cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.y699uj
title: Occurrence Download

description: A dataset containing 20702 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((61.22081 55.03406, 61.59538 55.03406, 61.59538 55.22347, 61.22081 55.22347, 61.22081 55.03406))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 20702 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013687-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12605332
title: SD4EO - Physically Based Rendering images of human settlements (Sentinel-2 B2B3B4B8)

description: This dataset contains part of the results of the SD4EO project, including images corresponding to the use case of human settlement monitoring. The dataset contains images that have been simulated corresponding to different sensors of the Sentinel 2 satellites. Each image in the dataset includes pixel-level labels for each element present in the image, ensuring perfect accuracy due to the synthetic nature of the images. This eliminates common errors in manual or semi-automatic labeling processes.

Multispectral images includedSentinel 2: Images from bands 2, 3, 4 and 8.

Image labeling

(Open Street Map color code)








Element



R



G



B





Road



255



255



255





Building



196



182



171





Highway



232



146



162





Industrial zone



234



203



228





Parking



238



238



238





Railway



112



112



112





Residential zone



224



223



223





Vegetation



174



223



163





Water



170



211



223






Image name convention

The name convention follows the next schema of fields, separated by the character “_”

-          ID number

-          Meters per pixel resolution

-          Type of image (Sentinel 2 bands, labels or geojson): B2B3B4, B8, labels, geojson

Image formats

PNG format is used to display each band in normalized values [0..1].

TIFF format is used to save each band with floating point precision in the original range of the satellite images.






Type of data



PNG range



TIFF range





B2



0 - 255



0 - 2000





B3



0 - 255



0 - 2500





B4



0 - 255



0 - 3000





B8



0 - 255



1180 - 5736





Creation and funding

All the images have been generated using a tool developed in Unity. This tool will be soon available to enable the generation of new datasets.

This research work has been funded by the European Space Agency (ESA) under the FutureEO program and the SD4EO project (Contract No.: 4000142334/23/I-DT), supervised by the ESA Φ-lab.

License and attribution

This dataset is licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0).

When using the images from this dataset, please attribute them as follows: "Synthetic images created by the research group ARTEC - IRTIC - University of Valencia".
DOI: 10.5281/zenodo.12605331
title: SD4EO - Physically Based Rendering images of human settlements (Sentinel-2 B2B3B4B8)

description: This dataset contains part of the results of the SD4EO project, including images corresponding to the use case of human settlement monitoring. The dataset contains images that have been simulated corresponding to different sensors of the Sentinel 2 satellites. Each image in the dataset includes pixel-level labels for each element present in the image, ensuring perfect accuracy due to the synthetic nature of the images. This eliminates common errors in manual or semi-automatic labeling processes.

Multispectral images includedSentinel 2: Images from bands 2, 3, 4 and 8.

Image labeling

(Open Street Map color code)








Element



R



G



B





Road



255



255



255





Building



196



182



171





Highway



232



146



162





Industrial zone



234



203



228





Parking



238



238



238





Railway



112



112



112





Residential zone



224



223



223





Vegetation



174



223



163





Water



170



211



223





(Building Masks)

Green - Non residential

Red - Residential


Image name convention

The name convention follows the next schema of fields, separated by the character “_”

-          ID number

-          Meters per pixel resolution

-          Type of image (Sentinel 2 bands, labels or buildings masks): B2B3B4, B8, labels, buildings

Image formats

PNG format is used to display each band in normalized values [0..1].

TIFF format is used to save each band with floating point precision in the original range of the satellite images.






Type of data



PNG range



TIFF range





B2



0 - 255



0 - 2000





B3



0 - 255



0 - 2500





B4



0 - 255



0 - 3000





B8



0 - 255



1180 - 5736





Creation and funding

All the images have been generated using a tool developed in Unity. This tool will be soon available to enable the generation of new datasets.

This research work has been funded by the European Space Agency (ESA) under the FutureEO program and the SD4EO project (Contract No.: 4000142334/23/I-DT), supervised by the ESA Φ-lab.

License and attribution

This dataset is licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0).

When using the images from this dataset, please attribute them as follows: "Synthetic images created by the research group ARTEC - IRTIC - University of Valencia".
DOI: 10.5281/zenodo.14016650
title: SD4EO - Physically Based Rendering images of human settlements (Sentinel-2 B2B3B4B8)

description: This dataset contains part of the results of the SD4EO project, including images corresponding to the use case of human settlement monitoring. The dataset contains images that have been simulated corresponding to different sensors of the Sentinel 2 satellites. Each image in the dataset includes pixel-level labels for each element present in the image, ensuring perfect accuracy due to the synthetic nature of the images. This eliminates common errors in manual or semi-automatic labeling processes.

Multispectral images includedSentinel 2: Images from bands 2, 3, 4 and 8.

Image labeling

(Open Street Map color code)








Element



R



G



B





Road



255



255



255





Building



196



182



171





Highway



232



146



162





Industrial zone



234



203



228





Parking



238



238



238





Railway



112



112



112





Residential zone



224



223



223





Vegetation



174



223



163





Water



170



211



223





(Building Masks)

Green - Non residential

Red - Residential


Image name convention

The name convention follows the next schema of fields, separated by the character “_”

-          ID number

-          Meters per pixel resolution

-          Type of image (Sentinel 2 bands, labels or buildings masks): B2B3B4, B8, labels, buildings

Image formats

PNG format is used to display each band in normalized values [0..1].

TIFF format is used to save each band with floating point precision in the original range of the satellite images.






Type of data



PNG range



TIFF range





B2



0 - 255



0 - 2000





B3



0 - 255



0 - 2500





B4



0 - 255



0 - 3000





B8



0 - 255



1180 - 5736





Creation and funding

All the images have been generated using a tool developed in Unity. This tool will be soon available to enable the generation of new datasets.

This research work has been funded by the European Space Agency (ESA) under the FutureEO program and the SD4EO project (Contract No.: 4000142334/23/I-DT), supervised by the ESA Φ-lab.

License and attribution

This dataset is licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0).

When using the images from this dataset, please attribute them as follows: "Synthetic images created by the research group ARTEC - IRTIC - University of Valencia".
DOI: 10.15468/dl.pftq9f
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((57.09441 50.244, 57.32611 50.244, 57.32611 50.36843, 57.09441 50.36843, 57.09441 50.244))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 172 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013689-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejj2fa
title: Occurrence Download

description: A dataset containing 107563 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex chordorrhiza L.f."
 ]
}

 The dataset includes 107563 records from 330 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013678-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14016561
title: Data Repository - From net-zero to zero-fossil in transforming the EU energy system

description: This is the data repository to reproduce the analysis of the manuscript "From net-zero to zero-fossil in transforming the EU energy system", which is currently under review for publication in a scientific journal. 

The source code for the REMIND version used in this study is available at https://github.com/fschreyer/remind/tree/FossilFree_master. The scenario config file that was used to start the specific model runs of the analysis including all scenario-specific model settings can be found in the repository under ./config/scenario_config_fossilfree.csv. The repository is a fork with slight changes relative to the main release version available at https://github.com/remindmodel/remind/tree/v3.3.1 and https://zenodo.org/records/12104410. A general model documentation can be found at https://rse.pik-potsdam.de/doc/remind/3.2.0. 

The data repository contains the following files:



FossilFree_Plot.Rmd - R markdown file used for the analysis.

AllScenarioData.mif - Data file containing REMIND scenario output data used for the analysis.

MainFigures.xlsx - Data file containing all data plotted in main figures of the text.

SIFigures.xlsx - Data file containing all data plotted in supplementary figures of the text.

ecemf_snapshot_1727420973.csv - Data file containing ECEMF scenario data.

sankeyColors_FosREBio.csv and sankeyFlows_FosREBio.csv - mapping files needed in analysis script


Note that we cannot provide the AR6 scenario data here. Please refer to https://zenodo.org/records/7197970. 

Disclaimer: We here publish a comprehensive dataset of our model output which includes more data than what is needed to reproduce the figures of the paper. Those data can be helpful to compare and contextualize our scenarios or use them for further analyses. However, due to the scope and complexity of our modeling framework, these data need to be used with care. The data used for the analysis of this study have been thoroughly validated. However, we cannot always perform such validation for the whole dataset and data need to treated with caution in particular at high regional or sectoral resolution and with respect to aspects that were not in the focus of the study as there maybe artefacts or limitations of our modeling approach. Please contact us in case you would like to use our scenarios for further analyses. We welcome open and constructive exchange on our data. 

Contact:Felix SchreyerPotsdam Institute for Climate Impact Researchfelix.schreyer@pik-potsdam.de
DOI: 10.15468/dl.vvrw29
title: Occurrence Download

description: A dataset containing 2494364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.91112 43.72313,-8.31395 43.51251,-8.17968 43.31743,-8.88464 43.31743,-9.23152 43.12989,-9.29866 42.909,-9.01891 42.53908,-8.90702 41.84268,-8.22443 42.0175,-8.1573 41.7843,-7.31806 41.86768,-6.75856 41.9676,-6.5012 41.91766,-6.69142 42.62971,-7.00474 43.36626,-7.32925 43.6584,-7.69851 43.77163,-7.91112 43.72313))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2494364 records from 504 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013680-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10608228
title: e-IPO Indonesia Data - Investment
DOI: 10.15468/dl.5pmz6r
title: Occurrence Download

description: A dataset containing 710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis aureus Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 710 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003584-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adxct6
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rupicapra rupicapra balcanica Bolkay, 1925",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 35 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003585-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2hzlx0
title: CCDC 2323323: Experimental Crystal Structure Determination

description: Related Article: Joseph P. Karnes, Natalie M. Lind, Allen G. Oliver, Cynthia S. Day, Victor W. Day, James D. Blakemore|2024|Inorg.Chem.|64|571|doi:10.1021/acs.inorgchem.4c03352
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: 10.5517/ccdc.csd.cc2hzly1
title: CCDC 2323324: Experimental Crystal Structure Determination

description: Related Article: Joseph P. Karnes, Natalie M. Lind, Allen G. Oliver, Cynthia S. Day, Victor W. Day, James D. Blakemore|2024|Inorg.Chem.|64|571|doi:10.1021/acs.inorgchem.4c03352
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: 10.5517/ccdc.csd.cc2hzm04
title: CCDC 2323326: Experimental Crystal Structure Determination

description: Related Article: Joseph P. Karnes, Natalie M. Lind, Allen G. Oliver, Cynthia S. Day, Victor W. Day, James D. Blakemore|2024|Inorg.Chem.|64|571|doi:10.1021/acs.inorgchem.4c03352
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: 10.5517/ccdc.csd.cc2j5kbm
title: CCDC 2329040: Experimental Crystal Structure Determination

description: Related Article: Jia-Min Lu, Yihui Mao, Qihang Guo, Chengcheng Zhong, Xian-Ge Gao, Qun Fang, Zhan Lu|2025|Green Chemistry|27|560|doi:10.1039/D4GC05100A
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: 10.5517/ccdc.csd.cc2jy6mb
title: CCDC 2351772: Experimental Crystal Structure Determination

description: Related Article: Yanbo Shi, Chennan Zhang, Mingyue Shi, Yang Zhou, Hong Li, Rui Liu, Shaojun Zheng, Aihua Yuan, Lei Chen, Shu-Yang Chen, Bing Yin, Zhao-Bo Hu|2025|Inorg.Chem.Front.|12|1090|doi:10.1039/D4QI02851A
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: 10.5517/ccdc.csd.cc2jykln
title: CCDC 2352112: Experimental Crystal Structure Determination

description: Related Article: Xiao-Hong Ma, Jian-Hua Qin, Fei-Fan Wang, Peng Luo, Xi-Yan Dong|2025|Inorg.Chem.Front.|12|995|doi:10.1039/D4QI02655A
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: 10.5517/ccdc.csd.cc2k89tz
title: CCDC 2361481: Experimental Crystal Structure Determination

description: Related Article: Qiong Wu, Ying-Ao Wang, Xun Wang, Qiao-Qiao Jiang, Ya-Jie Li, Ru-Ping Liang, Jian-Ding Qiu|2025|Chem.Commun.|61|1649|doi:10.1039/D4CC05924G
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: 10.5517/ccdc.csd.cc2k89w1
title: CCDC 2361483: Experimental Crystal Structure Determination

description: Related Article: Qiong Wu, Ying-Ao Wang, Xun Wang, Qiao-Qiao Jiang, Ya-Jie Li, Ru-Ping Liang, Jian-Ding Qiu|2025|Chem.Commun.|61|1649|doi:10.1039/D4CC05924G
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.nte9yf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pipistrellus hanaki Hulva & Benda, 2004",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003586-250127130748423/datasets/export for details.
DOI: 10.17632/rb9grhjsr8.1
title: Repeated Restoration Effects of Viewing a WELL-certified Biophilic Office Environment - A pilot study using psychological, physiological, and eye-tracking indicators

description: Datasets used in the in-review journal manuscript titled “Repeated Restoration Effects of Viewing a WELL-certified Biophilic Office Environment - A pilot study using psychological, physiological, and eye-tracking indicators ”
DOI: 10.17632/nj69bbwcfw.1
title: Dataset of comparative analysis of international and national recommendations on first aid for heat-related disorders

description: This dataset contains the results of a structured comparative analysis of recommendations on first aid for heat stroke, heat exhaustion and heat cramps presented in the English-language international and national guidelines and consensus documents issued from 2015 onwards.
The search (PubMed, Google Scholar, and Google Search) and analysis were conducted in January 2025.
DOI: 10.17632/b9vn8mvhk6.1
title: Data for: Fuzzy approaches provide improved spatial detection of coastal dune EU habitats

description: Habitat mapping on coastal dunes requires objective and reliable tools, which are still lacking in Europe. Remote sensing techniques are promising, but their effectiveness for mapping coastal dune habitats from satellites remains unclear. In this study, we compare crisp and fuzzy image classification approaches using WorldView-3 imagery to map coastal dune habitats in two Natural Parks of Tuscany (Italy).

The dataset includes:
1) shapefile containing the field-sampled points with geographic coordinates (ESPG: 4326) and assigned habitat types (Annex I code, cluster, EUNIS habitat)
2) R script used to perform the image classifications (crisp Random Forests, fuzzy Random Forests, Spectral Angle Mapper, Multiple Endmember Spectral Mixture Analysis)
DOI: 10.17632/msr3c3rnt6.1
title: Functional validation raw data

description: Raw data from our inhibitor response assays, that were performed to validate our proteomics data.