cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.p799hk
title: Occurrence Download

description: A dataset containing 507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lasiurus scindicus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 507 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021010-260208012135463/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.27105919
title: Genetically modified probiotic yeasts cohort VCF file

description: Cohort VCF file for probiotic yeast isoaltes and their genetically modified versions.
DOI: 10.6084/m9.figshare.27105919.v1
title: Genetically modified probiotic yeasts cohort VCF file

description: Cohort VCF file for probiotic yeast isoaltes and their genetically modified versions.
DOI: 10.15468/dl.ktptab
title: Occurrence Download

description: A dataset containing 864 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sporobolus ioclados",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 864 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021012-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18209866
title: Supplimentary Information of Development of Low-resistance Conductive Threads from E-waste for Smart Textiles
DOI: 10.5281/zenodo.18652628
title: Supplimentary Information of Development of Low-resistance Conductive Threads from E-waste for Smart Textiles
DOI: 10.6084/m9.figshare.31301662.v1
title: <b>Individual differences in behavior: a multi-trait study comparing different ant species</b>

description: Animal personality, characterized by consistent individual variation in behavioral expression, and behavioral syndromes, underlying correlations between behaviors, have been studied in numerous vertebrate and invertebrate species, including ants. Yet, research on the evolutionary origins of this (co)variation has progressed more slowly than studies showing its occurrence, partly due to varying methodologies hindering comparisons among species. In this study, we applied a comparative framework to investigate patterns of average behaviors and behavioral variation in four ant species belonging to two different subfamilies: <i>Formica fusca</i> and <i>Camponotus aethiops</i> (Formicinae), <i>Aphaenogaster senilis</i> and <i>Messor barbarus </i>(Myrmicinae). We analyzed four behaviors reflecting the responses of ants in foraging or social contexts: exploratory activity, reaction-to-prey, reaction-to-brood, and sociability. All traits except sociability showed moderate to high repeatability in all each species. When comparing species for each personality trait, in terms of both average behavioral expression and among-individual variance, we found evidence that phylogeny influences these parameters in the reaction-to-prey test, with closely related species showing more similar behavioral profiles. Other differences among species appear to stem from ecological differences. Evidence of behavioral syndromes was found only in <i>A. senilis, </i>with clear correlation between reaction-to-brood and reaction-to-prey, as well as between reaction-to-brood and exploratory activity. Taken together, our findings suggest that our protocol is robust for assessing personality traits across different ant species and that phylogeny may influence the expression of inter-individual differences in certain behavioral traits. These results call for further studies exploring the evolutionary basis of animal personality within a comparative framework.
DOI: 10.15468/dl.2wfcmh
title: Occurrence Download

description: A dataset containing 965276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Autographa gamma"
 ]
}

 The dataset includes 965276 records from 1266 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020993-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7e7a6
title: Occurrence Download

description: A dataset containing 617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erianthus trinii",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 617 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021016-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53j2h3
title: Occurrence Download

description: A dataset containing 271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Specimen, Living Specimen, Occurrence evidence)",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "TaxonKey is Oreomunnea mexicana"
 ]
}

 The dataset includes 271 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021017-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18652289
title: Benchmark de Similaridade para Record Linkage em Tuberculose (SINAN)

description: Benchmark anonimizado de sub-scores de similaridade para reproducao de experimentos de record linkage em vigilancia de tuberculose no Brasil.
DOI: 10.15468/dl.x4npud
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atheris desaixi"
 ]
}

 The dataset includes 42 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021018-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18522758
title: Agent Didactic Space

description: We release a cross-national educational benchmark for multi-objective pathway evaluation, spanning 27 555 courses from 7 universities across 3 countries (USA, Sweden, UK), 1016 ONET occupations, and 140 449 structured skill/task links — 169 000+ processed records in total, all from public sources with full provenance. No existing benchmark combines multi-stakeholder educational artifacts at this scale with standardized evaluation tasks. We define three benchmark tasks (multi-stakeholder ranking, trade-off discovery, robust recommendation) with formalism-independent evaluation metrics, and provide Agent-Didactic Spaces (ADS) with Multi-Agent Pareto Evaluation (MAPE) as a reference baseline. MAPE embeds educational options and stakeholder targets into a shared space, computes per-stakeholder similarity scores, enforces a tunable dominance threshold τ, and returns a feasible Pareto set. At default τ=0.25, MAPE returns the complete feasible Pareto set (141 options), surfacing trade-offs invisible to standard scalarization. Each university contributes unique Pareto-optimal courses with complementary objective profiles, and all 7 universities are represented on the frontier. We audit robustness via encoder ablation, mission-corpus expansion, seed stability, and market drift across ONET releases (2022–2025), observing a stable robust core under perturbation but substantial sensitivity to encoder choice.
DOI: 10.5281/zenodo.18522759
title: Agent Didactic Space

description: We release a cross-national educational benchmark for multi-objective pathway evaluation, spanning 27 555 courses from 7 universities across 3 countries (USA, Sweden, UK), 1016 ONET occupations, and 140 449 structured skill/task links — 169 000+ processed records in total, all from public sources with full provenance. No existing benchmark combines multi-stakeholder educational artifacts at this scale with standardized evaluation tasks. We define three benchmark tasks (multi-stakeholder ranking, trade-off discovery, robust recommendation) with formalism-independent evaluation metrics, and provide Agent-Didactic Spaces (ADS) with Multi-Agent Pareto Evaluation (MAPE) as a reference baseline. MAPE embeds educational options and stakeholder targets into a shared space, computes per-stakeholder similarity scores, enforces a tunable dominance threshold τ, and returns a feasible Pareto set. At default τ=0.25, MAPE returns the complete feasible Pareto set (141 options), surfacing trade-offs invisible to standard scalarization. Each university contributes unique Pareto-optimal courses with complementary objective profiles, and all 7 universities are represented on the frontier. We audit robustness via encoder ablation, mission-corpus expansion, seed stability, and market drift across ONET releases (2022–2025), observing a stable robust core under perturbation but substantial sensitivity to encoder choice.
DOI: 10.15468/dl.qptjtr
title: Occurrence Download

description: A dataset containing 1359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aristida setifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1359 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021019-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18530557
title: SteelBench v1.0: A Benchmark Dataset for Steel Mechanical Property Prediction with Grade-Shift Evaluation

description: SteelBench is an open benchmark for steel mechanical property prediction that links heat-level chemistry, heat-treatment parameters, and tensile properties with grade identity and data-origin labels. The dataset contains 1,636 samples across 594 steel grades and 17 steel families, aggregated from public and semi-public sources: MMPDS, NIMS, EMK, Kaggle, and laboratory measurements.

Two variants are included:



steelbench_core.csv — strict publication variant (original reported values only)

steelbench_full.csv — filled training variant (missing heat-treatment parameters imputed using documented assumptions)


Key features:



11 input features: C, Mn, Si, Cr, Ni, Mo, V, Cu, Al, austenitize_T, temper_T

Targets: tensile_strength, yield_strength, elongation

Grade-shift evaluation protocols: RandomKFold, GKF-grade, LOFO (Leave-One-Family-Out), LOSO (Leave-One Source-Out)

Data-origin (provenance) labels for each filled field


Associated paper: "SteelBench: A Physics-Aware Benchmark for Steel Mechanical Property Prediction" (under review at KDD 2026).

Reference code: https://github.com/cornada/steelbench
DOI: 10.5281/zenodo.18530558
title: SteelBench v1.0: A Benchmark Dataset for Steel Mechanical Property Prediction with Grade-Shift Evaluation

description: SteelBench is an open benchmark for steel mechanical property prediction that links heat-level chemistry, heat-treatment parameters, and tensile properties with grade identity and data-origin labels. The dataset contains 1,636 samples across 594 steel grades and 17 steel families, aggregated from public and semi-public sources: MMPDS, NIMS, EMK, Kaggle, and laboratory measurements.

Two variants are included:



steelbench_core.csv — strict publication variant (original reported values only)

steelbench_full.csv — filled training variant (missing heat-treatment parameters imputed using documented assumptions)


Key features:



11 input features: C, Mn, Si, Cr, Ni, Mo, V, Cu, Al, austenitize_T, temper_T

Targets: tensile_strength, yield_strength, elongation

Grade-shift evaluation protocols: RandomKFold, GKF-grade, LOFO (Leave-One-Family-Out), LOSO (Leave-One Source-Out)

Data-origin (provenance) labels for each filled field


Associated paper: "SteelBench: A Physics-Aware Benchmark for Steel Mechanical Property Prediction" (under review at KDD 2026).

Reference code: https://github.com/cornada/steelbench
DOI: 10.15468/dl.aqaq3x
title: Occurrence Download

description: A dataset containing 196734 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Academy of Natural Sciences of Philadelphia Ornithology Collection"
 ]
}

 The dataset includes 196734 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021011-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpx3kf
title: Occurrence Download

description: A dataset containing 1836 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fraxinus profunda"
 ]
}

 The dataset includes 1836 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021022-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.af6k78
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Koanophyllon jenssenii (Urb.) R.M.King & H.Rob."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001409-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2j8j26
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphiops mater Sharp, 1873",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0208781-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dh8cs3
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marasmius sacchari Wakker"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247792-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6m7at
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ursus maritimus Phipps, 1774",
 "Year 1990-2020"
 ]
}

 The dataset includes 268 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255066-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppu5hs
title: Occurrence Download

description: A dataset listing the 36985 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 1990-2023"
 ]
}

 The dataset's 36985 records were derived from 7336 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273972-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc64dl9
title: CCDC 182980: Experimental Crystal Structure Determination

description: Related Article: Qiong-Hua Jin, Xiu-Lan Xin, Xiao-YanCi, Kai-Bei Yu|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m174|doi:10.1107/S0108270102001518
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/cc64dmb
title: CCDC 182981: Experimental Crystal Structure Determination

description: Related Article: Guibin Ma, A.Fischer, J.Glaser|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m177|doi:10.1107/S0108270101020649
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/cc5c19v
title: CCDC 159566: Experimental Crystal Structure Determination

description: Related Article: G.A.van Albada, I.Mutikainen, U.Turpeinen, J.Reedijk|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m179|doi:10.1107/S0108270102000860
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/cc64dnc
title: CCDC 182982: Experimental Crystal Structure Determination

description: Related Article: T.Otieno, J.R.Blanton, M.J.Hatfield, S.L.Asher, S.Parkin|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m182|doi:10.1107/S010827010200152X
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/cc64dpd
title: CCDC 182983: Experimental Crystal Structure Determination

description: Related Article: T.Otieno, J.R.Blanton, M.J.Hatfield, S.L.Asher, S.Parkin|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m182|doi:10.1107/S010827010200152X
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/cc64dqf
title: CCDC 182984: Experimental Crystal Structure Determination

description: Related Article: K.Matsumoto, T.Tsuda, T.Nohira, R.Hagiwara, Y.Ito, O.Tamada|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m186|doi:10.1107/S0108270101020601
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/cc64drg
title: CCDC 182985: Experimental Crystal Structure Determination

description: Related Article: Yu Zhang, Hanbing Tao, Chunying Duan, Yizhi Li, Longgen Zhu|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m188|doi:10.1107/S0108270102000343
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/cc64dsh
title: CCDC 182986: Experimental Crystal Structure Determination

description: Related Article: C.Nather, I.Jess|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m190|doi:10.1107/S0108270102001592
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/cc64dtj
title: CCDC 182987: Experimental Crystal Structure Determination

description: Related Article: F.Ercan, O.Atakol, C.Arici, I.Svoboda, H.Fuess|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m193|doi:10.1107/S0108270102001609
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/cc64dvk
title: CCDC 182988: Experimental Crystal Structure Determination

description: Related Article: F.Ercan, O.Atakol, C.Arici, I.Svoboda, H.Fuess|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m193|doi:10.1107/S0108270102001609
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/cc64dwl
title: CCDC 182989: Experimental Crystal Structure Determination

description: Related Article: F.Ercan, O.Atakol, C.Arici, I.Svoboda, H.Fuess|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m193|doi:10.1107/S0108270102001609
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/cc64dxm
title: CCDC 182990: Experimental Crystal Structure Determination

description: Related Article: Chuan-De Wu, Can-Zhong Lu, Ya-Qin Yu, Hong-Hui Zhuang, Jin-Shun Huang|2002|Acta Crystallogr.,Sect.C:Cryst.Struct.Commun.|58|m197|doi:10.1107/S0108270102001579
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.