cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.g0try9
title: Occurrence Download

description: A dataset containing 8311 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bouteloua curtipendula (Michx.) Torr."
 ]
}

 The dataset includes 8311 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005389-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvztw7
title: Occurrence Download

description: A dataset containing 2189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iceland",
 "DatasetKey is Observational database of Icelandic plants",
 "TaxonKey is Galium verum L."
 ]
}

 The dataset includes 2189 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ppsy2
title: Occurrence Download

description: A dataset containing 2316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((97.40856 7.33646,145.21762 7.33646,145.21762 39.27887,97.40856 39.27887,97.40856 7.33646))",
 "HasCoordinate is true",
 "TaxonKey is Lemmaphyllum microphyllum C.Presl",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2316 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016338-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5t6cf
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polypterus bichir Lacepède, 1803"
 ]
}

 The dataset includes 278 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062424-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.359rfv
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((91.46049 14.38248,130.98656 14.38248,130.98656 36.5062,91.46049 36.5062,91.46049 14.38248))",
 "HasCoordinate is true",
 "TaxonKey is Cyrtomium anomophyllum (Zenker) Fraser-Jenk.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 32 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016339-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3f4d4u
title: Occurrence Download

description: A dataset containing 187175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BEN",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 187175 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109281-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snpj5r
title: Occurrence Download

description: A dataset containing 42395 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physella acuta"
 ]
}

 The dataset includes 42395 records from 486 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037720-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68bex9
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((172.5 0,180 0,180 7.5,172.5 7.5,172.5 0))"
 ]
}

 The dataset includes 188 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037722-251009101135966/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.30393526.v1
title: <b>Table 5</b> (b) Test of Homogeneity of Variance

description: The homogeneity test (Levene’s Test) is used to determine whether the variances between groups (pretest–posttest, control–experimental) are equal or not
DOI: 10.15468/dl.p8656g
title: Occurrence Download

description: A dataset containing 980 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((165 0,172.5 0,172.5 7.5,165 7.5,165 0))"
 ]
}

 The dataset includes 980 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037723-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdp3fc
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avicennia marina",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037724-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d99veu
title: Occurrence Download

description: A dataset containing 4241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((157.5 0,165 0,165 7.5,157.5 7.5,157.5 0))"
 ]
}

 The dataset includes 4241 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037725-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h95n72
title: Occurrence Download

description: A dataset containing 8579 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pomacea canaliculata"
 ]
}

 The dataset includes 8579 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037726-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8abpv6
title: Occurrence Download

description: A dataset containing 2827516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((75 30,82.5 30,82.5 37.5,75 37.5,75 30))"
 ]
}

 The dataset includes 2827516 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037681-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17390032
title: Hardness and Surface Roughness of 3D-printed ASA Compo-nents Subjected to Acetone Vapor Treatment and Different Production Variables: A Multi-estimation Work via Machine Learning and Deep Learning

description: This dataset accompanies the research article titled “Hardness and Surface Roughness of 3D-printed ASA Components Subjected to Acetone Vapor Treatment and Different Production Variables: A Multi-estimation Work via Machine Learning and Deep Learning.” The study investigates the combined effects of acetone vapor post-processing and fused deposition modeling (FDM) printing parameters on the hardness and surface roughness of acrylonitrile styrene acrylate (ASA) components. Three process parameters—layer thickness, infill rate, and vaporizing duration—were experimentally varied, and their influence on two key quality indicators (Shore-D hardness and surface roughness Ra) was examined.

The dataset contains 108 experimental observations, each representing a unique combination of layer thickness, vaporizing time, and infill rate. For each configuration, the corresponding hardness and surface roughness values are reported. These measurements were obtained using ASTM-compliant hardness testing and stylus-based profilometry.

The dataset was used to train and evaluate a broad range of machine learning (ML) and deep learning (DL) models. A hybrid approach integrating 1D-CNN feature extraction with Support Vector Regression (SVR) demonstrated the best predictive performance, achieving an average R² of 0.9614 with a mean squared error of 2.0941 in five-fold cross-validation. This framework successfully enabled simultaneous multi-target prediction of hardness and surface roughness.

This repository provides the experimental dataset in Excel format (hardness_roughness.xlsx), enabling replication, comparative analysis, and future methodological extensions in additive manufacturing research, predictive modeling, and data-driven process optimization.

 

Files Included:





hardness_roughness.xlsx — Experimental dataset (input parameters + hardness + roughness)



 

Keywords:

ASA, FDM, additive manufacturing, surface roughness, hardness, acetone vapor smoothing, machine learning, deep learning, CNN, SVR, multi-target regression
DOI: 10.5281/zenodo.17390033
title: Hardness and Surface Roughness of 3D-printed ASA Compo-nents Subjected to Acetone Vapor Treatment and Different Production Variables: A Multi-estimation Work via Machine Learning and Deep Learning

description: This dataset accompanies the research article titled “Hardness and Surface Roughness of 3D-printed ASA Components Subjected to Acetone Vapor Treatment and Different Production Variables: A Multi-estimation Work via Machine Learning and Deep Learning.” The study investigates the combined effects of acetone vapor post-processing and fused deposition modeling (FDM) printing parameters on the hardness and surface roughness of acrylonitrile styrene acrylate (ASA) components. Three process parameters—layer thickness, infill rate, and vaporizing duration—were experimentally varied, and their influence on two key quality indicators (Shore-D hardness and surface roughness Ra) was examined.

The dataset contains 108 experimental observations, each representing a unique combination of layer thickness, vaporizing time, and infill rate. For each configuration, the corresponding hardness and surface roughness values are reported. These measurements were obtained using ASTM-compliant hardness testing and stylus-based profilometry.

The dataset was used to train and evaluate a broad range of machine learning (ML) and deep learning (DL) models. A hybrid approach integrating 1D-CNN feature extraction with Support Vector Regression (SVR) demonstrated the best predictive performance, achieving an average R² of 0.9614 with a mean squared error of 2.0941 in five-fold cross-validation. This framework successfully enabled simultaneous multi-target prediction of hardness and surface roughness.

This repository provides the experimental dataset in Excel format (hardness_roughness.xlsx), enabling replication, comparative analysis, and future methodological extensions in additive manufacturing research, predictive modeling, and data-driven process optimization.

 

Files Included:





hardness_roughness.xlsx — Experimental dataset (input parameters + hardness + roughness)



 

Keywords:

ASA, FDM, additive manufacturing, surface roughness, hardness, acetone vapor smoothing, machine learning, deep learning, CNN, SVR, multi-target regression
DOI: 10.15468/dl.39kacw
title: Occurrence Download

description: A dataset containing 3531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((150 0,157.5 0,157.5 7.5,150 7.5,150 0))"
 ]
}

 The dataset includes 3531 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037727-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgjgq3
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((142.5 0,150 0,150 7.5,142.5 7.5,142.5 0))"
 ]
}

 The dataset includes 356 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037728-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5f8t7f
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemigraphis alternata",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037729-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shm7ms
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((135 0,142.5 0,142.5 7.5,135 7.5,135 0))"
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037730-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3yq6r
title: Occurrence Download

description: A dataset containing 1010 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plakobranchus ocellatus"
 ]
}

 The dataset includes 1010 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037731-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccs2gmx
title: CCDC 717359: Experimental Crystal Structure Determination

description: Related Article: H.Khaledi, H.Mohd Ali, S.W.Ng|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o169|doi:10.1107/S160053680804258X
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/ccs2gny
title: CCDC 717360: Experimental Crystal Structure Determination

description: Related Article: Yajun Gao, Haitao Xi, Xiaoqiang Sun, Yongsheng Fu, Li Liu|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o170|doi:10.1107/S1600536808041688
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/ccs2gpz
title: CCDC 717361: Experimental Crystal Structure Determination

description: Related Article: Xiaoxia Sun, Yu Hu, Congbin Fan, Weihong Xiao|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o172|doi:10.1107/S1600536808042360
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/ccs2gq0
title: CCDC 717362: Experimental Crystal Structure Determination

description: Related Article: H.-K.Fun, R.Kia, A.C.Maity, S.Goswami|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o173|doi:10.1107/S1600536808042864
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/ccs2gr1
title: CCDC 717363: Experimental Crystal Structure Determination

description: Related Article: M.Akkurt, U.Yilmaz, H.Kucukbay, M.Gencaslan, O.Buyukgungor|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o174|doi:10.1107/S1600536808042761
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/ccs2gs2
title: CCDC 717364: Experimental Crystal Structure Determination

description: Related Article: Xiao-Ming Wang, Wei Cheng, Yu-Wang Han|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o176|doi:10.1107/S1600536808040257
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/ccs2gt3
title: CCDC 717365: Experimental Crystal Structure Determination

description: Related Article: M.K.Rauf, M.Bolte, A.Badshah|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o177|doi:10.1107/S1600536808042736
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/ccs2gv4
title: CCDC 717366: Experimental Crystal Structure Determination

description: Related Article: J.Krainova, C.Dares, A.B.P.Lever|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o178|doi:10.1107/S1600536808039718
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/ccs2gw5
title: CCDC 717367: Experimental Crystal Structure Determination

description: Related Article: W.Cheng, R.Lv, H.-J.Zhu|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o179|doi:10.1107/S1600536808040300
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/ccs2gx6
title: CCDC 717368: Experimental Crystal Structure Determination

description: Related Article: S.F.Kayed, Y.Farina, J.Simpson|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o180|doi:10.1107/S1600536808042797
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/ccs2gy7
title: CCDC 717369: Experimental Crystal Structure Determination

description: Related Article: Qun-Zeng Huang, Heng-Zhen Shi|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o182|doi:10.1107/S1600536808040245
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/ccs2gz8
title: CCDC 717370: Experimental Crystal Structure Determination

description: Related Article: Chuan-Ming Yu, Yong Zhou, Jing-Li Cheng, Jin-Hao Zhao|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o183|doi:10.1107/S1600536808043043
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/ccs2h0b
title: CCDC 717371: Experimental Crystal Structure Determination

description: Related Article: Jing-Li Cheng, Jin-Hao Zhao, Guo-Nian Zhu, Fu-Cheng Lin|2009|Acta Crystallogr.,Sect.E:Struct.Rep.Online|65|o184|doi:10.1107/S1600536808043031
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.