cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/88vzgys5vg
title: Mammogram Image Dataset for Breast Cancer Detection

description: The dataset was retrospectively compiled following approval from the relevant Institutional Review Board (IRB) or Ethics Committee. Data were sourced from de-identified patient biopsy records at a tertiary hospital, encompassing a defined collection window from January 1, 2023, to October 31, 2023. The dataset comprises 614 original (361 benign and 253 malignant cases) breast X-ray images (mammograms) sourced exclusively from a single institution: a hospital in Polokwane, Limpopo, South Africa. All images have been clinically validated to establish the ground truth by a panel of radiologists and specialized medical practitioners. The acquisition process utilized a dedicated breast X-ray system equipped with specialized accessories to minimize radiation exposure, adhering to safety protocols. All data is standardized in the PNG format with a uniform resolution of 1920 × 1080 pixels.
The Breast Cancer Augmented directory contains augmented versions of the original mammography images, generated to support data-driven model development and evaluation. The augmented images preserve the original diagnostic labels (benign or malignant) and maintain spatial alignment with their corresponding source images.
DOI: 10.17632/88vzgys5vg.2
title: Mammogram Image Dataset for Breast Cancer Detection

description: The dataset was retrospectively compiled following approval from the relevant Institutional Review Board (IRB) or Ethics Committee. Data were sourced from de-identified patient biopsy records at a tertiary hospital, encompassing a defined collection window from January 1, 2023, to October 31, 2023. The dataset comprises 614 original (361 benign and 253 malignant cases) breast X-ray images (mammograms) sourced exclusively from a single institution: a hospital in Polokwane, Limpopo, South Africa. All images have been clinically validated to establish the ground truth by a panel of radiologists and specialized medical practitioners. The acquisition process utilized a dedicated breast X-ray system equipped with specialized accessories to minimize radiation exposure, adhering to safety protocols. All data is standardized in the PNG format with a uniform resolution of 1920 × 1080 pixels.
The Breast Cancer Augmented directory contains augmented versions of the original mammography images, generated to support data-driven model development and evaluation. The augmented images preserve the original diagnostic labels (benign or malignant) and maintain spatial alignment with their corresponding source images.
DOI: 10.17632/c2vjcdwj55
title: selection Data

description: This study aims to investigate the selection value of royal jelly (RJ) production in Anatolian bees (Apis mellifera anatoliaca)
DOI: 10.17632/c2vjcdwj55.1
title: selection Data

description: This study aims to investigate the selection value of royal jelly (RJ) production in Anatolian bees (Apis mellifera anatoliaca)
DOI: 10.17632/7rpgz89jh8
title: Free Trade on Paper, Protection in Practice: How India’s Policy Interventions Hollow Out Trade Liberalisation

description: The dataset provides the data for all the figures and tables used in the study "Free Trade on Paper, Protection in Practice: How India’s Policy Interventions Hollow Out Trade Liberalisation". The dataset also provides detailed calculations of monopoly rents in the sheet for Table 1.
DOI: 10.17632/7rpgz89jh8.1
title: Free Trade on Paper, Protection in Practice: How India’s Policy Interventions Hollow Out Trade Liberalisation

description: The dataset provides the data for all the figures and tables used in the study "Free Trade on Paper, Protection in Practice: How India’s Policy Interventions Hollow Out Trade Liberalisation". The dataset also provides detailed calculations of monopoly rents in the sheet for Table 1.
DOI: 10.17632/jx2hyxyhrz
title: Molecular Dynamics Study on the Migration and Segregation Behavior of Re/He in W

description: Research data
DOI: 10.17632/jx2hyxyhrz.1
title: Molecular Dynamics Study on the Migration and Segregation Behavior of Re/He in W

description: Research data
DOI: 10.15468/dl.zeu3xj
title: Occurrence Download

description: A dataset containing 981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Inga densiflora",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 981 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020732-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/yzsktrxh6y
title: Serum proteomic profiles in keratoconus, post-laser vision correction ectasia, and pellucid marginal degeneration

description: This dataset accompanies the manuscript titled 'Common and distinct features in serum proteomic profiles in keratoconus, post-laser vision correction ectasia, and pellucid marginal degeneration’ by Jaskiewicz-Rajewicz et al., submitted to Investigative Ophthalmology & Visual Science (IOVS).

In this study serum samples from 93 patients with keratoconus (KTCN), 10 patients with post-laser vision correction (PLVC) ectasia, 4 patients with pellucid marginal degeneration (PMD), and 44 controls were profiled using tandem matrix-assisted laser desorption/ionization time of flight/time of flight mass spectrometry (MALDI-TOF/TOF MS/MS). Clinical and environmental variables (e.g. allergy/atopy/asthma, eye rubbing intensity), together with ophthalmologic parameters (K1, K2, Kmax, TCT, anterior/posterior elevation), were assessed in the principal component analysis (PCA), Weighted Gene Co-expression Network Analysis (WGCNA), Mann–Whitney feature testing, linear modelling, and Spearman correlation and other analyses. 

The data was processed on 10 December 2025.

Mendeley Supplementary Table 1. Table containing sample metadata, including Sample ID (short), corresponding Patient ID, study subgroup, sex, and age.
Mendeley Supplementary Table 2. Table containing unprocessed m/z peak intensity values detected in analyzed spots, indexed by the corresponding Sample ID (short).
DOI: 10.17632/yzsktrxh6y.1
title: Serum proteomic profiles in keratoconus, post-laser vision correction ectasia, and pellucid marginal degeneration

description: This dataset accompanies the manuscript titled 'Common and distinct features in serum proteomic profiles in keratoconus, post-laser vision correction ectasia, and pellucid marginal degeneration’ by Jaskiewicz-Rajewicz et al., submitted to Investigative Ophthalmology & Visual Science (IOVS).

In this study serum samples from 93 patients with keratoconus (KTCN), 10 patients with post-laser vision correction (PLVC) ectasia, 4 patients with pellucid marginal degeneration (PMD), and 44 controls were profiled using tandem matrix-assisted laser desorption/ionization time of flight/time of flight mass spectrometry (MALDI-TOF/TOF MS/MS). Clinical and environmental variables (e.g. allergy/atopy/asthma, eye rubbing intensity), together with ophthalmologic parameters (K1, K2, Kmax, TCT, anterior/posterior elevation), were assessed in the principal component analysis (PCA), Weighted Gene Co-expression Network Analysis (WGCNA), Mann–Whitney feature testing, linear modelling, and Spearman correlation and other analyses. 

The data was processed on 10 December 2025.

Mendeley Supplementary Table 1. Table containing sample metadata, including Sample ID (short), corresponding Patient ID, study subgroup, sex, and age.
Mendeley Supplementary Table 2. Table containing unprocessed m/z peak intensity values detected in analyzed spots, indexed by the corresponding Sample ID (short).
DOI: 10.17632/9xt992shzp.1
title: Replication Package: Transfer Entropy Causal Discovery in Environmental Economics

description: Replication data and code for "Transfer Entropy Causal Discovery in Environmental Economics: A New Framework for Identifying the Environmental Phillips Curve" . Contains the ManyIVsNets R package, panel datasets (49 countries, 1991-2021), supplementary estimation scripts (dynamic panel IV, GMM, Granger causality, Hansen J-tests), and a detailed README. All raw data sourced from Our World in Data (CO2 emissions) and World Bank World Development Indicators (unemployment, GDP, trade, renewable energy)
DOI: 10.17632/55p2327r9x
title: Modest Effects of Light on the Temporal Dynamics of Mouse Social Behaviors

description: Raw data
DOI: 10.17632/55p2327r9x.1
title: Modest Effects of Light on the Temporal Dynamics of Mouse Social Behaviors

description: Raw data
DOI: 10.17632/szzmg6v9kt.1
title: Data Replication for Paper: Policy uncertainty and optimal provision of public information

description: This package contains the data and code required to replicate the stylized facts, theoretical discussions, and numerical proofs presented in the main manuscript and Appendix.
DOI: 10.17632/zf43g7shrh
title: Ms.

description: Data on Grazing Intensity Modulation of Precipitation Pulse Impacts on Soil Moisture, Carbon Fractions, and Enzyme Activities in Grasslands
DOI: 10.17632/zf43g7shrh.1
title: Ms.

description: Data on Grazing Intensity Modulation of Precipitation Pulse Impacts on Soil Moisture, Carbon Fractions, and Enzyme Activities in Grasslands
DOI: 10.5281/zenodo.18650676
title: quercus_toumeyi_spades_02.fasta.gz
DOI: 10.5281/zenodo.18650675
title: quercus_toumeyi_spades_02.fasta.gz
DOI: 10.15468/dl.664632
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melissodes pullatellus"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020733-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3ym3z3sd48
title: Tables S1-S4 for the paper on Cu isotope geochemistry in continental flood basalts

description: The data supporting the study of Cu isotope geochemistry in continental flood basalts, including:
Table S1. Published Cu elemental and isotopic data for igneous rocks and magmatic sulfide ores
Table S2. Comparisons between Cu isotopic compositions (per mil) of reference materials from this study and literature data
Table S3. Whole-rock major-trace element compositions, including platinum-group elements, and Sr-Nd-Hf isotopic data for the Siberian Trap continental flood basalts in the Norilsk region
Table S4. Modeling calculation for Cu isotope fractionation during sulfide segregation
DOI: 10.17632/3ym3z3sd48.1
title: Tables S1-S4 for the paper on Cu isotope geochemistry in continental flood basalts

description: The data supporting the study of Cu isotope geochemistry in continental flood basalts, including:
Table S1. Published Cu elemental and isotopic data for igneous rocks and magmatic sulfide ores
Table S2. Comparisons between Cu isotopic compositions (per mil) of reference materials from this study and literature data
Table S3. Whole-rock major-trace element compositions, including platinum-group elements, and Sr-Nd-Hf isotopic data for the Siberian Trap continental flood basalts in the Norilsk region
Table S4. Modeling calculation for Cu isotope fractionation during sulfide segregation
DOI: 10.17632/xbdtz2ypjt
title: Replication_Registration_System_Reform_ Information_Disclosure

description: This replication package examines how market-based stock market reforms impact corporate information disclosure quality through institutional investor behavior. Using PSM-DID analysis of Chinese A-share listed firms (2014-2022), the anonymized data reveals that deregulation significantly improves both accounting and textual disclosure quality. The mechanism analysis demonstrates this effect operates through institutional investors' enhanced monitoring ("voice") rather than exit threats. Data was collected from CSMAR, RESSET databases, and manual sourcing. To comply with third-party licensing agreements and to ensure consistency in data handling, all proprietary numeric variables—including those from commercial databases and my own manual collection—have been replaced with randomized placeholders. These placeholders preserve the original data's sample size, mean, standard deviation, and variable names.
DOI: 10.17632/xbdtz2ypjt.1
title: Replication_Registration_System_Reform_ Information_Disclosure

description: This replication package examines how market-based stock market reforms impact corporate information disclosure quality through institutional investor behavior. Using PSM-DID analysis of Chinese A-share listed firms (2014-2022), the anonymized data reveals that deregulation significantly improves both accounting and textual disclosure quality. The mechanism analysis demonstrates this effect operates through institutional investors' enhanced monitoring ("voice") rather than exit threats. Data was collected from CSMAR, RESSET databases, and manual sourcing. To comply with third-party licensing agreements and to ensure consistency in data handling, all proprietary numeric variables—including those from commercial databases and my own manual collection—have been replaced with randomized placeholders. These placeholders preserve the original data's sample size, mean, standard deviation, and variable names.
DOI: 10.17632/mmpn9bmx5c
title: A study of Dephosphorylation at Ser548 regulates hemocyanin-derived antibacterial peptides and immune defense in Penaeus vannamei. Feng et al.

description: Original SDS-PAGE and western blot images
DOI: 10.17632/mmpn9bmx5c.1
title: A study of Dephosphorylation at Ser548 regulates hemocyanin-derived antibacterial peptides and immune defense in Penaeus vannamei. Feng et al.

description: Original SDS-PAGE and western blot images
DOI: 10.17632/g784m44kgs
title: FANCA-dependent FEN1 recruitment suppresses transcription-replication conflicts and PARPi sensitivity

description: Original Western blot imaging data for the associated manuscript.
DOI: 10.17632/g784m44kgs.1
title: FANCA-dependent FEN1 recruitment suppresses transcription-replication conflicts and PARPi sensitivity

description: Original Western blot imaging data for the associated manuscript.
DOI: 10.17632/h4bxjk84jb
title: Spear-Phishing en español: dataset de correos dirigidos con señales de personalización (SpearPhishMX)

description: El español se utiliza ampliamente en campañas de phishing en el mundo real; sin embargo, los corpus públicos disponibles suelen centrarse en phishing genérico y rara vez permiten estudiar de forma sistemática el carácter dirigido (personalizado) que distingue al spear-phishing, ni ofrecen versiones publicables que reduzcan el riesgo de exponer información sensible. En consecuencia, parte de la investigación en español termina abordando el problema como una detección binaria sin capturar con suficiente fidelidad señales observables de personalización y sin controles de seguridad adecuados para el intercambio de datos.

Spear Phishing en español (SpearPhishMX) aborda esta brecha proporcionando un conjunto de 3,006 correos electrónicos en español etiquetados para clasificación binaria (etiqueta=1 spear-phishing; etiqueta=0 legítimo). Cada registro se identifica mediante una clave hash estable e incluye asunto y una representación del cuerpo preparada para investigación y análisis reproducible. El dataset incorpora una capa de atributos derivados útiles para evaluación comparativa y XAI, incluyendo estadísticas de URLs (p. ej., conteo_urls, urls_desactivadas) y variables para caracterizar personalización dirigida (p. ej., dirigido_a_persona_v2, destinatario_detectado_v2, destinatario_tiene_apellido_v2, destinatario_normalizado).

Un componente definitorio es su enfoque de publicación responsable. La versión pública incluye cuerpo_sanitizado, donde se anonimiza información potencialmente sensible (por ejemplo, correos, teléfonos y patrones fiscales/financieros) mediante marcadores y se desactivan URLs (defanged) para evitar clics accidentales. Adicionalmente, se ofrece un paquete de acceso restringido que conserva una representación más cercana al texto original, pero igualmente protegida mediante redacción de PII y defang de enlaces, con fines de auditoría y trazabilidad.

El conjunto de datos se distribuye en CSV (UTF-8, separador “;”) y se acompaña de documentación (README) y un esquema JSON de columnas para facilitar reutilización. SpearPhishMX se publica exclusivamente para investigación defensiva en ciberseguridad, ML/NLP y explicabilidad; no debe emplearse para campañas ofensivas ni para reactivar/operacionalizar enlaces.
DOI: 10.17632/h4bxjk84jb.2
title: Spear-Phishing en español: dataset de correos dirigidos con señales de personalización (SpearPhishMX)

description: El español se utiliza ampliamente en campañas de phishing en el mundo real; sin embargo, los corpus públicos disponibles suelen centrarse en phishing genérico y rara vez permiten estudiar de forma sistemática el carácter dirigido (personalizado) que distingue al spear-phishing, ni ofrecen versiones publicables que reduzcan el riesgo de exponer información sensible. En consecuencia, parte de la investigación en español termina abordando el problema como una detección binaria sin capturar con suficiente fidelidad señales observables de personalización y sin controles de seguridad adecuados para el intercambio de datos.

Spear Phishing en español (SpearPhishMX) aborda esta brecha proporcionando un conjunto de 3,006 correos electrónicos en español etiquetados para clasificación binaria (etiqueta=1 spear-phishing; etiqueta=0 legítimo). Cada registro se identifica mediante una clave hash estable e incluye asunto y una representación del cuerpo preparada para investigación y análisis reproducible. El dataset incorpora una capa de atributos derivados útiles para evaluación comparativa y XAI, incluyendo estadísticas de URLs (p. ej., conteo_urls, urls_desactivadas) y variables para caracterizar personalización dirigida (p. ej., dirigido_a_persona_v2, destinatario_detectado_v2, destinatario_tiene_apellido_v2, destinatario_normalizado).

Un componente definitorio es su enfoque de publicación responsable. La versión pública incluye cuerpo_sanitizado, donde se anonimiza información potencialmente sensible (por ejemplo, correos, teléfonos y patrones fiscales/financieros) mediante marcadores y se desactivan URLs (defanged) para evitar clics accidentales. Adicionalmente, se ofrece un paquete de acceso restringido que conserva una representación más cercana al texto original, pero igualmente protegida mediante redacción de PII y defang de enlaces, con fines de auditoría y trazabilidad.

El conjunto de datos se distribuye en CSV (UTF-8, separador “;”) y se acompaña de documentación (README) y un esquema JSON de columnas para facilitar reutilización. SpearPhishMX se publica exclusivamente para investigación defensiva en ciberseguridad, ML/NLP y explicabilidad; no debe emplearse para campañas ofensivas ni para reactivar/operacionalizar enlaces.
DOI: 10.17632/66dm3vs3g2
title: Data and Materials for: Statewide Intensification of Harmful Algal Blooms Across California Lakes and Reservoirs

description: Scripts, auxiliary, and shapefiles for paper: Statewide Intensification of Harmful Algal Blooms Across California Lakes and Reservoirs by Barreto Martinez et al. (2026)
DOI: 10.17632/66dm3vs3g2.2
title: Data and Materials for: Statewide Intensification of Harmful Algal Blooms Across California Lakes and Reservoirs

description: Scripts, auxiliary, and shapefiles for paper: Statewide Intensification of Harmful Algal Blooms Across California Lakes and Reservoirs by Barreto Martinez et al. (2026)
DOI: 10.15468/dl.q72e57
title: Occurrence Download

description: A dataset containing 5068 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Inga punctata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 5068 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020734-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/k76ry88zgh
title: Mex in Eur

description: The database consists of a systematically coded collection of qualitative interviews conducted with Mexican women married to European men and residing across various European countries. The dataset includes fully transcribed narratives that explore migration trajectories, intercultural relationships, identity negotiation, family dynamics, and social integration processes.

Each interview has been thematically coded to identify recurring patterns, key categories, and emerging concepts, enabling comparative analysis across participants and national contexts. The structure of the database allows for both in-depth individual case analysis and cross-case examination, supporting rigorous qualitative interpretation and facilitating the identification of gendered, transnational, and socio-cultural dynamics shaping the lived experiences of Mexican women in intercultural marriages in Europe.
DOI: 10.17632/k76ry88zgh.1
title: Mex in Eur

description: The database consists of a systematically coded collection of qualitative interviews conducted with Mexican women married to European men and residing across various European countries. The dataset includes fully transcribed narratives that explore migration trajectories, intercultural relationships, identity negotiation, family dynamics, and social integration processes.

Each interview has been thematically coded to identify recurring patterns, key categories, and emerging concepts, enabling comparative analysis across participants and national contexts. The structure of the database allows for both in-depth individual case analysis and cross-case examination, supporting rigorous qualitative interpretation and facilitating the identification of gendered, transnational, and socio-cultural dynamics shaping the lived experiences of Mexican women in intercultural marriages in Europe.
DOI: 10.15468/dl.gdkgfa
title: Occurrence Download

description: A dataset containing 265870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen)",
 "Geometry POLYGON((-91 30.14,-75.59 30.14,-75.59 35.3,-91 35.3,-91 30.14))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY-NC 4.0, CC-BY 4.0, CC0 1.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 265870 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020688-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25446/oxford.31324879
title: Research data for "Symmetric Tensor Scars with Tunable Entanglement from Volume to Area Law"

description: Contains research data for the project on constructing symmetric tensor scars and the associated paper "Symmetric tensor scars with tunable entanglement from volume to area law".The folder "fig1" contains data files for Fig.1 (b)-(d) in the paper. The file "s2_bell_N=3999.csv" and "s2_bell_N=4000.csv" contains data for all distinct states for system sizes N=3999 and 4000, respectively. "s2_bell_perp_upto_4000.csv" contains data along the red dashed line in Fig.1 (b) for all system sizes upto N=4000.The folder "fig2" contains data files for Fig.2 (a)-(d) in the paper. "R2all.dat" contains data for Fig.2(a), and "S2.dat" is the corresponding color bar. Other data files are named according to the state labels in Fig.2(b)-(d).