cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17127276
title: Experimental and Synthetic Datasets for FRCM-to-Concrete Bond Behaviour Prediction

description: This dataset contains both experimental and synthetic data related to the bond strength performance of fabric-reinforced cementitious matrix (FRCM) systems applied to concrete substrates. Experimental data were sourced from the published articles from 2012-2024 on single and double lap shear tests, including relevant input parameters (e.g., geometric properties, material properties, and load conditions) and corresponding bond strength outputs.

To validate the experimental findings, synthetic datasets were generated using Conditional Tabular Generative Adversarial Network (CTGAN) and Tabular Variational Autoencoder (TVAE) generative models. Synthetic datasets were assessed for verifying that statistical properties, i.e., minimum and maximum, standard deviation, Kolmogorov–Smirnov test and T-test values of all input and output feature of the synthetic datasets were closely matching with the experimental dataset (only for TVAE synthesizer).

The dataset is intended to support research in:Development of deterministic and probabilistic learning models for bond behaviour prediction,Quantification of FRCM-to-concrete bond behaviour with uncertainty,Automation of structural engineering design, andBenchmarking of civil engineering generative modeling approaches.All datasets are provided in .xlsx format to ensure reproducibility and facilitate reuse.
DOI: 10.15468/dl.qkvsnu
title: Occurrence Download

description: A dataset containing 30976 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vulpes lagopus"
 ]
}

 The dataset includes 30976 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004485-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17123377
title: Experimental and Synthetic Datasets for FRCM-to-Concrete Bond Behaviour Prediction

description: This dataset contains both experimental and synthetic data related to the bond strength performance of fabric-reinforced cementitious matrix (FRCM) systems applied to concrete substrates. Experimental data were sourced from the published articles from 2012-2024 on single and double lap shear tests, including relevant input parameters (e.g., geometric properties, material properties, and load conditions) and corresponding bond strength outputs.

To validate the experimental findings, synthetic datasets were generated using CTGAN and TVAE generative models. Synthetic datasets were assessed for verifying that statistical properties, i.e., minimum and maximum, SD KS and T-test values of all input and output feature of the synthetic datasets were closely matching with the experimental dataset (only for TVAE synthesizer).

The dataset is intended to support research in:Development of deterministic and probabilistic learning models for bond behaviour prediction,Quantification of FRCM-to-concrete bond behaviour with uncertainty,Automation of structural engineering design, andBenchmarking of civil engineering generative modeling approaches.All datasets are provided in .xlsx format to ensure reproducibility and facilitate reuse.
DOI: 10.5281/zenodo.17123376
title: Experimental and Synthetic Datasets for FRCM-to-Concrete Bond Behaviour Prediction

description: This dataset contains both experimental and synthetic data related to the bond strength performance of fabric-reinforced cementitious matrix (FRCM) systems applied to concrete substrates. Experimental data were sourced from the published articles from 2012-2024 on single and double lap shear tests, including relevant input parameters (e.g., geometric properties, material properties, and load conditions) and corresponding bond strength outputs.

To validate the experimental findings, synthetic datasets were generated using Conditional Tabular Generative Adversarial Network (CTGAN) and Tabular Variational Autoencoder (TVAE) generative models. Synthetic datasets were assessed for verifying that statistical properties, i.e., minimum and maximum, standard deviation, Kolmogorov–Smirnov test and T-test values of all input and output feature of the synthetic datasets were closely matching with the experimental dataset (only for TVAE synthesizer).

The dataset is intended to support research in:Development of deterministic and probabilistic learning models for bond behaviour prediction,Quantification of FRCM-to-concrete bond behaviour with uncertainty,Automation of structural engineering design, andBenchmarking of civil engineering generative modeling approaches.All datasets are provided in .xlsx format to ensure reproducibility and facilitate reuse.
DOI: 10.15468/dl.gep37d
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dikerogammarus bispinosus",
 "Country is Kazakhstan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004486-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eub5un
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dikerogammarus bispinosus",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004487-250914085247600/datasets/export for details.
DOI: 10.15468/dl.gzn2uh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leptachirus bensbach)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004489-250914085247600/datasets/export for details.
DOI: 10.15468/dl.qkahkj
title: Occurrence Download

description: A dataset containing 110661 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adalia bipunctata"
 ]
}

 The dataset includes 110661 records from 747 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004386-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwrq67
title: Occurrence Download

description: A dataset containing 44977 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zea mays",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "DecimalLatitude is greater than or equal to -90.0",
 "DecimalLatitude is less than or equal to 90.0",
 "DecimalLongitude is greater than or equal to -180.0",
 "DecimalLongitude is less than or equal to 180.0",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44977 records from 520 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004488-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s62749
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters is less than or equal to 2000.0",
 "Country is Greece",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Podisma pedestris (Linnaeus, 1758)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218805-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mabfm
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lobelia bequaertii De Wild."
 ]
}

 The dataset includes 98 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012043-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nh2zux
title: Occurrence Download

description: A dataset containing 390551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2022-10-21",
 "EventDate is less than or equal to 2022-11-20",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 390551 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222226-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p48t89
title: Occurrence Download

description: A dataset containing 541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is one of (cccff716-2694-4209-9f9e-2f7a484465a0, 478a9e81-e716-42dc-a68d-03487953a32e, eac88d99-9f6c-4031-8fc4-8088f0e0dfe7, 7b8aff00-a9f8-11d8-944b-b8a03c50a862, 6c147991-c3bf-453d-a778-3bea9a534804, b4640710-8e03-11d8-b956-b8a03c50a862, 85be57ed-f187-49c9-b7ff-eaa622e06217, bc092ff0-02e4-11dc-991f-b8a03c50a862, 2a7e3080-28a9-11dd-97cd-b8a03c50a862)",
 "TaxonKey is Pholidobolus vertebralis (O'Shaughnessy, 1879)"
 ]
}

 The dataset includes 541 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021693-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzate4
title: Occurrence Download

description: A dataset containing 113321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2022-12-04",
 "EventDate is less than or equal to 2023-01-03",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 113321 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234016-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ath52h
title: Occurrence Download

description: A dataset containing 1245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tribulus cristatus C.Presl, Tribulus cristatus Ehrenb. ex Müll.Berol., 1857, Tribulus cristatus Ehrenb. ex Müll.Berol., 1857, Tribulus astrocarpus F.Muell., Tribulus forrestii F.Muell., Tribulus hirsutus Benth., Tribulus macrocarpus F.Muell. ex Benth., Tribulus macrocarpus F.Muell. ex Benth., Tribulus platypterus Benth.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "Issue" : [
 "is one of (Continent invalid, Country coordinate mismatch, Country invalid, Country mismatch, Presumed negated latitude, Presumed negated longitude, Presumed swapped coordinate, Taxon match fuzzy, Coordinate precision invalid)"
 ]
 }
 },
 "DecimalLatitude is greater than -60",
 "DecimalLatitude is less than or equal to 90",
 "DecimalLongitude is greater than or equal to -180",
 "DecimalLongitude is less than or equal to 180",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1245 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047710-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7emx9m
title: Occurrence Download

description: A dataset containing 2668 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maytenus senegalensis (Lam.) Exell"
 ]
}

 The dataset includes 2668 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230313-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27t8t3
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "Geometry POLYGON((7.58359 44.96576,7.81639 44.96576,7.81639 45.11025,7.58359 45.11025,7.58359 44.96576))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ailanthus altissima (Mill.) Swingle, Spiraea japonica Siebold ex Blume, Ligustrum japonicum Thunb.)"
 ]
}

 The dataset includes 60 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297155-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.449m3c
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla exsanguis Juz."
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025132-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvpr3k
title: Occurrence Download

description: A dataset containing 6569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pterorhinus sannio (Swinhoe, 1867))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6569 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297132-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrt8dw
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pygoderma bilabiatum (Wagner, 1843)"
 ]
}

 The dataset includes 41 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247041-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhxz2e
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Achyrocline ventosa Klatt"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297151-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vt7m5q
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "TaxonKey is Hippocrepis comosa L."
 ]
}

 The dataset includes 82 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0294534-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8znm9
title: Occurrence Download

description: A dataset containing 662871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrocephalus rubinus (Boddaert, 1783), Pyrocephalus dubius Gould, 1839)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 662871 records from 245 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297111-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82skwg
title: Occurrence Download

description: A dataset containing 261428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calidris himantopus (Bonaparte, 1826))",
 "HasCoordinate is one of (true)"
 ]
}

 The dataset includes 261428 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0294567-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5a29ky
title: Occurrence Download

description: A dataset containing 2578 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pellorneum bicolor (R.P.Lesson, 1839))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2578 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297158-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvmt73
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IND",
 "TaxonKey is Hasora vitta (Butler, 1870)"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0294564-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzhh6p
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aspalathus filicaulis Eckl. & Zeyh."
 ]
}

 The dataset includes 96 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297165-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84cnt4
title: Occurrence Download

description: A dataset containing 32254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is United States of America",
 "TaxonKey is Hymenoptera",
 "VerbatimScientificName is one of (Melittidae, Andrenidae, Halictidae, Colletidae, Megachilidae, Apidae, Crabronidae, Sphecidae, Formicidae)"
 ]
}

 The dataset includes 32254 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054101-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgrzp5
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diabrotica virgifera virgifera"
 ]
}

 The dataset includes 313 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021685-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8qj6r
title: Occurrence Download

description: A dataset containing 536 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is one of (4f1aa16c-ac1f-4e25-95fa-70bd71b7a0b4, c0d9c91a-0f83-4819-bf7e-bb5e1184eb6b, ada9d123-ddb4-467d-8891-806ea8d94230, ccd1ddc0-6c21-11de-8224-b8a03c50a862, 396d5f30-dea9-11db-8ab4-b8a03c50a862, c361e830-181e-11da-9544-b8a03c50a862, 2cd829bb-b713-433d-99cf-64bef11e5b3e, bc092ff0-02e4-11dc-991f-b8a03c50a862, 02a23c15-0df3-4bae-9524-11622114e0c9, 1928bdf0-f5d2-11dc-8c12-b8a03c50a862)",
 "TaxonKey is Iphisa elegans Gray, 1851"
 ]
}

 The dataset includes 536 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021691-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sju9cp
title: Occurrence Download

description: A dataset containing 348 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lobelia boykinii Torr. & Gray ex A.DC."
 ]
}

 The dataset includes 348 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012048-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.