cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30719243
title: Original Dataset for Paper: Source Identification of Heavy-Metal Hazardous Solid Wastes Using Robust Mineral-Phase Fingerprints

description: Improper disposal of heavy-metal hazardous solid waste (HMHSW) poses serious environmental and public-health risks. Reliable source identification, critical for enforcing accountability and guiding remediation, remains challenging due to the limitations of conventional chemical-fingerprinting approaches, which are vulnerable to process-related fluctuations and waste mixing. Herein, we develop a novel and noise-robust mineral-phase fingerprinting method inspired by the typomorphic mineral assemblage concept in genetic mineralogy. Using a comprehensive dataset comprising 159 waste codes from 25 sources, we designed a knowledge-guided noise-injection strategy that simulates seven representative noisy scenarios. From these, a robust fingerprint set of 153 mineral phases was selected based on weighted stability scores. This strategy markedly improved the machine-learning models’ performance and substantially reduced overfitting relative to baseline models. The optimal model achieved average balanced accuracy, macro F1, and macro AUC values exceeding 0.90 under noisy test conditions, while providing reliable uncertainty estimates. SHAP analysis confirmed that the model’s predictions are driven by source-specific typomorphic mineral phases. Overall, this work establishes a robust and interpretable forensic tool for HMHSW source tracing and demonstrates the strong potential of mineral phases as diagnostic tracers for waste tracking.
DOI: 10.6084/m9.figshare.30719243.v1
title: Original Dataset for Paper: Source Identification of Heavy-Metal Hazardous Solid Wastes Using Robust Mineral-Phase Fingerprints

description: Improper disposal of heavy-metal hazardous solid waste (HMHSW) poses serious environmental and public-health risks. Reliable source identification, critical for enforcing accountability and guiding remediation, remains challenging due to the limitations of conventional chemical-fingerprinting approaches, which are vulnerable to process-related fluctuations and waste mixing. Herein, we develop a novel and noise-robust mineral-phase fingerprinting method inspired by the typomorphic mineral assemblage concept in genetic mineralogy. Using a comprehensive dataset comprising 159 waste codes from 25 sources, we designed a knowledge-guided noise-injection strategy that simulates seven representative noisy scenarios. From these, a robust fingerprint set of 153 mineral phases was selected based on weighted stability scores. This strategy markedly improved the machine-learning models’ performance and substantially reduced overfitting relative to baseline models. The optimal model achieved average balanced accuracy, macro F1, and macro AUC values exceeding 0.90 under noisy test conditions, while providing reliable uncertainty estimates. SHAP analysis confirmed that the model’s predictions are driven by source-specific typomorphic mineral phases. Overall, this work establishes a robust and interpretable forensic tool for HMHSW source tracing and demonstrates the strong potential of mineral phases as diagnostic tracers for waste tracking.
DOI: 10.15468/dl.4fr86m
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vanessa canace"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019273-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38wze5
title: Occurrence Download

description: A dataset containing 2025 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Deforestación y fragmentación del hábitat: consecuencias ecológicas sobre la fauna de mamíferos de la selva tropical estacional"
 ]
}

 The dataset includes 2025 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019274-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mc9ndv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymodoce granulata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019275-251120083545085/datasets/export for details.
DOI: 10.13140/rg.2.2.18128.37123
title: Springer Nature: This certificate is awarded to Mulualem Aychluh in recognition of their contribution in 2024 for Cluster Computing
DOI: 10.15468/dl.dk5ksx
title: Occurrence Download

description: A dataset containing 67677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potentilla recta",
 "HasCoordinate is true"
 ]
}

 The dataset includes 67677 records from 917 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019230-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9e4v2q
title: Occurrence Download

description: A dataset containing 760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "GadmGid is one of (USA.24_1, USA.50_1, USA.23_1, USA.16_1, USA.14_1, USA.15_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Streptopus lanceolatus (Aiton) Reveal"
 ]
}

 The dataset includes 760 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016106-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wa3swk
title: Occurrence Download

description: A dataset containing 1024 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.30439 0.88117,-70.00278 0.88117,-70.00278 2.60474,-74.30439 2.60474,-74.30439 0.88117))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Daptrius ater Vieillot, 1816",
 "Year 2018-2022"
 ]
}

 The dataset includes 1024 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0421781-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmuukg
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Amaranthus retroflexus L."
 ]
}

 The dataset includes 257 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019700-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4psh2s
title: Occurrence Download

description: A dataset containing 45934 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "TaxonKey is Fagus sylvatica L."
 ]
}

 The dataset includes 45934 records from 359 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016890-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8u8u2
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-108.01417 -19.38478,-15.98583 -19.38478,-15.98583 17.38478,-108.01417 17.38478,-108.01417 -19.38478))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Boana xerophylla (Duméril & Bibron, 1841)",
 "Year 2021-2021"
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024123-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7rmpd
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lysimachia fraseri Duby",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271855-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhc6p7
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stygocarididae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023536-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4m9u4
title: Occurrence Download

description: A dataset containing 1090 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meineckia Baill."
 ]
}

 The dataset includes 1090 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209662-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.je7n5m
title: Occurrence Download

description: A dataset containing 1266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Setaria viridis (L.) P.Beauv."
 ]
}

 The dataset includes 1266 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024835-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kw4d7u
title: Occurrence Download

description: A dataset containing 3768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ukraine",
 "Geometry POLYGON((32.76183 51.39465,32.66402 51.30022,32.7281 51.15182,33.15643 51.06076,33.41276 51.09449,33.64884 51.00005,33.78038 50.92922,34.04682 50.95958,34.03333 51.08774,34.02658 51.38791,33.89168 51.59364,33.67245 51.67796,33.40264 51.64423,33.08898 51.5498,32.76183 51.39465))",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 3768 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000154-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbgfak
title: Occurrence Download

description: A dataset containing 531 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentabrachion Müll.Arg."
 ]
}

 The dataset includes 531 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209663-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vaca5v
title: Occurrence Download

description: A dataset containing 88107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Turdus falcklandii Quoy & Gaimard, 1824",
 "Year 1990-2021"
 ]
}

 The dataset includes 88107 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010458-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chus5y
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trimma dalerocheila Winterbottom, 1984"
 ]
}

 The dataset includes 41 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061548-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69p9gk
title: Occurrence Download

description: A dataset containing 67142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Xenus Agassiz, 1846, Xenus Péringuey, 1899, Xeris Medik., Xerus Hemprich & Ehrenberg, 1833, Xenus Kaup, 1829, Xenus Kohlm. & Volkm.-Kohlm., 1992, Xerbus O'Brien, 1971, Xeris Costa, 1894, Xenus Agassiz, 1846, Xenus Péringuey, 1899, Xeris Medik., Xerus Hemprich & Ehrenberg, 1833, Xenus Kaup, 1829, Xenus Kohlm. & Volkm.-Kohlm., 1992, Xerbus O'Brien, 1971, Xeris Costa, 1894, Xenus Agassiz, 1846, Xenus Péringuey, 1899, Xeris Medik., Xerus Hemprich & Ehrenberg, 1833, Xenus Kaup, 1829, Xenus Kohlm. & Volkm.-Kohlm., 1992, Xerbus O'Brien, 1971, Xeris Costa, 1894, Xenus Agassiz, 1846, Xenus Péringuey, 1899, Xeris Medik., Zaedyus Ameghino, 1889, Zaedius Arldt, 1908, Zaedypus Ameghino, 1889, Zapus Coues, 1875, Zaus Goodsir, 1845, Zapus Coues, 1875, Zaus Goodsir, 1845, Zapus Coues, 1875, Zaus Goodsir, 1845, Zelotomys Osgood, 1910, Zelotomys Osgood, 1910, Zenkerella Matschie, 1898, Zenkerella Taub., Zygodontomys J.A.Allen, 1897, Zyzomys Thomas, 1909)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 67142 records from 199 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014964-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmes2f
title: Occurrence Download

description: A dataset containing 30134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.37587 47.09636,2.36534 47.0801,2.39285 47.05426,2.42133 47.07914,2.40051 47.10522,2.37587 47.09636))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 30134 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016085-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jwke5
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Liolaemus nigroviridis Müller & Hellmich, 1932",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 106 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018641-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fhqfn
title: Occurrence Download

description: A dataset containing 362 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plagiocladus Jean F.Brunel"
 ]
}

 The dataset includes 362 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209667-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qetfp4
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Stefania satelles Señaris, Ayarzagüena & Gorzula, 1997"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021867-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvwtrf
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anemone lancifolia Pursh",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 19 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271898-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3datr3
title: Occurrence Download

description: A dataset containing 789 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anneslea fragrans Wall."
 ]
}

 The dataset includes 789 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010456-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nunndt
title: Occurrence Download

description: A dataset containing 2452 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Living Specimen, Occurrence evidence)",
 "Country is Spain",
 "TaxonKey is Quercus rotundifolia Lam."
 ]
}

 The dataset includes 2452 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016888-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ew4b8
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boiga dightoni (Boulenger, 1894)"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279641-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58457s
title: Occurrence Download

description: A dataset containing 227044 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is IND.3_1"
 ]
}

 The dataset includes 227044 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010467-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsskyn
title: Occurrence Download

description: A dataset containing 1529 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asterias amurensis Lutken, 1871"
 ]
}

 The dataset includes 1529 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036703-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybyywr
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oligosoma otagense (Mccann, 1955)"
 ]
}

 The dataset includes 57 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279645-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7tl1l
title: Occurrence Download

description: A dataset containing 8926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Year 1966-2018",
 "Geometry POLYGON((-123.2666 33.33359,-102.93457 33.33359,-102.93457 49.61071,-123.2666 49.61071,-123.2666 33.33359))",
 "HasCoordinate is true",
 "TaxonKey is Centrocercus urophasianus (Bonaparte, 1827)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8926 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008833-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mn5fsh
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthephyridae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 157 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023577-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mts2n
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nymphargus siren (Lynch & Duellman, 1973)"
 ]
}

 The dataset includes 98 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019701-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5mvqp
title: Occurrence Download

description: A dataset containing 4709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is Natural History Museum (London) Collection Specimens",
 "TaxonKey is Echinoidea"
 ]
}

 The dataset includes 4709 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209668-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mytgae
title: Occurrence Download

description: A dataset listing the 2103 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is SGP",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset's 2103 records were derived from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022608-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2uvdq
title: Occurrence Download

description: A dataset containing 445 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ninox randi Deignan, 1951"
 ]
}

 The dataset includes 445 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209704-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.