoysa-n/chmo0000604
title: heteronuclear single quantum coherence (HSQC) (3-fluorobenzenesulfonyl chloride)
title: InChI=1S/C6H4ClFO2S/c7-11(9,10)6-3-1-2-5(8)4-6/h1-4H

description: dataset for heteronuclear single quantum coherence (HSQC)
DOI: 10.15468/skclrl
title: A list of coleoptera recorded in Mixed Forest habitat in Arabuko-Sokoke Forest, Kenya

description: Arabuko-Sokoke Forest, located just south of Gede in Kilifi County, Kenya, has been studied by biologists for over 100 years yet there is still much that is unknown regarding the biodiversity of this globally important forest. This list represents 39 coleopteran species recorded within the boundaries of the Mixed Forest habitat near the Gede Forest Station both inside and outside of the electric elephant fence. Specimens were collected in April and May, 2009 using pitfall and malaise traps. They were identified to the most specific taxon rank possible at the National Museums of Kenya. Of particular note are Crepidogaster hubenthali (Carabidae) and Cryptochile elegans (Tenebrionidae) which are considered endemic to the Kenyan coastal forests.
DOI: 10.15468/dl.wyhddd
title: Occurrence Download

description: A dataset containing 1574114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((101.84779 8.3372,110.05689 9.36829,109.42237 16.78424,101.45122 16.42732,101.84779 8.3372))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1574114 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053899-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12818755
title: Total water storage anomalies (TWSA) and streamflow in the Mississippi River Basin for 01/2003 to 12/2016

description: This dataset includes observations and simulations of total water storage anomalies (TWSA) as well as streamflow that were used in the paper Schulze et al. (2024). The data covers the time period from 01/2003 to 12/2016. The TWSA [in millimeters] are basin averages, while the streamflow data [in cubic meters per second] refer to 68 gauge stations distributed over the Mississippi River Basin. 

The TWSA observations are derived from the Gravity Recovery and Climate Experiment (GRACE) satellite mission. The streamflow observations are provided by the Global Runoff Database (GRDC).

The simulations are uncalibrated model runs of the WaterGAP Global Hydrology Model (WGHM; based on WaterGAP version 2.2d) as well as an Open Loop Simulation and simulations by assimilating GRACE-derived TWSA and/or streamflow observations. The TWSA observations are assimilated on a 4°x4° grid. The streamflow observations are assimilated at (1) all gauge stations with mean observed streamflow above 500 cubic meters per second, (2) all gauge stations with mean observed streamflow between 10 and 100 cubic meters per second, and (3) at randomly selected gauge stations.

All files are packaged into a single ZIP archive for easy access and distribution.

More details about the dataset and the assimilation are provided in:Schulze, K., Kusche, J., Gerdener, H., Döll, P., Müller Schmied, H. (2024): Benefits and Pitfalls of GRACE and Streamflow Assimilation for Improving the Streamflow Simulations of the WaterGAP Global Hydrology Model. Submitted to Journal of Advances in Modeling Earth Systems (JAMES).
DOI: 10.5281/zenodo.12818756
title: Total water storage anomalies (TWSA) and streamflow in the Mississippi River Basin for 01/2003 to 12/2016

description: This dataset includes observations and simulations of total water storage anomalies (TWSA) as well as streamflow that were used in the paper Schulze et al. (2024). The data covers the time period from 01/2003 to 12/2016. The TWSA [in millimeters] are basin averages, while the streamflow data [in cubic meters per second] refer to 68 gauge stations distributed over the Mississippi River Basin. 

The TWSA observations are derived from the Gravity Recovery and Climate Experiment (GRACE) satellite mission. The streamflow observations are provided by the Global Runoff Database (GRDC).

The simulations are uncalibrated model runs of the WaterGAP Global Hydrology Model (WGHM; based on WaterGAP version 2.2d) as well as an Open Loop Simulation and simulations by assimilating GRACE-derived TWSA and/or streamflow observations. The TWSA observations are assimilated on a 4°x4° grid. The streamflow observations are assimilated at (1) all gauge stations with mean observed streamflow above 500 cubic meters per second, (2) all gauge stations with mean observed streamflow between 10 and 100 cubic meters per second, and (3) at randomly selected gauge stations.

All files are packaged into a single ZIP archive for easy access and distribution.

More details about the dataset and the assimilation are provided in:Schulze, K., Kusche, J., Gerdener, H., Döll, P., Müller Schmied, H. (2024): Benefits and Pitfalls of GRACE and Streamflow Assimilation for Improving the Streamflow Simulations of the WaterGAP Global Hydrology Model. Submitted to Journal of Advances in Modeling Earth Systems (JAMES).