cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.frn3x4
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calochortus uniflorus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 232 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011010-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gxtkh9bggt.1
title: Supplementary Table 1. Summary of Chemical Peel–Related Legal Cases (n = 37)

description: Supplementary Table 1.
Summary of Chemical Peel–Related Legal Cases (n = 37)
DOI: 10.15468/dl.ecdzgg
title: Occurrence Download

description: A dataset containing 4327039 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (THA, MYS, IDN, BRN)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2021-2023"
 ]
}

 The dataset includes 4327039 records from 220 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010933-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqftwb
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Actinodaphne henryi",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 61 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011012-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3wsgsmypxg.1
title: Eclipse Plot (portable version) - Windows - v1.0.0

description: An open-source portable app to create publication-ready visualizations of risk-of-bias assessments using the ROBUST-RCT tool.
DOI: 10.17617/3.28jdff
title: Data for the paper "A kinetic model to simulate charge flow through an electro-chemical half-cell" https://doi.org/10.1063/5.0295632

description: This repository contains the data and scripts necessary to reproduce the results presented in the manuscript "A kinetic model to simulate charge flow through an electro-chemical half-cell" https://doi.org/10.1063/5.0295632. There, we present a Monte Carlo model of electron transfer at an idealised electrode–electrolyte interface that couples surface electron hopping with ionic diffusion to simulate steady-state currents and quantify their dependence on electrode charge, electrolyte properties, and electron-transfer kinetics.
DOI: 10.17632/kbft8zswzd
title: Measuring Corruption from Household Income and Consumption Micro-Data: An International Perspective

description: File: Replication Package
Paper Title:
Measuring Corruption from Household Income and Consumption Micro-Data: An International Perspective
Authors:
 Nicolas Sarullo (University of California, Berkeley)
 Prof. Yuriy Gorodnichenko (University of California, Berkeley)
 Prof. Tatyana Deryugina (University of Illinois, Urbana-Champaign)
 James Hodson (AI for Good)
 Ilona Sologoub (VoxUkraine)
 Prof. Anastassia Fedyk (University of California, Berkeley)
Date: February 11, 2026

Overview:
This replication package provides all publicly available data along with code and instructions required to reproduce the empirical results of the research paper. The data is sourced from numerous household and individual level country survey data which are harmonized for analysis. These data are utilized to construct an objective measure of corruption in the public sector for a broad spectrum of countries using consumption-income gaps for public sector workers relative to private sector workers.

The package was created to allow independent verification of the statistical findings reported in the paper. Processed and shuffled data are included for confidential sources in order to fulfill confidentiality agreements and minimize user friction.
DOI: 10.17632/kbft8zswzd.1
title: Measuring Corruption from Household Income and Consumption Micro-Data: An International Perspective

description: File: Replication Package
Paper Title:
Measuring Corruption from Household Income and Consumption Micro-Data: An International Perspective
Authors:
 Nicolas Sarullo (University of California, Berkeley)
 Prof. Yuriy Gorodnichenko (University of California, Berkeley)
 Prof. Tatyana Deryugina (University of Illinois, Urbana-Champaign)
 James Hodson (AI for Good)
 Ilona Sologoub (VoxUkraine)
 Prof. Anastassia Fedyk (University of California, Berkeley)
Date: February 11, 2026

Overview:
This replication package provides all publicly available data along with code and instructions required to reproduce the empirical results of the research paper. The data is sourced from numerous household and individual level country survey data which are harmonized for analysis. These data are utilized to construct an objective measure of corruption in the public sector for a broad spectrum of countries using consumption-income gaps for public sector workers relative to private sector workers.

The package was created to allow independent verification of the statistical findings reported in the paper. Processed and shuffled data are included for confidential sources in order to fulfill confidentiality agreements and minimize user friction.
DOI: 10.15468/dl.mqvdzz
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Curculionichthys karipuna",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011011-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/k8pkgc9r59
title: Original Data - TEM-EDS and EPMA

description: Tab.1-EPMA date-Mineral chemical composition of three typical clasts with glassy silica veinlets in NWA 147o1
Tab.2-EPMA-Compositions of chromites and chromian ulvospinels in HEDs from Mittlefehldt (2015)
Tab.3-TEM EDS date Point-l in Tab.2
Tab.4-TEM-EDS data Point-2 in Tab.2
DOI: 10.17632/k8pkgc9r59.1
title: Original Data - TEM-EDS and EPMA

description: Tab.1-EPMA date-Mineral chemical composition of three typical clasts with glassy silica veinlets in NWA 147o1
Tab.2-EPMA-Compositions of chromites and chromian ulvospinels in HEDs from Mittlefehldt (2015)
Tab.3-TEM EDS date Point-l in Tab.2
Tab.4-TEM-EDS data Point-2 in Tab.2
DOI: 10.17632/wt2w6dzrky
title: Mexican Freshwater Fish: Identifying Conservation Priorities and High-Risk Areas for Fisheries under Climate Change

description: This repository contains the geographic occurrence records of Mexican freshwater fish species of alimentary importance used for ecological niche modeling, as well as the resulting distribution maps (in raster format) generated under baseline and climate change scenarios.
DOI: 10.17632/wt2w6dzrky.1
title: Mexican Freshwater Fish: Identifying Conservation Priorities and High-Risk Areas for Fisheries under Climate Change

description: This repository contains the geographic occurrence records of Mexican freshwater fish species of alimentary importance used for ecological niche modeling, as well as the resulting distribution maps (in raster format) generated under baseline and climate change scenarios.
DOI: 10.6084/m9.figshare.30581129.v5
title: DeepEvo

description: The identification of adaptively driven genes underlying human evolutionary traits remains a key challenge in evolutionary genomics. Here we present DeepEvo, an interpretable Siamese neural network that predicts cross-species expression differences from orthologous sequences while pinpointing evolutionary regulatory variants. DeepEvo outperforms existing methods in cross-species modeling, with validation through documented annotations and single-base perturbation assays (MPRA/Perturb-seq). We discover that unlike population-level variations that predominantly disrupt existing regulatory motifs, evolutionary regulatory variants frequently enhance existing motifs over longer timescales. These variants are enriched in disease-associated regions, indicating their shared functions underlying human evolution and disease. Furthermore, analysis of their combinatorial cis-regulation revealed an ‘additive effect’ model. Within this framework, genes can maintain global stability through compensatory changes, while simultaneously achieving precise, cell-type-specific expression changes. This insight led to a ‘concerted drive’ strategy, prioritizing four adaptively driven genes that function across multiple systems, based on coordinated pushes from multiple evolutionary regulatory elements. As validation, we focused on PRKD2, upregulated in humans through concordant cis-regulatory changes. PRKD2-depleted rhesus macaques exhibited multi-system alterations—including reduced neuronal activity, decreased dendritic complexity, altered functional connectivity of brain, elevated insulin levels and lymphocyte counts—recapitulating key human-rhesus phenotypic differences. Our framework deciphers the cis-regulatory grammar of human transcriptome evolution and provides an effective strategy for identifying adaptively driven genes, generalizable to other cross-species comparisons.
DOI: 10.17632/sd6w4ff2d8
title: GDF10 preserves stromal homeostasis and metabolic resilience

description: GDF10 preserves stromal homeostasis and metabolic resilience
DOI: 10.17632/sd6w4ff2d8.1
title: GDF10 preserves stromal homeostasis and metabolic resilience

description: GDF10 preserves stromal homeostasis and metabolic resilience
DOI: 10.17632/nfzs2gvjhs
title: MUSDN-ICP-QMS data

description: origin data of MUSDN-ICP-QMS paper
DOI: 10.17632/nfzs2gvjhs.1
title: MUSDN-ICP-QMS data

description: origin data of MUSDN-ICP-QMS paper
DOI: 10.2908/trng_cvt_04n1
title: Enterprises providing training by participation intensity, type of training and NACE Rev. 1.1 activity - % of training enterprises (2005)
title: Entreprises formatrices par intensité de la participation, type d'apprentissage et activité de la NACE Rév. 1.1 - % de toutes les entreprises formatrices (2005)
title: Weiterbildende Unternehmen nach Teilnahmeintensität, Art der Weiterbildung und NACE Rev. 1.1 Tätigkeit - % aller weiterbildenden Unternehmen (2005)
DOI: 10.2908/trng_cvt_06n1
title: Enterprises providing training in previous year by type of training and NACE Rev. 1.1 activity - % of all enterprises (2005)
title: Unternehmen, die im Vorjahr Weiterbildung bereitstellten, nach Art der Weiterbildung und NACE Rev. 1.1 Tätigkeit - % aller Unternehmen (2005)
title: Entreprises fournissant de la FPC dans l'année précédente par type d'apprentissage et activité de la NACE Rév. 1.1 - % de toutes les entreprises (2005)
DOI: 10.2908/trng_cvt_07n1
title: Unternehmen mit BWB-Planung nach Art der Planung, Art der Weiterbildung und NACE Rev. 1.1 Tätigkeit - % aller Unternehmen (2005)
title: Enterprises with CVT planning by type of planning, type of training provided and NACE Rev. 1.1 activity - % of all enterprises (2005)
title: Entreprises qui planifient la FPC par type de planification, type d'apprentissage et activité de la NACE Rév. 1.1 - % de toutes les entreprises (2005)
DOI: 10.2908/trng_cvt_08n1
title: Unternehmen mit BWB-Vereinbarung nach Art der Vereinbarung, Art der Weiterbildung und NACE Rev. 1.1 Tätigkeit - % aller Unternehmen (2005)
title: Enterprises with CVT agreement by type of agreement, type of training provided and NACE Rev. 1.1 activity - % of all enterprises (2005)
title: Entreprises avec accord de FPC par type d'accord, type d'apprentissage et activité de la NACE Rév. 1.1 - % de toutes les entreprises (2005)
DOI: 10.2908/trng_cvt_09n1
title: Enterprises with staff representatives involved in the management of CVT by type of involvement and NACE Rev. 1.1 activity - % of all enterprises (2005)
title: Entreprises dans lesquelles les représentants du personnel participent à la gestion de FPC par type d'implication et activité de la NACE Rév. 1.1 - % de toutes les entreprises (2005)
title: Unternehmen, in denen Personalvertreter an der BWB-Verwaltung beteiligt sind, nach Art der Beteiligung und NACE Rev. 1.1 Tätigkeit - % aller Unternehmen (2005)
DOI: 10.2908/trng_cvt_12n1
title: Participants in CVT courses by sex and NACE Rev. 1.1 activity - % of persons employed in all enterprises (2005)
title: Participants aux cours FPC par sexe et activité de la NACE Rév. 1.1 - % de personnes occupées dans toutes les entreprises (2005)
title: Teilnehmer an BWB-Kursen nach Geschlecht und NACE Rev. 1.1 Tätigkeit - % der Beschäftigten in allen Unternehmen (2005)
DOI: 10.2908/trng_cvt_13n1
title: Participants in CVT courses by sex and NACE Rev. 1.1 activity - % of persons employed in enterprises providing CVT courses (2005)
title: Participants aux cours FPC par sexe et activité de la NACE Rév. 1.1 - % de personnes occupées dans toutes les entreprises fournissant des cours FPC (2005)
title: Teilnehmer an BWB-Kursen nach Geschlecht und NACE Rev. 1.1 Tätigkeit - % der Beschäftigten in allen Unternehmen mit BWB-Kursen (2005)
DOI: 10.2908/trng_cvt_14n1
title: Participants aux cours FPC par type de planification FPC et activité de la NACE Rév. 1.1 - % de personnes occupées dans toutes les entreprises (2005)
title: Teilnehmer an BWB-Kursen nach Art der BWB-Planung und NACE Rev. 1.1 Tätigkeit - % der Beschäftigten in allen Unternehmen (2005)
title: Participants in CVT courses by type of CVT planning and NACE Rev. 1.1 activity - % of persons employed in all enterprises (2005)
DOI: 10.2908/trng_cvt_15n1
title: Teilnehmer an BWB-Kursen nach Art der BWB-Vereinbarung und NACE Rev. 1.1 Tätigkeit - % der Beschäftigten in allen Unternehmen (2005)
title: Participants aux cours FPC par type d'accord FPC et activité de la NACE Rév. 1.1 - % de personnes occupées dans toutes les entreprises (2005)
title: Participants in CVT courses by type of CVT agreement and NACE Rev. 1.1 activity - % of persons employed in all enterprises (2005)
DOI: 10.2908/trng_cvt_16n1
title: Cost of CVT courses by type and NACE Rev. 1.1 activity - % of total labour cost of all enterprises (2005)
title: Kosten der BWB-Kurse nach Art und NACE Rev. 1.1 Tätigkeit - % der Gesamtarbeitskosten aller Unternehmen (2005)
title: Coûts des cours FPC par type et activité de la NACE Rév. 1.1 - % de coûts totaux de la main-d'oeuvre de toutes les entreprises (2005)
DOI: 10.2908/trng_cvt_17n1
title: Coûts des cours FPC par type et activité de la NACE Rév. 1.1 - par personne occupée dans toutes les entreprises (2005)
title: Kosten der BWB-Kurse nach Art und NACE Rev. 1.1 Tätigkeit - je Beschäftigten in allen Unternehmen (2005)
title: Cost of CVT courses by type and NACE Rev 1.1 activity - per person employed in all enterprises (2005)
DOI: 10.2908/trng_cvt_18n1
title: Kosten der BWB-Kurse nach Art und NACE Rev. 1.1 Tätigkeit - je Beschäftigten in Unternehmen mit BWB-Kursen (2005)
title: Cost of CVT courses by type and NACE Rev 1.1 activity - per person employed in enterprises providing CVT courses (2005)
title: Coûts des cours FPC par type et activité de la NACE Rév. 1.1 - par personne occupée dans toutes les entreprises fournissant des cours FPC (2005)
DOI: 10.2908/trng_cvt_19n1
title: Kosten der BWB-Kurse nach Art und NACE Rev. 1.1 Tätigkeit - je Teilnehmer (2005)
title: Coûts des cours FPC par type et activité de la NACE Rév. 1.1 - par participant (2005)
title: Cost of CVT courses by type and NACE Rev. 1.1 activity - per participant (2005)
DOI: 10.17632/k7ry3tyvrr
title: Information of 60 ground motion records

description: A total of 60 ground motion records were selected for this study. All data are publicly available and can be accessed from the PEER NGA-West2 database at https://ngawest2.berkeley.edu/.
DOI: 10.2908/trng_cvt_20n1
title: Kosten der BWB-Kurse nach Art und NACE Rev. 1.1 Tätigkeit - je Weiterbildungsstunde (2005)
title: Cost of CVT courses by type and NACE Rev. 1.1 activity - per training hour (2005)
title: Coûts des cours FPC par type et activité de la NACE Rév. 1.1 - par heure de formation (2005)
DOI: 10.2908/trng_cvt_34n1
title: Entreprises employant des participants de la FPI par activité de la NACE Rév. 1.1 - % de toutes les entreprises (2005)
title: Enterprises employing IVT participants by NACE Rev. 1.1 activity - % of all enterprises (2005)
title: Unternehmen, die BEA-Teilnehmer beschäftigen, nach NACE Rev. 1.1 Tätigkeit - % aller Unternehmen (2005)
DOI: 10.17632/k7ry3tyvrr.1
title: Information of 60 ground motion records

description: A total of 60 ground motion records were selected for this study. All data are publicly available and can be accessed from the PEER NGA-West2 database at https://ngawest2.berkeley.edu/.
DOI: 10.15468/dl.ypcpp8
title: Occurrence Download

description: A dataset containing 16317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trema micranthum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 16317 records from 502 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011013-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fj4krvmrr5
title: MIXED PCB DEFECT DATASET

description: This dataset contains images focusing on printed circuit boards (PCBs) and their defects. To maintain uniformity, the images are resized to a standard 640 x 640 pixels. To increase the dataset's realism and relevance for real-time sensor applications, intentional augmentation was applied, adding extra defects to simulate real-world scenarios in PCB manufacturing. Various augmentation techniques were used to diversify the dataset, ensuring better algorithm performance during training and evaluation. The dataset features annotations that precisely label the induced defects, such as missing holes, mouse bites, open circuits, shorts, spurs, and spurious copper issues. With its precise annotations and intentional augmentation, this dataset is a valuable resource for advancing research in real-time PCB defect detection and classification.


If you used the dataset, please cite the following paper:

Kumar Ancha, V., Sibai, F. N., Gonuguntla, V., & Vaddi, R. (2024). Utilizing YOLO Models for Real-World Scenarios: Assessing Novel Mixed Defect Detection Dataset in PCBs. IEEE Access, 12, 100983-100990. https://doi.org/10.1109/ACCESS.2024.3430329
DOI: 10.15468/dl.rrpgp2
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardiocrinum cathayanum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 74 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011015-260208012135463/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.31323634
title: RNA-Seq data from Zourray et al

description: This dataset contains bulk RNA-sequencing data generated for the study “Prenatal sodium channel dysfunction in Dravet syndrome alters cortical development.” RNA-seq was performed on human cortical organoids and cortical organoid assemblies derived from induced pluripotent stem cells (iPSCs) from two individuals with Dravet syndrome and their corresponding isogenic control lines. Libraries were prepared from total/bulk mRNA and sequenced as paired-end reads. The dataset is intended to enable transcriptomic analyses of early cortical developmental changes associated with Dravet syndrome in an isogenic background. The data provided here is the unnormalized count matrix produced with the following workflow: Trimmomatic &gt; STAR aligned to hg38 &gt; FeatureCounts using Gencodev46. STAR was used with the default settings. For feature counts the following setting were used: -B Require both reads in a paired-end fragment to be successfully aligned; -s Library strandness setting (0 = unstranded); -p Indicates paired-end sequencing data; -M Include multi-mapping reads in counting; --fraction; Assign fractional counts to multi-mapping reads (e.g. 1/N per alignment)
DOI: 10.6084/m9.figshare.31323634.v1
title: RNA-Seq data from Zourray et al

description: This dataset contains bulk RNA-sequencing data generated for the study “Prenatal sodium channel dysfunction in Dravet syndrome alters cortical development.” RNA-seq was performed on human cortical organoids and cortical organoid assemblies derived from induced pluripotent stem cells (iPSCs) from two individuals with Dravet syndrome and their corresponding isogenic control lines. Libraries were prepared from total/bulk mRNA and sequenced as paired-end reads. The dataset is intended to enable transcriptomic analyses of early cortical developmental changes associated with Dravet syndrome in an isogenic background. The data provided here is the unnormalized count matrix produced with the following workflow: Trimmomatic &gt; STAR aligned to hg38 &gt; FeatureCounts using Gencodev46. STAR was used with the default settings. For feature counts the following setting were used: -B Require both reads in a paired-end fragment to be successfully aligned; -s Library strandness setting (0 = unstranded); -p Indicates paired-end sequencing data; -M Include multi-mapping reads in counting; --fraction; Assign fractional counts to multi-mapping reads (e.g. 1/N per alignment)
DOI: 10.17632/fj4krvmrr5.4
title: MIXED PCB DEFECT DATASET

description: This dataset contains images focusing on printed circuit boards (PCBs) and their defects. To maintain uniformity, the images are resized to a standard 640 x 640 pixels. To increase the dataset's realism and relevance for real-time sensor applications, intentional augmentation was applied, adding extra defects to simulate real-world scenarios in PCB manufacturing. Various augmentation techniques were used to diversify the dataset, ensuring better algorithm performance during training and evaluation. The dataset features annotations that precisely label the induced defects, such as missing holes, mouse bites, open circuits, shorts, spurs, and spurious copper issues. With its precise annotations and intentional augmentation, this dataset is a valuable resource for advancing research in real-time PCB defect detection and classification.


If you used the dataset, please cite the following paper:

Kumar Ancha, V., Sibai, F. N., Gonuguntla, V., & Vaddi, R. (2024). Utilizing YOLO Models for Real-World Scenarios: Assessing Novel Mixed Defect Detection Dataset in PCBs. IEEE Access, 12, 100983-100990. https://doi.org/10.1109/ACCESS.2024.3430329
DOI: 10.17632/ngccdnm79k.4
title: Coordinated cadmium immobilization and translocation inhibition in the soil-tomato (Solanum lycopersicum L.) system via a Biochar-PGPR Consortium-AMF tripartite strategy

description: Original Data for the Paper
DOI: 10.15468/dl.2qwm5x
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Cyperus babakan"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011017-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4xc9ytwkfr
title: dual peer effect dataset

description: This replication package contains all the data and code used for research paper "Dual peer effect and cross-stock predictability".