cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13980851
title: Global onshore, optimised solar PV data (capacity factor profiles, FLH, row pitch, tilt angle, capacity density, single-axis tracking gain, bifacial gain) for fixed-tilted, single-axis tracking, East-West vertical, monofacial, and bifacial systems in 0.45°x0.45° resolution

description: Please check for the two file options (.mat and .nc)!

The filenames indicate the content:



bifacial - bifacial modules

monofacial - monofacial modules

fixed - fixed tilted setup

single - single-axis tracking (north-south axis) setup

verticalEW - east-west vertical setup (50% east, 50% west)

rowMap - 0.45°x0.45° gridded data for optimised row pitch

tiltMap - 0.45°x0.45° gridded data for optimised tilt angle

FLHmap - 0.45°x0.45° gridded data for optimised yield expressed in full load hours

singleGain - 0.45°x0.45° gridded data for relative yield gain using single-axis tracking instead of fixed tilted

bifacialGain - 0.45°x0.45° gridded data for relative yield gain using bifacial modules instead of monofacial modules

CPFprofiles - 0.45°x0.45° gridded capacity factor profiles in hourly resolution (8760 hours)


Please cite the following article when using the data:



Keiner D., Walter L., Bogdanov D., Peters I.M., Breyer C. Assessing the impact of bifacial solar photovoltaics on future power systems based on capacity-density-optimised power plant yield modelling. Solar Energy 295, 113543, 2025. https://doi.org/10.1016/j.solener.2025.113543
DOI: 10.60656/376c9b25ae9a46cc
title: Custom collection of radar data from Hyytiälä between 28 and 29 Jul 2023
DOI: 10.15468/dl.x6b7zz
title: Occurrence Download

description: A dataset containing 1055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erythrina variegata L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1055 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017739-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60656/2164b37d8d724327
title: Custom collection of disdrometer, radar, and weather station data from Hyytiälä between 28 and 29 Jul 2023
DOI: 10.15468/dl.dpfjye
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Barbados",
 "TaxonKey is one of (Cetacea, Elasmobranchii, Polychaeta, Cnidaria, Mollusca, Echinodermata, Porifera, Malacostraca)",
 "Year 2017-2021"
 ]
}

 The dataset includes 191 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017741-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqf4f9
title: Occurrence Download

description: A dataset containing 1567 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Acrodactyla Haliday, 1839, Piogaster Perkins, 1958, Flacopimpla Gauld, 1991, Iania pictifrons (Thomson, 1877), Oxyrrhexis Förster, 1869, Polysphincta Gravenhorst, 1829, Reclinervellus He & Ye, 1998, Schizopyga Gravenhorst, 1829, Sinarachna Townes, 1960, Zatypota Förster, 1869)",
 "Year 2000-2025"
 ]
}

 The dataset includes 1567 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017742-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60656/e529d706a1084c59
title: Custom collection of disdrometer, radar, and weather station data from Hyytiälä on 26 May 2022
DOI: 10.25318/3710028301-eng
title: Characteristics and median employment income of longitudinal cohorts of postsecondary graduates two and five years after graduation, by educational qualification and field of study (STEM and BHASE groupings)

description: Characteristics and median employment income of postsecondary graduates at two and five years after graduation, by educational qualification (Classification of programs and credentials - professional degree variant) and field of study (Classification of Instructional Programs (CIP) Canada 2021 - STEM (science, technology, engineering and mathematics) and BHASE (business, humanities, health, arts, social science and education) groupings).
DOI: 10.15468/dl.fz9p62
title: Occurrence Download

description: A dataset containing 85403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Myanmar",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 85403 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017735-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1129481
title: Digital Archive from an Archaeological Excavation at Land at Newfound Farm, Cringleford, Norfolk, October 2018-February 2019

description: This collection comprises images, site records, a report, spreadsheets, a database, and CAD data from an archaeological excavation on land at Newfound Farm, Cringleford, Norfolk. This work was undertaken by Oxford Archaeology East between October 2018 and February 2019. Although no in-situ remains of pottery kilns were revealed by the excavation, a significant assemblage of pottery manufacturing waste, including wasters, saggars, and other kiln furniture (nearly 200kg in total), was recovered. When considered alongside the evidence from previous fieldwalking and geophysical surveys, the site was clearly part of a much larger complex of kilns (and presumably workshops and drying sheds), clay pits, and quarries known as Potters Close that stretched across many acres.
DOI: 10.5281/zenodo.15349269
title: Segmented Peripheral Blood Cells Using OpenCV

description: Description:

This dataset contains segmented images of white blood cells, derived from the Segmented Peripheral Blood Cell Dataset available. The original dataset comprises 17,092 images of individual normal cells, captured using the CellaVision DM96 analyzer in the Core Laboratory at the Hospital Clinic of Barcelona. These images are categorized into eight classes: neutrophils, eosinophils, basophils, lymphocytes, monocytes, immature granulocytes, erythroblasts, and platelets.

Download Dataset

In this dataset, we provide 195 images per class, each accompanied by a corresponding binary mask. These masks were created using OpenCV techniques, including GrabCut and morphological operations. This dataset is ideal for training segmentation models such as U-Net, Mask R-CNN, and other advanced image segmentation techniques.

Applications



Training Segmentation Models: This dataset is ideal for training models focused on segmenting white blood cells, such as U-Net and Mask R-CNN.

Educational Purposes: A valuable resource for learning and practicing advanced image segmentation techniques.

Benchmarking: Use this dataset to compare the performance of different segmentation algorithms and models.


Methodology

The segmentation masks were created using the GrabCut technique, followed by morphological operations for refinement. This method ensures precise and high-quality segmentation, making the dataset suitable for a wide range of image segmentation tasks.

This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.15349270
title: Segmented Peripheral Blood Cells Using OpenCV

description: Description:

This dataset contains segmented images of white blood cells, derived from the Segmented Peripheral Blood Cell Dataset available. The original dataset comprises 17,092 images of individual normal cells, captured using the CellaVision DM96 analyzer in the Core Laboratory at the Hospital Clinic of Barcelona. These images are categorized into eight classes: neutrophils, eosinophils, basophils, lymphocytes, monocytes, immature granulocytes, erythroblasts, and platelets.

Download Dataset

In this dataset, we provide 195 images per class, each accompanied by a corresponding binary mask. These masks were created using OpenCV techniques, including GrabCut and morphological operations. This dataset is ideal for training segmentation models such as U-Net, Mask R-CNN, and other advanced image segmentation techniques.

Applications



Training Segmentation Models: This dataset is ideal for training models focused on segmenting white blood cells, such as U-Net and Mask R-CNN.

Educational Purposes: A valuable resource for learning and practicing advanced image segmentation techniques.

Benchmarking: Use this dataset to compare the performance of different segmentation algorithms and models.


Methodology

The segmentation masks were created using the GrabCut technique, followed by morphological operations for refinement. This method ensures precise and high-quality segmentation, making the dataset suitable for a wide range of image segmentation tasks.

This dataset is sourced from Kaggle.
DOI: 10.5281/zenodo.15349277
title: Aluksne_collected data
DOI: 10.5281/zenodo.15349278
title: Aluksne_collected data
DOI: 10.15468/dl.22xbwx
title: Occurrence Download

description: A dataset listing the 251 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((29.47294 -28.70526,29.76352 -28.70526,29.76352 -28.51272,29.47294 -28.51272,29.47294 -28.70526))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 251 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017737-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3710028301-fra
title: Caractéristiques et revenu d'emploi médian des cohortes longitudinales de diplômés postsecondaires deux et cinq ans après l'obtention du titre scolaire, selon le titre scolaire et le domaine d'études (Regroupements STIM et SACHES)

description: Caractéristiques et revenu d'emploi médian des diplômés postsecondaires deux et cinq ans après l'obtention du titre scolaire, selon le titre scolaire (Classification des programmes et des sanctions d'études - variante grade professionnel) et le domaine d'études (Classification des programmes d'enseignement (CPE) Canada 2021 - Regroupements STIM (science, technologie, ingénierie et mathématiques) et SACHES (santé, arts, commerce, science humaines, éducation et sciences sociales)).
DOI: 10.5281/zenodo.15324587
title: Resource and emission savings from material efficiency strategies for passenger vehicles in China's provinces

description: To quantify the resource and emission savings potential of material efficiency (ME) strategies for the passenger vehicle sector in China's provinces, we updated the RECC v2.5 dataset with China-specific data. The RECC database includes 122 parameters across multiple levels: function (passenger-kilometers), product stock operation (vehicle-kilometers), product stocks (passenger vehicles), materials (e.g., automotive steel), energy (e.g., electricity), as well as process and direct GHG emissions. These parameters combine province-specific and generic values, enabling comprehensive and accurate modeling of ME strategies and their associated benefits across Chinese provinces. For details about the RECC model, see DOI https://doi.org/10.6094/UNIFR/242061, and the RECC model landing page: https://www.industrialecology.uni-freiburg.de/odym-recc

The following data are included in this dataset:



The entire model input database

The master classification file RECC_Classifications_Master_V2.0.xlsx

The model config file RECC_Config.xlsx

The list of scenario configurations RECC_ModelConfig_List.xlsx

The result compilation and exporting configuration file RECCv2.5_EXPORT_Combine_Select.xlsx

The main result summary file


The model itself is available as Python code from https://github.com/IndEcol/RECC-ODYM
DOI: 10.5281/zenodo.15324588
title: Resource and emission savings from material efficiency strategies for passenger vehicles in China's provinces

description: To quantify the resource and emission savings potential of material efficiency (ME) strategies for the passenger vehicle sector in China's provinces, we updated the RECC v2.5 dataset with China-specific data. The RECC database includes 122 parameters across multiple levels: function (passenger-kilometers), product stock operation (vehicle-kilometers), product stocks (passenger vehicles), materials (e.g., automotive steel), energy (e.g., electricity), as well as process and direct GHG emissions. These parameters combine province-specific and generic values, enabling comprehensive and accurate modeling of ME strategies and their associated benefits across Chinese provinces. For details about the RECC model, see DOI https://doi.org/10.6094/UNIFR/242061, and the RECC model landing page: https://www.industrialecology.uni-freiburg.de/odym-recc

The following data are included in this dataset:



The entire model input database

The master classification file RECC_Classifications_Master_V2.0.xlsx

The model config file RECC_Config.xlsx

The list of scenario configurations RECC_ModelConfig_List.xlsx

The result compilation and exporting configuration file RECCv2.5_EXPORT_Combine_Select.xlsx

The main result summary file


The model itself is available as Python code from https://github.com/IndEcol/RECC-ODYM
DOI: 10.34740/kaggle/dsv/11699169
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.15468/dl.27bhr5
title: Occurrence Download

description: A dataset containing 5392 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Erebia cassioides Reiner & Hochenwarth, 1792"
 ]
}

 The dataset includes 5392 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017748-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15349246
title: RxTrends 2.0: An R-based Shiny Application for Visualising Open Data on Prescribed Medications in Ireland
DOI: 10.5281/zenodo.15349247
title: RxTrends 2.0: An R-based Shiny Application for Visualising Open Data on Prescribed Medications in Ireland
DOI: 10.15468/dl.n7hnkf
title: Occurrence Download

description: A dataset containing 11671 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Littorina saxatilis (Olivi, 1792)"
 ]
}

 The dataset includes 11671 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017749-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15341218
title: Democratic Health Questionnaire (DHQ) Dataset: School Version

description: The dataset presents the results of the Democratic Health Questionnaire (DHQ) - School version. Responses were collected in 2023/2024 from school principals in nine EU countries participating in the Horizon Europe project Critical ChangeLab.
DOI: 10.15468/dl.w55ery
title: Occurrence Download

description: A dataset containing 200427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France)",
 "TaxonKey is Alnus glutinosa (L.) Gaertn."
 ]
}

 The dataset includes 200427 records from 1614 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017738-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vk29he
title: Occurrence Download

description: A dataset containing 34258 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Animal Sound Archive"
 ]
}

 The dataset includes 34258 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010737-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7eghvx
title: Occurrence Download

description: A dataset containing 544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fitzroya cupressoides (Molina) I.M.Johnst."
 ]
}

 The dataset includes 544 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010739-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wssha4
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clarias gariepinus (Burchell, 1822)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((44.9096 1.1987,44.9648 1.2321,44.9648 1.8496,35.9648 1.8496,35.9648 -7.1504,40.3029 -7.1504,40.4263 -6.8134,40.0733 -6.4249,39.9535 -5.9102,40.3587 -5.2718,40.3515 -4.7573,40.0702 -4.4392,40.3811 -3.7186,40.7402 -3.0348,41.8195 -2.1723,43.8399 0.2902,44.9096 1.1987))"
 ]
}

 The dataset includes 97 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005103-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15535522
title: Publicly available effect data for imidacloprid and deltamethrin used for regulatory purposes

description: We compiled all publicly accessible effect data considered under the regulations (EC) No 1107/2009 for the authorization of plant protection products (PPP), (EU) No 528/2012 for biocides (BPR), (EU) 2019/6 for veterinary medicines (VMPR), and (EC) No 1907/2006 for industrial chemicals (REACH), and under directive 2000/60/EC (Water framework directive, WFD) for deltamethrin and imidacloprid (last updated in December 2024).
DOI: 10.5281/zenodo.15535523
title: Publicly available effect data for imidacloprid and deltamethrin used for regulatory purposes

description: We compiled all publicly accessible effect data considered under the regulations (EC) No 1107/2009 for the authorization of plant protection products (PPP), (EU) No 528/2012 for biocides (BPR), (EU) 2019/6 for veterinary medicines (VMPR), and (EC) No 1907/2006 for industrial chemicals (REACH), and under directive 2000/60/EC (Water framework directive, WFD) for deltamethrin and imidacloprid (last updated in December 2024).
DOI: 10.15468/dl.4wduen
title: Occurrence Download

description: A dataset containing 1756 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fraxinus chinensis Roxb."
 ]
}

 The dataset includes 1756 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005104-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrjk9n
title: Occurrence Download

description: A dataset containing 858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Anomospermum Miers"
 ]
}

 The dataset includes 858 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011682-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evjfpt
title: Occurrence Download

description: A dataset containing 84862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amazona ochrocephala (Gmelin, 1788)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 84862 records from 279 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011657-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kv8aqc
title: Occurrence Download

description: A dataset containing 2290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acmadenia Bartl. & H.L.Wendl."
 ]
}

 The dataset includes 2290 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011873-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mva-xh2-mc3
title: †Onychocella cyclostoma (Goldfuss, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0zh-649-w7y
title: Discoporella umbellata (Defrance, 1823)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vdr-6k4-v5h
title: Vincularia Defrance, 1829

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cb7-hfy-1yq
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3b8-5zw-phs
title: Celleporina Gray, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/grj-sz5-tc9
title: Cupuladria Canu & Bassler, 1919

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lwk-s4e-cz9
title: Sorex (Sorex) minutus Linnaeus, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t97-x7p-e8c
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4a3-qm8-90j
title: Crisia elongata Milne Edwards, 1838

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jh0-wvc-152
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lc8-wc1-j5e
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3cm-vje-3bp
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nx0-rhn-gk9
title: Canda Lamouroux, 1816

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2sd-xfp-5ja
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/axc-s4s-2q0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3e3-mev-ybd
title: Thalamoporella Hincks, 1887

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3h0-7xm-6dg
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j49-01r-wkv
title: Mammalia Linnaeus, 1758

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