cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11571010
title: Trento 1911 - Building 1226

description: Coordinates: N/A Length: 11.87 mWidth: 14.0 mHeight: 6.47 mPoints: 8 Vertices: 36 Primitives: 12 Main Files:
Filename.glb.xml.objbuilding_1226.objLinkbuilding_1226.glbLink11571010_metsmods.xmlLink11571010_edm.xmlLinkThumbnails:
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DOI: 10.5281/zenodo.11571011
title: Trento 1911 - Building 1226

description: Coordinates: N/A Length: 11.87 mWidth: 14.0 mHeight: 6.47 mPoints: 8 Vertices: 36 Primitives: 12
DOI: 10.5281/zenodo.11571685
title: Trento 1911 - Building 775

description: Coordinates: N/A Length: 6.69 mWidth: 12.77 mHeight: 9.75 mPoints: 8 Vertices: 36 Primitives: 12 Main Files:
Filename.glb.xml.objbuilding_775.objLinkbuilding_775.glbLink11571685_edm.xmlLink11571685_metsmods.xmlLinkThumbnails:
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DOI: 10.5281/zenodo.11577140
title: Trento 1936 - Building 1479

description: Coordinates: N/A Length: 16.47 mWidth: 13.49 mHeight: 17.24 mPoints: 8 Vertices: 36 Primitives: 12 Main Files:
Filename.glb.xml.objbuilding_1479.glbLinkbuilding_1479.objLink11577140_metsmods.xmlLink11577140_edm.xmlLinkThumbnails:
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DOI: 10.5281/zenodo.11577141
title: Trento 1936 - Building 1479

description: Coordinates: N/A Length: 16.47 mWidth: 13.49 mHeight: 17.24 mPoints: 8 Vertices: 36 Primitives: 12
DOI: 10.5281/zenodo.12533207
title: Trento 1851 - Building 57

description: Coordinates: N/A Length: 32.15 mWidth: 15.89 mHeight: 32.81 mPoints: 14 Vertices: 72 Primitives: 24 Main Files:
Filename.glb.objbuilding_57.objLinkbuilding_57.glbLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.
DOI: 10.5281/zenodo.12538780
title: Trento 1911 - Building 263

description: Coordinates: N/A Length: 26.8 mWidth: 8.6 mHeight: 14.93 mPoints: 8 Vertices: 36 Primitives: 12 Main Files:
Filename.glb.objbuilding_263.glbLinkbuilding_263.objLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.
DOI: 10.5281/zenodo.12539229
title: Trento 1911 - Building 1226

description: Coordinates: N/A Length: 11.87 mWidth: 14.0 mHeight: 6.47 mPoints: 8 Vertices: 36 Primitives: 12 Main Files:
Filename.glb.objbuilding_1226.objLinkbuilding_1226.glbLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.
DOI: 10.5281/zenodo.12539839
title: Trento 1911 - Building 775

description: Coordinates: N/A Length: 6.69 mWidth: 12.77 mHeight: 9.75 mPoints: 8 Vertices: 36 Primitives: 12 Main Files:
Filename.glb.objbuilding_775.objLinkbuilding_775.glbLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.
DOI: 10.5281/zenodo.12547890
title: Trento 1936 - Building 1479

description: Coordinates: N/A Length: 16.47 mWidth: 13.49 mHeight: 17.24 mPoints: 8 Vertices: 36 Primitives: 12 Main Files:
Filename.obj.glbbuilding_1479.glbLinkbuilding_1479.objLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.
DOI: 10.5281/zenodo.12694031
title: Trento 1911 - Building 263

description: Coordinates: N/A Length: 26.8 mWidth: 8.6 mHeight: 14.93 mPoints: 8 Vertices: 36 Primitives: 12 Main Files:
Filename.glb.xml.objbuilding_263.objLinkbuilding_263.glbLink11570309_metsmods.xmlLink11570309_edm.xmlLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.  - v0.0.3: Added XMLs for Europeana Data Model (EDM) and MetsMods.
DOI: 10.5281/zenodo.12694033
title: Trento 1911 - Building 1226

description: Coordinates: N/A Length: 11.87 mWidth: 14.0 mHeight: 6.47 mPoints: 8 Vertices: 36 Primitives: 12 Main Files:
Filename.glb.xml.objbuilding_1226.objLinkbuilding_1226.glbLink11571010_metsmods.xmlLink11571010_edm.xmlLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.  - v0.0.3: Added XMLs for Europeana Data Model (EDM) and MetsMods.
DOI: 10.5281/zenodo.12694035
title: Trento 1911 - Building 775

description: Coordinates: N/A Length: 6.69 mWidth: 12.77 mHeight: 9.75 mPoints: 8 Vertices: 36 Primitives: 12 Main Files:
Filename.glb.xml.objbuilding_775.objLinkbuilding_775.glbLink11571685_edm.xmlLink11571685_metsmods.xmlLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.  - v0.0.3: Added XMLs for Europeana Data Model (EDM) and MetsMods.
DOI: 10.5281/zenodo.12694036
title: Trento 1936 - Building 1479

description: Coordinates: N/A Length: 16.47 mWidth: 13.49 mHeight: 17.24 mPoints: 8 Vertices: 36 Primitives: 12 Main Files:
Filename.glb.xml.objbuilding_1479.glbLinkbuilding_1479.objLink11577140_metsmods.xmlLink11577140_edm.xmlLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.  - v0.0.3: Added XMLs for Europeana Data Model (EDM) and MetsMods.
DOI: 10.5281/zenodo.12694041
title: Trento 1851 - Building 491

description: Coordinates: N/A Length: 13.67 mWidth: 14.72 mHeight: 11.76 mPoints: 12 Vertices: 60 Primitives: 20 Main Files:
Filename.glb.xml.objbuilding_491.objLinkbuilding_491.glbLink11563520_edm.xmlLink11563520_metsmods.xmlLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.  - v0.0.3: Added XMLs for Europeana Data Model (EDM) and MetsMods.
DOI: 10.5281/zenodo.12694042
title: Trento 1851 - Building 57

description: Coordinates: N/A Length: 32.15 mWidth: 15.89 mHeight: 32.81 mPoints: 14 Vertices: 72 Primitives: 24 Main Files:
Filename.glb.xml.objbuilding_57.objLinkbuilding_57.glbLink11565533_metsmods.xmlLink11565533_edm.xmlLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.  - v0.0.3: Added XMLs for Europeana Data Model (EDM) and MetsMods.
DOI: 10.5281/zenodo.11250955
title: Sion 1760 - Building 45 (LoD-1)

description: Coordinates: N/A Length: 14.84 mWidth: 13.49 mHeight: 12.65 mVertices: 24 Primitives: 12  The Length, Width, Height, Vertices and Primitives listed above have been derived directly from the OBJ file.Main Files:
Filename.mtl.glb.xml.obj0___LoD1__id-45_002.mtlLink0___LoD1__id-45_002.objLink0___LoD1__id-45_002.glbLink11250955_metsmods.xmlLink11250955_edm.xmlLinkThumbnails:
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DOI: 10.5281/zenodo.11490783
title: Sion 1760 - Building 45 (LoD-1)

description: Coordinates: N/A Length: 14.84 mWidth: 13.49 mHeight: 12.65 mVertices: 24 Primitives: 12  The Length, Width, Height, Vertices and Primitives listed above have been derived directly from the OBJ file.Main Files:
Filename.mtl.obj.glb0___LoD1__id-45_002.mtlLink0___LoD1__id-45_002.objLink0___LoD1__id-45_002.glbLinkThumbnails:
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DOI: 10.5281/zenodo.11564851
title: Trento 1851 - Building 310

description: Coordinates: N/A Length: 30.62 mWidth: 15.46 mHeight: 16.74 mPoints: 26 Vertices: 144 Primitives: 48 Main Files:
Filename.glb.xml.objbuilding_310.objLinkbuilding_310.glbLink11564851_edm.xmlLink11564851_metsmods.xmlLinkThumbnails:
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DOI: 10.5281/zenodo.11564852
title: Trento 1851 - Building 310

description: Coordinates: N/A Length: 30.62 mWidth: 15.46 mHeight: 16.74 mPoints: 26 Vertices: 144 Primitives: 48
DOI: 10.5281/zenodo.11567074
title: Trento 1886 - Building 263

description: Coordinates: N/A Length: 19.95 mWidth: 14.58 mHeight: 20.97 mPoints: 10 Vertices: 48 Primitives: 16 Main Files:
Filename.glb.xml.objbuilding_263.glbLinkbuilding_263.objLink11567074_edm.xmlLink11567074_metsmods.xmlLinkThumbnails:
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DOI: 10.5281/zenodo.12532171
title: Trento 1851 - Building 310

description: Coordinates: N/A Length: 30.62 mWidth: 15.46 mHeight: 16.74 mPoints: 26 Vertices: 144 Primitives: 48 Main Files:
Filename.glb.objbuilding_310.glbLinkbuilding_310.objLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.
DOI: 10.5281/zenodo.12535278
title: Trento 1886 - Building 263

description: Coordinates: N/A Length: 19.95 mWidth: 14.58 mHeight: 20.97 mPoints: 10 Vertices: 48 Primitives: 16 Main Files:
Filename.glb.objbuilding_263.glbLinkbuilding_263.objLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.
DOI: 10.5281/zenodo.12694034
title: Sion 1760 - Building 45 (LoD-1)

description: Coordinates: N/A Length: 14.84 mWidth: 13.49 mHeight: 12.65 mVertices: 24 Primitives: 12  The Length, Width, Height, Vertices and Primitives listed above have been derived directly from the OBJ file.Main Files:
Filename.mtl.glb.xml.obj0___LoD1__id-45_002.mtlLink0___LoD1__id-45_002.objLink0___LoD1__id-45_002.glbLink11250955_metsmods.xmlLink11250955_edm.xmlLinkThumbnails:
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DOI: 10.5281/zenodo.12694037
title: Trento 1851 - Building 310

description: Coordinates: N/A Length: 30.62 mWidth: 15.46 mHeight: 16.74 mPoints: 26 Vertices: 144 Primitives: 48 Main Files:
Filename.glb.xml.objbuilding_310.objLinkbuilding_310.glbLink11564851_edm.xmlLink11564851_metsmods.xmlLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.  - v0.0.3: Added XMLs for Europeana Data Model (EDM) and MetsMods.
DOI: 10.5281/zenodo.12694040
title: Trento 1886 - Building 263

description: Coordinates: N/A Length: 19.95 mWidth: 14.58 mHeight: 20.97 mPoints: 10 Vertices: 48 Primitives: 16 Main Files:
Filename.glb.xml.objbuilding_263.glbLinkbuilding_263.objLink11567074_edm.xmlLink11567074_metsmods.xmlLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.  - v0.0.3: Added XMLs for Europeana Data Model (EDM) and MetsMods.
DOI: 10.5281/zenodo.11248828
title: Sion 1840 - Building 633 (LoD-1)

description: Coordinates: N/A Length: 7.84 mWidth: 5.95 mHeight: 4.66 mVertices: 24 Primitives: 12  The Length, Width, Height, Vertices and Primitives listed above have been derived directly from the OBJ file.Main Files:
Filename.mtl.glb.xml.obj0___LoD1__id-633.glbLink0___LoD1__id-633.objLink0___LoD1__id-633.mtlLink11248828_edm.xmlLink11248828_metsmods.xmlLinkThumbnails:
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DOI: 10.5281/zenodo.11248829
title: Sion 1840 - Building 633 (LoD-1)

description: Coordinates: N/A Length: 7.84 mWidth: 5.95 mHeight: 4.66 mVertices: 24 Primitives: 12  The Length, Width, Height, Vertices and Primitives listed above have been derived directly from the OBJ file.
DOI: 10.5281/zenodo.11485221
title: Sion 1840 - Building 633 (LoD-1)

description: Coordinates: N/A Length: 7.84 mWidth: 5.95 mHeight: 4.66 mVertices: 24 Primitives: 12  The Length, Width, Height, Vertices and Primitives listed above have been derived directly from the OBJ file.Main Files:
Filename.mtl.glb.obj0___LoD1__id-633.glbLink0___LoD1__id-633.mtlLink0___LoD1__id-633.objLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.
DOI: 10.5281/zenodo.11577850
title: Trento 1936 - Building 2985

description: Coordinates: N/A Length: 16.98 mWidth: 13.19 mHeight: 26.2 mPoints: 22 Vertices: 120 Primitives: 40 Main Files:
Filename.glb.xml.objbuilding_2985.objLinkbuilding_2985.glbLink11577850_metsmods.xmlLink11577850_edm.xmlLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.  - v0.0.3: Added XMLs for Europeana Data Model (EDM) and MetsMods.
DOI: 10.5281/zenodo.11577851
title: Trento 1936 - Building 2985

description: Coordinates: N/A Length: 16.98 mWidth: 13.19 mHeight: 26.2 mPoints: 22 Vertices: 120 Primitives: 40
DOI: 10.5281/zenodo.12549054
title: Trento 1936 - Building 2985

description: Coordinates: N/A Length: 16.98 mWidth: 13.19 mHeight: 26.2 mPoints: 22 Vertices: 120 Primitives: 40 Main Files:
Filename.glb.objbuilding_2985.objLinkbuilding_2985.glbLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.
DOI: 10.5281/zenodo.12694030
title: Trento 1936 - Building 2985

description: Coordinates: N/A Length: 16.98 mWidth: 13.19 mHeight: 26.2 mPoints: 22 Vertices: 120 Primitives: 40 Main Files:
Filename.glb.xml.objbuilding_2985.objLinkbuilding_2985.glbLink11577850_metsmods.xmlLink11577850_edm.xmlLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.  - v0.0.3: Added XMLs for Europeana Data Model (EDM) and MetsMods.
DOI: 10.5281/zenodo.12694039
title: Sion 1840 - Building 633 (LoD-1)

description: Coordinates: N/A Length: 7.84 mWidth: 5.95 mHeight: 4.66 mVertices: 24 Primitives: 12  The Length, Width, Height, Vertices and Primitives listed above have been derived directly from the OBJ file.Main Files:
Filename.mtl.glb.xml.obj0___LoD1__id-633.glbLink0___LoD1__id-633.objLink0___LoD1__id-633.mtlLink11248828_edm.xmlLink11248828_metsmods.xmlLinkThumbnails:
Perspective1000x1000512x512256x256128x128Perspective 1LinkLinkLinkLinkPerspective 2LinkLinkLinkLinkPerspective 3LinkLinkLinkLinkPerspective 4LinkLinkLinkLinkPerspective TopLinkLinkLinkLinkChangelog:   - v0.0.2: Thumbnails added, Description updated with Link Tables.  - v0.0.3: Added XMLs for Europeana Data Model (EDM) and MetsMods.
DOI: 10.5281/zenodo.12575888
title: Cardiovascular synthetic tabular data

description: This dataset is focuses on cardiovascular diseases. It is generated using a hybrid machine learning model that combines diffusion models with Transformers, emphasizing data privacy. The dataset has been meticulously validated for quality and utility, yielding auspicious results.Validation and Metrics:The dataset has undergone rigorous validation processes to ensure quality, utility, and privacy. These validations involved:



Distance to the Closest Record (DCR): The dataset achieved a DCR of 1.2879. The DCR is a metric that measures the distance of the generated data to the closest record in the original dataset. A higher DCR indicates that the synthetic data closely mirrors the real data in terms of statistical properties, making it reliable for further analysis and research.

Membership Inference Attack Accuracy: The dataset scored 0.6780 in this metric. Membership inference attack accuracy measures the likelihood of correctly inferring whether a particular data point was part of the training dataset. An accuracy of 0.6780 suggests that the model maintains a strong level of privacy. It is important to note that a score of 0.5 would indicate random guessing, hence the achieved score demonstrates significantly better privacy protection than random predictions.

Statistical Tests: Comprehensive statistical tests were conducted to compare the synthetic data with real data. These tests ensure that the synthetic data has similar statistical properties and distributions to the original data.

Machine Learning Efficiency: The utility of the dataset was also validated using machine learning models to ensure that the synthetic data is effective for training and can produce reliable predictive models. The results showed that models trained on this dataset performed well, reinforcing the practical utility of the data.


The high DCR value and the membership inference attack accuracy highlight the balance between data utility and privacy, making this dataset an invaluable resource for researchers and practitioners focusing on cardiovascular diseases and machine learning.
DOI: 10.5281/zenodo.12575889
title: Cardiovascular synthetic tabular data

description: This dataset is focuses on cardiovascular diseases. It is generated using a hybrid machine learning model that combines diffusion models with Transformers, emphasizing data privacy. The dataset has been meticulously validated for quality and utility, yielding auspicious results.Validation and Metrics:The dataset has undergone rigorous validation processes to ensure quality, utility, and privacy. These validations involved:



Distance to the Closest Record (DCR): The dataset achieved a DCR of 1.2879. The DCR is a metric that measures the distance of the generated data to the closest record in the original dataset. A higher DCR indicates that the synthetic data closely mirrors the real data in terms of statistical properties, making it reliable for further analysis and research.

Membership Inference Attack Accuracy: The dataset scored 0.6780 in this metric. Membership inference attack accuracy measures the likelihood of correctly inferring whether a particular data point was part of the training dataset. An accuracy of 0.6780 suggests that the model maintains a strong level of privacy. It is important to note that a score of 0.5 would indicate random guessing, hence the achieved score demonstrates significantly better privacy protection than random predictions.

Statistical Tests: Comprehensive statistical tests were conducted to compare the synthetic data with real data. These tests ensure that the synthetic data has similar statistical properties and distributions to the original data.

Machine Learning Efficiency: The utility of the dataset was also validated using machine learning models to ensure that the synthetic data is effective for training and can produce reliable predictive models. The results showed that models trained on this dataset performed well, reinforcing the practical utility of the data.


The high DCR value and the membership inference attack accuracy highlight the balance between data utility and privacy, making this dataset an invaluable resource for researchers and practitioners focusing on cardiovascular diseases and machine learning.