cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18130251
title: Data of "Ventilation and low pollution enhancing new particle formation in Milan, Italy"

description: The files include the particle number size distribution data presented in the article "Ventilation and low pollution enhancing new particle formation in Milan, Italy". Specifically, the datasets refer to:



particle number size distributions measured with the nCNC

particle number size distributions measured with the SMPS

particle number size distributions measured with the NAIS


All files are in UTC+1. All data have been preprocessed as described in the article, except for the application of the NAIS scaling factor.
DOI: 10.5281/zenodo.18270334
title: FRIAS: Global Dataset of Freshwater Introduced Alien Species

description: The FRIAS (FReshwater Invasive and Alien Species) dataset is a global standardized compiled database of freshwater alien and invasive species worldwide. It integrates key data such as taxonomy, native and recipient ranges, introduction pathways, ecological impacts, and dates of first records. It provides a comprehensive resource to support monitoring, risk assessment, and research on biological invasions in freshwater ecosystems. This dataset is generated through the transparent and replicable FRIAS workflow, whose code is stored on Github (https://github.com/AlbaSevilla/FRIAS)
DOI: 10.5281/zenodo.18270333
title: FRIAS: Global Dataset of Freshwater Introduced Alien Species

description: The FRIAS (FReshwater Invasive and Alien Species) dataset is a global standardized compiled database of freshwater alien and invasive species worldwide. It integrates key data such as taxonomy, native and recipient ranges, introduction pathways, ecological impacts, and dates of first records. It provides a comprehensive resource to support monitoring, risk assessment, and research on biological invasions in freshwater ecosystems. This dataset is generated through the transparent and replicable FRIAS workflow, whose code is stored on Github (https://github.com/AlbaSevilla/FRIAS)
DOI: 10.15468/dl.tstqur
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.209 2.308179, 103.138681 2.30261, 103.070094 2.286042, 103.004931 2.258882, 102.944796 2.221799, 102.891172 2.175709, 102.845377 2.121745, 102.808541 2.061238, 102.781569 1.995678, 102.765123 1.92668, 102.759608 1.855943, 102.765158 1.785208, 102.781636 1.716218, 102.808633 1.65067, 102.845486 1.590179, 102.891286 1.536233, 102.944905 1.490159, 103.005023 1.453093, 103.070161 1.425945, 103.138716 1.409385, 103.209 1.403819, 103.279284 1.409385, 103.347839 1.425945, 103.412977 1.453093, 103.473095 1.490159, 103.526714 1.536233, 103.572514 1.590179, 103.609367 1.65067, 103.636364 1.716218, 103.652842 1.785208, 103.658392 1.855943, 103.652877 1.92668, 103.636431 1.995678, 103.609459 2.061238, 103.572623 2.121745, 103.526828 2.175709, 103.473204 2.221799, 103.413069 2.258882, 103.347906 2.286042, 103.279319 2.30261, 103.209 2.308179))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002813-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2u2rc4
title: Occurrence Download

description: A dataset containing 889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viola tricolor)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 889 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002811-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7dat5
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens glandulifera",
 "GadmGid is IND"
 ]
}

 The dataset includes 42 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002812-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwkf6k
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tabanus murdochi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002814-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18313025
title: Sisyrinchium alatum Hook. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18313026
title: Sisyrinchium alatum Hook. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.mnxszw
title: Occurrence Download

description: A dataset containing 2932 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepus saxatilis"
 ]
}

 The dataset includes 2932 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002816-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4dm67
title: Occurrence Download

description: A dataset containing 456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Azorella monantha"
 ]
}

 The dataset includes 456 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002815-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18313030
title: Sisyrinchium claritae Herter. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18313031
title: Sisyrinchium claritae Herter. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18313054
title: Sisyrinchium fasciculatum Klatt. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18313055
title: Sisyrinchium fasciculatum Klatt. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.gzsptu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.61 -1.119818, 102.539724 -1.125384, 102.471177 -1.141945, 102.406046 -1.169094, 102.345935 -1.206162, 102.292324 -1.252236, 102.246531 -1.306184, 102.209685 -1.366677, 102.182694 -1.432226, 102.166221 -1.501216, 102.160674 -1.571951, 102.166191 -1.642689, 102.182637 -1.711686, 102.209607 -1.777246, 102.246439 -1.837752, 102.292227 -1.891714, 102.345843 -1.937804, 102.405968 -1.974885, 102.47112 -2.002044, 102.539694 -2.018612, 102.61 -2.02418, 102.680306 -2.018612, 102.74888 -2.002044, 102.814032 -1.974885, 102.874157 -1.937804, 102.927773 -1.891714, 102.973561 -1.837752, 103.010393 -1.777246, 103.037363 -1.711686, 103.053809 -1.642689, 103.059326 -1.571951, 103.053779 -1.501216, 103.037306 -1.432226, 103.010315 -1.366677, 102.973469 -1.306184, 102.927676 -1.252236, 102.874065 -1.206162, 102.813954 -1.169094, 102.748823 -1.141945, 102.680276 -1.125384, 102.61 -1.119818))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002817-260119153935675/datasets/export for details.
DOI: 10.15468/dl.5k3v9j
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vulpia myuros, Vulpia myuros, Festuca pseudomyuros, Festuca pseudomyuros)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 166 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002820-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhupmy
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.611 2.341179, 103.540679 2.33561, 103.472091 2.319041, 103.406926 2.291881, 103.34679 2.254799, 103.293165 2.208708, 103.24737 2.154744, 103.210533 2.094237, 103.18356 2.028677, 103.167114 1.959679, 103.1616 1.888942, 103.16715 1.818207, 103.183628 1.749217, 103.210627 1.68367, 103.24748 1.623179, 103.293281 1.569232, 103.346901 1.523159, 103.40702 1.486093, 103.472159 1.458945, 103.540715 1.442385, 103.611 1.436819, 103.681285 1.442385, 103.749841 1.458945, 103.81498 1.486093, 103.875099 1.523159, 103.928719 1.569232, 103.97452 1.623179, 104.011373 1.68367, 104.038372 1.749217, 104.05485 1.818207, 104.0604 1.888942, 104.054886 1.959679, 104.03844 2.028677, 104.011467 2.094237, 103.97463 2.154744, 103.928835 2.208708, 103.87521 2.254799, 103.815074 2.291881, 103.749909 2.319041, 103.681321 2.33561, 103.611 2.341179))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 65 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002818-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6092/unibo/amsacta/8725
title: Timelapse microscopy dataset - The Mannose Receptor on Sinusoidal Lining Cells Mediates Two-Step Bacterial Clearance in the Human Spleen

description: In the red pulp of the human spleen, differently to equivalent anatomical sites in other animals, capsulated bac-teria are captured by the CD206 mannose receptor on sinusoidal lining cells and only in a second moment deliv-ered to CD163+ red pulp macrophages. The data deposited represent four 20 min time lapse microscopy videos of primary human spleen cell cultures containing CD163+ macrophages and CD206+ sinusoidal lining cells. The four videos show the two types of human primary cells: 1) without any addition (uninfected and uninhibited control); 2) with Streptococcus pneumoniae (in green) (infected); 3) with S. pneumoniae and mannose (infected and CD206 inhibition); 4) with mannose only (not infected, but CD206 inhibition). Data are supplementary to a submitted manuscript.
DOI: 10.15468/dl.ak7wat
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tabanus rufidens",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 37 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002821-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.20283339
title: Data from: Applying Fault Tree Analysis to biological invasions identifies optimal targets for effective biosecurity

description: Originala data used in "Applying Fault Tree Analysis to biological invasions identifies optimal targets for effective biosecurity" by Drs. Belinda Gallardo et al. Published in the Journal of Applied Ecology (2022)
DOI: 10.6084/m9.figshare.20283339.v1
title: Data from: Applying Fault Tree Analysis to biological invasions identifies optimal targets for effective biosecurity

description: Originala data used in "Applying Fault Tree Analysis to biological invasions identifies optimal targets for effective biosecurity" by Drs. Belinda Gallardo et al. Published in the Journal of Applied Ecology (2022)
DOI: 10.6084/m9.figshare.20283339.v2
title: Data from: Applying Fault Tree Analysis to biological invasions identifies optimal targets for effective biosecurity

description: Originala data used in "Applying Fault Tree Analysis to biological invasions identifies optimal targets for effective biosecurity" by Drs. Belinda Gallardo et al. Published in the Journal of Applied Ecology (2022)
DOI: 10.15468/dl.7h8429
title: Occurrence Download

description: A dataset containing 380 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Records of vascular plants from the surroundings of the village of Stavyshche (Zhytomyr District, Zhytomyr Region, Ukraine)"
 ]
}

 The dataset includes 380 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002822-260119153935675/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.cc2mncth
title: CCDC 2432657: Experimental Crystal Structure Determination

description: Related Article: Haoliang Shi, Yifei Zhu, Yongqiang Zhang|2025|Org.Biomol.Chem.|23|8176|doi:10.1039/d5ob01135c
description: Related Article: Haoliang Shi, Yifei Zhu, Yongqiang Zhang|2025|CSD Communication|||
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: 10.5281/zenodo.18313068
title: Sisyrinchium johnstonii Standl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18313069
title: Sisyrinchium johnstonii Standl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.9vcu2h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((112.72 -1.115818, 112.649724 -1.121384, 112.581177 -1.137945, 112.516046 -1.165094, 112.455936 -1.202162, 112.402324 -1.248236, 112.356532 -1.302184, 112.319686 -1.362677, 112.292694 -1.428226, 112.276222 -1.497217, 112.270675 -1.567951, 112.276192 -1.638689, 112.292638 -1.707686, 112.319608 -1.773246, 112.35644 -1.833752, 112.402228 -1.887714, 112.455844 -1.933804, 112.515968 -1.970885, 112.58112 -1.998044, 112.649694 -2.014612, 112.72 -2.02018, 112.790306 -2.014612, 112.85888 -1.998044, 112.924032 -1.970885, 112.984156 -1.933804, 113.037772 -1.887714, 113.08356 -1.833752, 113.120392 -1.773246, 113.147362 -1.707686, 113.163808 -1.638689, 113.169325 -1.567951, 113.163778 -1.497217, 113.147306 -1.428226, 113.120314 -1.362677, 113.083468 -1.302184, 113.037676 -1.248236, 112.984064 -1.202162, 112.923954 -1.165094, 112.858823 -1.137945, 112.790276 -1.121384, 112.72 -1.115818))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002823-260119153935675/datasets/export for details.
DOI: 10.5281/zenodo.18312812
title: Dataset for 'Comparative analysis of primate hindlimb muscle moment arms using subject-specific 3D musculoskeletal models' By Wiseman et al.

description: For review purposes only. 

 

Data will be made open access upon successful publication.
DOI: 10.5281/zenodo.18312813
title: Dataset for 'Comparative analysis of primate hindlimb muscle moment arms using subject-specific 3D musculoskeletal models' By Wiseman et al.

description: For review purposes only. 

 

Data will be made open access upon successful publication.
DOI: 10.15468/dl.psvkwz
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.621 2.341179, 103.550679 2.33561, 103.482091 2.319041, 103.416926 2.291881, 103.35679 2.254799, 103.303165 2.208708, 103.25737 2.154744, 103.220533 2.094237, 103.19356 2.028677, 103.177114 1.959679, 103.1716 1.888942, 103.17715 1.818207, 103.193628 1.749217, 103.220627 1.68367, 103.25748 1.623179, 103.303281 1.569232, 103.356901 1.523159, 103.41702 1.486093, 103.482159 1.458945, 103.550715 1.442385, 103.621 1.436819, 103.691285 1.442385, 103.759841 1.458945, 103.82498 1.486093, 103.885099 1.523159, 103.938719 1.569232, 103.98452 1.623179, 104.021373 1.68367, 104.048372 1.749217, 104.06485 1.818207, 104.0704 1.888942, 104.064886 1.959679, 104.04844 2.028677, 104.021467 2.094237, 103.98463 2.154744, 103.938835 2.208708, 103.88521 2.254799, 103.825074 2.291881, 103.759909 2.319041, 103.691321 2.33561, 103.621 2.341179))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 74 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002825-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gwa4a
title: Occurrence Download

description: A dataset containing 321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Willemetia stipitata, Willemetia stipitata, Willemetia stipitata, Calycocorsus stipitatus)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 321 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002824-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17949522
title: Ontology and Knowledge Graph (TTL) regarding "Smart, Data-driven Decision Support for Neighborhood-Scale Energy Retrofit Planning"

description: This dataset accompanies the manuscript “Smart, Data-driven Decision Support for Neighborhood-Scale Energy Retrofit Planning”

It contains the modular ontology, the instantiated Knowledge Graph (KG), example SPARQL queries, and the System Advisor Model (SAM) file used in the Technical University of Crete (TUC) campus case study.

The KG underpins a neighborhood-scale KG–DT decision-support workflow that integrates Life Cycle Assessment (LCA) and Life Cycle Costing (LCC) indicators with renovation scenarios and real sensor/simulation data. It enables SPARQL queries across 16 intervention scenarios (PV and PV+Battery), retrieving environmental and economic KPIs in a reproducible and extensible way.

The ontology reuses elements from Brick, SAREF (Core, 4City, 4Energy), and a BIMERR ontologies, providing an interoperable schema for representing:





Neighborhoods, buildings, and infrastructure




Energy assets (PV, batteries, inverters)




Sensors and time-series data (linked via UUIDs in a live database)




LCA/LCC scenario results and KPIs


Stakeholders and Scoring


The dataset is intended to support transparent, reproducible, and scalable analyses at neighborhood level, and can be readily extended to other building clusters, datasets, or intervention types.