cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.1594/pangaea.380265
title: Radiosonde PS28/10653 during POLARSTERN cruise ANT-XI/1 on 1993-11-14 04:57h

description: Height of tropopause 16491 m, precipitable water content 1.6595 cm
DOI: 10.1594/pangaea.380266
title: Radiosonde PS28/10654 during POLARSTERN cruise ANT-XI/1 on 1993-11-14 10:07h

description: Height of tropopause 13929 m, precipitable water content 2.6148 cm
DOI: 10.1594/pangaea.380129
title: Radiosonde PS23/09360 during POLARSTERN cruise ANT-X/7 on 1992-12-22 10:31h

description: Height of tropopause 10580 m, precipitable water content 0.418 cm
DOI: 10.1594/pangaea.380130
title: Radiosonde PS23/09361 during POLARSTERN cruise ANT-X/7 on 1992-12-23 05:32h

description: Height of tropopause 9361 m, precipitable water content 0.7649 cm
DOI: 10.1594/pangaea.380612
title: Radiosonde PS14/10542 during POLARSTERN cruise ANT-VII/1 on 1988-09-24 21:15h

description: Height of tropopause 15781 m, precipitable water content 2.9304 cm, total ozone 320.5 DU
DOI: 10.1594/pangaea.380462
title: Radiosonde PS30/11433 during POLARSTERN cruise ANT-XI/4 on 1994-05-13 10:36h

description: Height of tropopause 8517 m, precipitable water content 0.5371 cm
DOI: 10.1594/pangaea.380613
title: Radiosonde PS14/10543 during POLARSTERN cruise ANT-VII/1 on 1988-09-25 12:10h

description: Height of tropopause 17243 m, precipitable water content 2.2581 cm, total ozone 283.3 DU
DOI: 10.1594/pangaea.380463
title: Radiosonde PS30/11434 during POLARSTERN cruise ANT-XI/4 on 1994-05-15 10:30h

description: Precipitable water content 0.6043 cm
DOI: 10.1594/pangaea.380464
title: Radiosonde PS30/11435 during POLARSTERN cruise ANT-XI/4 on 1994-05-16 10:31h

description: Height of tropopause 12209 m, precipitable water content 2.092 cm
DOI: 10.1594/pangaea.380267
title: Radiosonde PS28/10656 during POLARSTERN cruise ANT-XI/1 on 1993-11-14 19:00h

description: Height of tropopause 14799 m, precipitable water content 1.1578 cm
DOI: 10.1594/pangaea.380268
title: Radiosonde PS28/10657 during POLARSTERN cruise ANT-XI/1 on 1993-11-15 07:31h

description: Height of tropopause 11214 m, precipitable water content 0.8745 cm
DOI: 10.1594/pangaea.380465
title: Radiosonde PS30/11436 during POLARSTERN cruise ANT-XI/4 on 1994-05-17 10:30h

description: Height of tropopause 13341 m, precipitable water content 1.7926 cm
DOI: 10.1594/pangaea.379390
title: Radiosonde PS10/01938 during POLARSTERN cruise ANT-V/3 on 1986-11-11 22:20h

description: Precipitable water content 0.2693 cm
DOI: 10.1594/pangaea.380466
title: Radiosonde PS30/11437 during POLARSTERN cruise ANT-XI/4 on 1994-05-18 10:32h

description: Precipitable water content 2.8451 cm
DOI: 10.1594/pangaea.379391
title: Radiosonde PS10/01939 during POLARSTERN cruise ANT-V/3 on 1986-11-12 05:34h

description: Height of tropopause 11869 m, precipitable water content 0.2809 cm
DOI: 10.1594/pangaea.380269
title: Radiosonde PS28/10658 during POLARSTERN cruise ANT-XI/1 on 1993-11-15 13:25h

description: Height of tropopause 11736 m, precipitable water content 1.4376 cm
DOI: 10.1594/pangaea.379392
title: Radiosonde PS10/01940 during POLARSTERN cruise ANT-V/3 on 1986-11-12 10:13h

description: Height of tropopause 11211 m
DOI: 10.1594/pangaea.380467
title: Radiosonde PS30/11438 during POLARSTERN cruise ANT-XI/5 on 1994-05-23 10:17h

description: Height of tropopause 17502 m, precipitable water content 0.9414 cm
DOI: 10.1594/pangaea.379393
title: Radiosonde PS10/01941 during POLARSTERN cruise ANT-V/3 on 1986-11-12 16:25h

description: Height of tropopause 8617 m, precipitable water content 0.2451 cm
DOI: 10.1594/pangaea.380270
title: Radiosonde PS28/10659 during POLARSTERN cruise ANT-XI/1 on 1993-11-15 18:53h

description: Height of tropopause 11861 m, precipitable water content 2.2544 cm
DOI: 10.1594/pangaea.380468
title: Radiosonde PS30/11439 during POLARSTERN cruise ANT-XI/5 on 1994-05-24 10:24h

description: Height of tropopause 17512 m, precipitable water content 1.5604 cm
DOI: 10.1594/pangaea.379394
title: Radiosonde PS10/01942 during POLARSTERN cruise ANT-V/3 on 1986-11-12 22:11h

description: Height of tropopause 9519 m, precipitable water content 0.2638 cm
DOI: 10.1594/pangaea.380131
title: Radiosonde PS23/09362 during POLARSTERN cruise ANT-X/7 on 1992-12-23 10:32h

description: Height of tropopause 8775 m, precipitable water content 0.6415 cm
DOI: 10.1594/pangaea.380469
title: Radiosonde PS30/11440 during POLARSTERN cruise ANT-XI/5 on 1994-05-25 10:23h

description: Height of tropopause 17609 m, precipitable water content 1.4777 cm
DOI: 10.15468/dl.a95drk
title: Occurrence Download

description: A dataset containing 212684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calystegia sepium subsp. sepium)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 212684 records from 1609 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094060-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmttne
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleioblastus simonii",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009405-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zagq2m
title: Occurrence Download

description: A dataset containing 9027816 records in GBIF matching the query:
SELECT
 countrycode,
 acceptedtaxonkey,
 COUNT(*) species_count,
 COUNT(*) * 1.0 / (SUM(COUNT(*)) OVER (
 PARTITION BY countrycode)) species_proportion
FROM
 occurrence
WHERE
 occurrence.countrycode IS NOT NULL
 AND occurrence.acceptedtaxonkey IS NOT NULL
GROUP BY
 occurrence.countrycode,
 occurrence.acceptedtaxonkey
ORDER BY
 countrycode,
 acceptedtaxonkey

 The dataset's 9027816 records were derived from 67899 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008108-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15301995
title: Gypsum-Lime Power

description: This dataset is part of the database compiled as an outcome of Work Area 1 in project OrganicYieldsUP. Variable definitions can be found here:  https://doi.org/10.5281/zenodo.15276082

The "Gypsum-Lime Power" project uses an on-farm strip trial at four sites to investigate the effects of fertilizing with lime and granulated natural gypsum/sulfur fertilizer in combination on various parameters. The site in Kalborn and Kahler and the two in Eschdorf are legume field forage and permanent grassland. The parameters collected and to be evaluated are yield, plant constituents, legume content in the crop and various soil parameters. As this is a demonstration trial, a further objective is the communication of the results as well as the exchange within the network of consultants, scientists and practitioners
DOI: 10.5281/zenodo.15301996
title: Gypsum-Lime Power

description: This dataset is part of the database compiled as an outcome of Work Area 1 in project OrganicYieldsUP. Variable definitions can be found here:  https://doi.org/10.5281/zenodo.15276082

The "Gypsum-Lime Power" project uses an on-farm strip trial at four sites to investigate the effects of fertilizing with lime and granulated natural gypsum/sulfur fertilizer in combination on various parameters. The site in Kalborn and Kahler and the two in Eschdorf are legume field forage and permanent grassland. The parameters collected and to be evaluated are yield, plant constituents, legume content in the crop and various soil parameters. As this is a demonstration trial, a further objective is the communication of the results as well as the exchange within the network of consultants, scientists and practitioners
DOI: 10.15468/dl.w6f7jr
title: Occurrence Download

description: A dataset containing 315837 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Egypt",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 315837 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008096-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcyf8e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Durio testudinarum Becc.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008127-250426092105405/datasets/export for details.
DOI: 10.15468/dl.5b6cvh
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Gastrophryne mazatlanensis (Taylor, 1943))"
 ]
}

 The dataset includes 159 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008128-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15262263
title: UB_Gallecs_20PilotFields: Data from the survey on 20 pilots fields undergoing the transition to organic farming under Mediterranean climate (Gallecs, Barcelona, Spain)
title: Gallecs Pilot fields

description: This dataset is part of the database compiled as an outcome of Work Area 1 in project OrganicYieldsUP. Variable definitions can be found here: https://doi.org/10.5281/zenodo.15276082

This dataset compiles the information of 16 years of farm monitoring for the transition from conventional to organic arable crop systems in Gallecs. The Universitat de Barcelona, under the auspices of the Consortium of Gallecs, provides data from 20 pilot fields in extensive crops from 1rst year of conversion to organic farming in 2006; these data represent different farmers and annual farm management, crop rotations, weed abundance and crop yields; as well as soil parameters every five or six years. All fields are quite close on clay loam soils with c. 1% soil organic matter, under a Mediterranean climate with mean annual temperature 16°C and mean annual precipitation 599 mm. The data are accompanied by detailed weather data from nearby weather station.
DOI: 10.5281/zenodo.15262264
title: UB_Gallecs_20PilotFields: Data from the survey on 20 pilots fields undergoing the transition to organic farming under Mediterranean climate (Gallecs, Barcelona, Spain)
title: Gallecs Pilot fields

description: This dataset is part of the database compiled as an outcome of Work Area 1 in project OrganicYieldsUP. Variable definitions can be found here: https://doi.org/10.5281/zenodo.15276082

This dataset compiles the information of 16 years of farm monitoring for the transition from conventional to organic arable crop systems in Gallecs. The Universitat de Barcelona, under the auspices of the Consortium of Gallecs, provides data from 20 pilot fields in extensive crops from 1rst year of conversion to organic farming in 2006; these data represent different farmers and annual farm management, crop rotations, weed abundance and crop yields; as well as soil parameters every five or six years. All fields are quite close on clay loam soils with c. 1% soil organic matter, under a Mediterranean climate with mean annual temperature 16°C and mean annual precipitation 599 mm. The data are accompanied by detailed weather data from nearby weather station.
DOI: 10.13144/lil-1540b
title: Base Tous salariés (DSN - DADS) - postes et salariés au 1/12ème (version FPR) - 2020

description: Les données de la Base Tous salariés 2020 s'inscrivent dans la continuité du millésime 2019. Cependant, les données de ce millésime ont été affectées par la crise sanitaire de 2020, et en particulier par le recours massif au dispositif de chômage partiel (ou activité partielle).Le millésime 2020 contient, comme les années précédentes, les données de l'année N-1 qui ont été mises à jour pour tenir compte des dernières évolutions méthodologiques. La bases Tous salariés couvre l'ensemble des salariés du secteur privé, du secteur public et les particuliers employeurs.Les fichiers "postes" et "salariés" sont réalisés à partir d'un échantillon au 1/12ème des données individuelles anonymisées issues de l'exploitation statistique des Déclarations Sociales Nominatives (DSN / ex DADS). Ces données permettent l'analyse des emplois et des salaires selon la nature de l'emploi (durée, condition d'emploi, rémunération...), les caractéristiques du salarié (sexe, âge, qualification...) et de l'établissement employeur (secteur d'activité, lieu d'implantation, taille...). Le fichier "postes" comprend 3 565 545 enregistrements et comporte 29 variables décrivant le poste de travail, les caractéristiques individuelles du salarié et quelques informations sur l'employeur provenant du Répertoire des entreprises et des établissements. Le fichier "salariés", comprend 2 329 977  enregistrements et comporte 29 variables. Ce fichier contient les caractéristiques du salarié, de son poste principal, et des données récapitulatives tous postes confondus (rémunérations, heures salariées, total des indemnités de chômage).
DOI: 10.5281/zenodo.13774374
title: Streamflow datasets from the high-resolution, multiscale, differentiable HBV hydrologic models

description: This dataset is from the high-resolution, multiscale, differentiable HBV hydrologic models, provided by the Multi-scale Hydrology, Processes, and Intelligence (MHPI) team from The Pennsylvania State University, led by Dr. Chaopeng Shen's group in Hydrologic Deep Learning and Modeling.

dHBV2.0UH is a high-resolution, multiscale model that uses unit hydrograph routing.

dHBV2.0dMC is a high-resolution, multiscale model that uses external Muskingum-Cunge routing.

Please use the link in the Readme.docx file to access the dataset. A link to the code for loading the dataset is also provided in Readme.docx.



The dHBV_streamflow_simulation_gages folder includes 40 years (1980–2020) of streamflow simulations at over 7,000 gage stations from GAGES-II, using both dHBV2.0UH and dHBV2.0dMC models. This data is useful for comparison with observations. 




The MERIT_flux_states folder includes 40 years (1980–2020) of spatially seamless simulations of hydrologic variables over 180 thousand MERIT unit basins on CONUS from dHBV2.0UH, including baseflow, evapotranspiration (ET), soil moisture, snow water equivalent, and runoff.
DOI: 10.5281/zenodo.13774817
title: Streamflow datasets from the high-resolution, multiscale, differentiable HBV hydrologic models

description: This dataset is from the high-resolution, multiscale, differentiable HBV hydrologic models, provided by the Multi-scale Hydrology, Processes, and Intelligence (MHPI) team from The Pennsylvania State University, led by Dr. Chaopeng Shen's group in Hydrologic Deep Learning and Modeling.

dHBV2.0UH is a high-resolution, multiscale model that uses unit hydrograph routing.

dHBV2.0dMC is a high-resolution, multiscale model that uses external Muskingum-Cunge routing.

Please use the link in the Readme.docx file to access the dataset. A link to the code for loading the dataset is also provided in Readme.docx.



The dHBV_streamflow_simulation_gages folder includes 40 years (1980–2020) of streamflow simulations at over 7,000 gage stations from GAGES-II, using both dHBV2.0UH and dHBV2.0dMC models. This data is useful for comparison with observations. 




The MERIT_flux_states folder includes 40 years (1980–2020) of spatially seamless simulations of hydrologic variables over 180 thousand MERIT unit basins on CONUS from dHBV2.0UH, including baseflow, evapotranspiration (ET), soil moisture, snow water equivalent, and runoff.
DOI: 10.5281/zenodo.14292069
title: Streamflow datasets from the high-resolution, multiscale, differentiable HBV hydrologic models

description: This dataset is from the high-resolution, multiscale, differentiable HBV hydrologic models, provided by the Multi-scale Hydrology, Processes, and Intelligence (MHPI) team from The Pennsylvania State University, led by Dr. Chaopeng Shen's group in Hydrologic Deep Learning and Modeling.

dHBV2.0UH is a high-resolution, multiscale model that uses unit hydrograph routing.

dHBV2.0dMC is a high-resolution, multiscale model that uses external Muskingum-Cunge routing.

Please use the link in the Readme.docx file to access the dataset. A link to the code for loading the dataset is also provided in Readme.docx.

(Directly downloading the folder may exceed your browser's file limit, resulting in zero-sized data in the Zarr file. Downloading the zip file is recommended.)



The dHBV_streamflow_simulation_gages folder includes 40 years (1980–2020) of streamflow simulations at over 7,000 gage stations from GAGES-II, using both dHBV2.0UH and dHBV2.0dMC models. This data is useful for comparison with observations. 




The MERIT_flux_states folder includes 40 years (1980–2020) of spatially seamless simulations of hydrologic variables over 180 thousand MERIT unit basins on CONUS from dHBV2.0UH, including baseflow, evapotranspiration (ET), soil moisture, snow water equivalent, and runoff. 

The dHBV2.0_MERIT_river_network_simulation includes 10 years (1990-1999) of streamflow simulation on seamless MERIT river network by dHBV2.0dMC (40 years data will come with paper acceptance).
DOI: 10.5281/zenodo.15040018
title: Streamflow datasets from the high-resolution, multiscale, differentiable HBV hydrologic models

description: This dataset is from the high-resolution, multiscale, differentiable HBV hydrologic models, provided by the Multi-scale Hydrology, Processes, and Intelligence (MHPI) team from The Pennsylvania State University, led by Dr. Chaopeng Shen's group in Hydrologic Deep Learning and Modeling. (Directly downloading the folder may exceed your browser's file limit, resulting in zero-sized data in the Zarr file. Downloading the zip file is recommended.)

Please cite: Song, Y., Bindas, T., Shen, C., Ji, H., Knoben, W. J. M., Lonzarich, L., et al. (2025). High‐resolution national‐scale water modeling is enhanced by multiscale differentiable physics‐informed machine learning. Water Resources Research, 61, e2024WR038928. https://doi.org/10.1029/2024WR038928

The dataset is generated by High-resolution, multiscale, differentiable HBV hydrologic models, dHBV2.0UH and dHBV2.0dMC.

dHBV2.0UH is a high-resolution, multiscale model that uses unit hydrograph routing.

dHBV2.0dMC is a high-resolution, multiscale model that uses external Muskingum-Cunge routing.

Please use the link in the Readme.docx file to access the dataset. A link to the code for loading the dataset is also provided in Readme.docx.



The dHBV_streamflow_simulation_gages folder includes 40 years (1980–2020) of streamflow simulations at over 7,000 gage stations from GAGES-II, using both dHBV2.0UH and dHBV2.0dMC models. This data is useful for comparison with observations. 




The MERIT_flux_states folder includes 40 years (1980–2020) of spatially seamless simulations of hydrologic variables over 180 thousand MERIT unit basins on CONUS from dHBV2.0UH, including baseflow, evapotranspiration (ET), soil moisture, snow water equivalent, and runoff. 

The dHBV2.0_MERIT_river_network_simulation includes 40 years (1980-2020) of streamflow simulation on seamless MERIT river network by dHBV2.0dMC (New updates!).

The dHBV2.0UH code is available at mhpi/generic_deltaModel: High-resolution differentiable model, 𝛿HBV2.0. https://doi.org/10.5281/zenodo.14827983
DOI: 10.3535/mr5-x8f-11w
title: Crataegus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/00w-9wy-qlh
title: Myosotis stricta Link ex Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jnv-yw2-e4d
title: Sonchus arvensis subsp. uliginosus (M. Bieb.) Nyman

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8z5-wka-rmb
title: Androsace L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m8h-x13-xtd
title: Erodium stephanianum Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bkm-fc7-2fg
title: Chenopodiastrum murale (L.) S. Fuentes, Uotila & Borsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fxt-jpa-lg6
title: Veronica verna L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h4x-lpe-rr4
title: Carex diluta M.Bieb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zkm-gpe-bh2
title: Vicia serratifolia Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/81q-450-2hc
title: Phytolacca americana L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/b6c-212-xwg
title: Hieracium bupleuroides subsp. comophyllum Nägeli & Peter

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ctq-5nr-gkj
title: Trifolium spadiceum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.