cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18264841
title: Dataset for: Human Error Factors and Accident Costs in Korean Railway Accidents (2011–2025)

description: This dataset contains the extracted and anonymized data used in the article"Human Error Factors and Accident Costs in Korean Railway Accidents".

It includes 105 observations with accident cost and eight binary human error indicators (C1–C8), constructed from official investigation reports published by the Aviation and Railway Accident Investigation Board (ARAIB) of the Republic of Korea.

The dataset is sufficient to reproduce all statistical analyses reported in the paper.
DOI: 10.5281/zenodo.18310485
title: Reproducible data and code for: Assessing Human Error Contributions to Railway Accident Causation

description: This repository contains the anonymized dataset and the full analysis code used in the study:

"Assessing Human Error Contributions to Railway Accident Causation: Evidence from Accident Investigation Reports in Korea".

The package includes:- An anonymized dataset of 105 accident cases, including the constructed C1–C8 variables and accident cost.- A Jupyter notebook containing all code required to reproduce the statistical analyses and figures reported in the paper.

The original data sources are the official railway accident investigation reports published by the Aviation and Railway Accident Investigation Board (ARAIB) of the Republic of Korea, which are publicly available in Korean via the ARAIB website. Due to institutional and copyright-related restrictions, the full set of original reports cannot be redistributed.

All results reported in the paper can be reproduced by running the provided notebook using the included dataset.
DOI: 10.5281/zenodo.18310486
title: Reproducible data and code for: Assessing Human Error Contributions to Railway Accident Causation

description: This repository contains the anonymized dataset and the full analysis code used in the study:

"Assessing Human Error Contributions to Railway Accident Causation: Evidence from Accident Investigation Reports in Korea".

The package includes:- An anonymized dataset of 105 accident cases, including the constructed C1–C8 variables and accident cost.- A Jupyter notebook containing all code required to reproduce the statistical analyses and figures reported in the paper.

The original data sources are the official railway accident investigation reports published by the Aviation and Railway Accident Investigation Board (ARAIB) of the Republic of Korea, which are publicly available in Korean via the ARAIB website. Due to institutional and copyright-related restrictions, the full set of original reports cannot be redistributed.

All results reported in the paper can be reproduced by running the provided notebook using the included dataset.
DOI: 10.15468/dl.bns88n
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((140.76137 38.15776,141.00984 38.15776,141.00984 38.35851,140.76137 38.35851,140.76137 38.15776))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cuculus canorus"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011548-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24mzx4
title: Occurrence Download

description: A dataset listing the 2245 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Arizona State University Vascular Plant Herbarium",
 "Geometry POLYGON((-111.32141 30.90511,-109.52276 30.90511,-109.52276 31.89973,-111.32141 31.89973,-111.32141 30.90511))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 2245 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011551-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.jim.00017
title: The data of the article "Construction of Z-type ZnWO4/Co3O4 Composite with Zn-O-Co interface bonds and Its Photocatalytic Degradation of tetracycline"
title: 《界面Zn-O-Co键构建Z型ZnWO4/Co3O4复合材料及其 光催化降解四环素》文章的关联数据

description: This data is all related to the content of the article "Construction of Z-type ZnWO4/Co3O4 Composite Materials with Interface Zn-O-Co Bonds and Their Photocatalytic Degradation of Tetracycline". 
description: This data is all related to the content of the article "Construction of Z-type ZnWO4/Co3O4 Composite Materials with Interface Zn-O-Co Bonds and Their Photocatalytic Degradation of Tetracycline".
DOI: 10.34740/kaggle/dsv/14618808
title: BITCOIN Historical Datasets 2018-2026 Binance API
DOI: 10.15468/dl.ruaj4j
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoeurycea unguidentis"
 ]
}

 The dataset includes 149 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011549-260120142942310/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.30422416.v1
title: Replication Package for "A11yArgus: Automated Detection and Empirical Analysis of Accessibility Issues in Android App"

description: This package contains the source code (via Anonymous GitHub) and replication data for the study. The package includes the A11yArgus and DroiBot tools, as well as results from the automated and manual evaluations.
DOI: 10.15468/dl.ck54rj
title: Occurrence Download

description: A dataset containing 5171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Silene armeria"
 ]
}

 The dataset includes 5171 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011550-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.395sdk
title: Occurrence Download

description: A dataset containing 8583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Prunus dulcis"
 ]
}

 The dataset includes 8583 records from 333 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011552-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18371442
title: The Role of MNX1-AS1 in Ovarian Cancer Resistance and Tumor Progression via RNA-RNA Interactions.

description: Ovarian cancer (OC) remains one of the deadliest gynecological malignancies, largely due to late diagnosis and the emergence of resistance to platinum-based chemotherapy. Long non-coding RNAs (lncRNAs) have recently emerged as key regulators of tumor progression and therapeutic adaptation. In this study, we performed integrative transcriptomic profiling of patient-derived TCGA samples and carboplatin-resistant A2780 (CBDCA-R-A2780) cells to identify conserved lncRNAs associated with chemoresistance. Our analyses revealed extensive transcriptional remodeling across both datasets, with MNX1-AS1 consistently emerging as a central deregulated transcript. Differential expression analysis showed its robust upregulation in resistant cells and tumor tissues, accompanied by strong correlations with epithelial–mesenchymal transition (EMT)-related transcription factors such as FOXA1 and SNAI2, and inverse associations with epithelial markers including CDH1. Computational predictions using RIblast further identified specific MNX1-AS1 binding regions with hundreds of candidate miRNAs and mRNAs. Notably, genes such as SNAI2, FOXA1, and ZEB1 exhibited strong predicted hybridization energies and were upregulated in both resistant and tumor models, suggesting direct RNA-RNA interactions contributing to mesenchymal programming. Additional interactors included genes linked to stress response (IER2, FOSB) and invasion (MMP11, MMP1). Collectively, these findings highlight MNX1-AS1 as a potential regulator of transcriptional reprogramming in OC, positioning it as a promising prognostic biomarker and potential therapeutic target for overcoming chemoresistance.
DOI: 10.5281/zenodo.18371441
title: The Role of MNX1-AS1 in Ovarian Cancer Resistance and Tumor Progression via RNA-RNA Interactions.

description: Ovarian cancer (OC) remains one of the deadliest gynecological malignancies, largely due to late diagnosis and the emergence of resistance to platinum-based chemotherapy. Long non-coding RNAs (lncRNAs) have recently emerged as key regulators of tumor progression and therapeutic adaptation. In this study, we performed integrative transcriptomic profiling of patient-derived TCGA samples and carboplatin-resistant A2780 (CBDCA-R-A2780) cells to identify conserved lncRNAs associated with chemoresistance. Our analyses revealed extensive transcriptional remodeling across both datasets, with MNX1-AS1 consistently emerging as a central deregulated transcript. Differential expression analysis showed its robust upregulation in resistant cells and tumor tissues, accompanied by strong correlations with epithelial–mesenchymal transition (EMT)-related transcription factors such as FOXA1 and SNAI2, and inverse associations with epithelial markers including CDH1. Computational predictions using RIblast further identified specific MNX1-AS1 binding regions with hundreds of candidate miRNAs and mRNAs. Notably, genes such as SNAI2, FOXA1, and ZEB1 exhibited strong predicted hybridization energies and were upregulated in both resistant and tumor models, suggesting direct RNA-RNA interactions contributing to mesenchymal programming. Additional interactors included genes linked to stress response (IER2, FOSB) and invasion (MMP11, MMP1). Collectively, these findings highlight MNX1-AS1 as a potential regulator of transcriptional reprogramming in OC, positioning it as a promising prognostic biomarker and potential therapeutic target for overcoming chemoresistance.
DOI: 10.5281/zenodo.18371484
title: Dataset: User Telemetry & Cross-Platform Metrics in a Digital Relaxation Intervention (2014-2025)

description: This dataset presents longitudinal user telemetry (N=1,355) from a non-guided digital relaxation intervention hosted on a Learning Management System (LMS) and its corresponding open-access mirror on YouTube. The data spans an 11-year observation period (May 2014 – Dec 2025).

The intervention follows the standardized curriculum of the book "El arte de la relajación", progressing through theoretical foundations, somatic regulation, autonomic control, and mindful attention. This structure allows for a cross-platform comparison between structured learning (LMS) and algorithmic consumption (YouTube). The dataset includes enrollment costs, progression logic, dropout points, and granular video retention metrics, offering real-world evidence on user adherence and the "instrumental use" of digital health tools.
DOI: 10.15468/dl.fezj8z
title: Occurrence Download

description: A dataset containing 45839 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erophila verna"
 ]
}

 The dataset includes 45839 records from 390 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011553-260120142942310/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.30422416
title: Replication Package for "A11yArgus: Automated Detection and Empirical Analysis of Accessibility Issues in Android Apps"

description: This package contains the source code (via Anonymous GitHub) and replication data for the study. The package includes the A11yArgus and DroiBot tools, as well as results from the automated and manual evaluations.
DOI: 10.6084/m9.figshare.30422416.v3
title: Replication Package for "A11yArgus: Automated Detection and Empirical Analysis of Accessibility Issues in Android Apps"

description: This package contains the source code (via Anonymous GitHub) and replication data for the study. The package includes the A11yArgus and DroiBot tools, as well as results from the automated and manual evaluations.
DOI: 10.6084/m9.figshare.30422416.v2
title: Replication Package for "A11yArgus: Automated Detection and Empirical Analysis of Accessibility Issues in Android App"

description: This package contains the source code (via Anonymous GitHub) and replication data for the study. The package includes the A11yArgus and DroiBot tools, as well as results from the automated and manual evaluations.
DOI: 10.5281/zenodo.16647114
title: Video and Data for 'Branch Orientation: A Potential Indicator of Stem Rehydration and Water Stress'

description: Stem rehydration and water stress are critical ecohydrological processes in temperate and boreal forests, shaping seasonal water balance and productivity. In snow‑dominated systems, the timing of rehydration signals the transition from winter dormancy to spring growth, yet low‑cost field indicators remain scarce.

This dataset documents synchronous stem radius changes and branch posture dynamics in balsam fir (Abies balsamea) during early and late spring (March–May 2022) in the Harp‑4 catchment, Muskoka River Watershed, Ontario, Canada (45°22′N, 79°6′W). High‑frequency dendrometer data were combined with time‑lapse imagery to capture freeze–thaw cycles, snowmelt recharge, and rainfall events, with supporting meteorological data from the Dorset Environmental Science Centre.

The repository includes the final compiled video (integrating imagery, dendrometer, and environmental data), processed dendrometer time series, and the code used for visualization. These data provide evidence that branch posture can serve as a qualitative, low‑cost indicator of stem rehydration and subsurface water availability, with further research encouraged across species and forest types.

Specifically, this repository contains:



README.txt (metadata and processing details)

Nehemy_Hackmann_McDonnell_VideoTimelapse_Harp4_Waving_Trees.MP4 (time-lapse video documentation)

Harp4_Dendrometer-radius_2022.csv (stem radius time series)

RScript-Dendrometer_animation-Nehemy_Hackmann_McDonnell_2025 (.RScript)


This dataset was used in the following publication:Nehemy, M. F., Hackmann, C., McDonnell, J.J. Branch Orientation: A Potential Indicator of Stem Rehydration and Water Stress. Hydrological Processes. Article DOI:10.1002/hyp.70389

Magali F. Nehemy and Christina A. Hackmann contributed equally to this study.

 

For inquiries regarding data use, please contact Magali Nehemy (magali.nehemy@ubc.ca).

This work was conducted on the traditional territory of the Anishinaabeg, including the Ojibway, Chippewa, and Algonquin peoples, whose care for this land continues to guide us. We thank Dr. Barbara (Moktthewenkwe) Wall for sharing her knowledge of the trees and waters, Huaxia Yao (Dorset Environmental Science Centre) for meteorological data, and Jim Buttle for early conversations on Harp‑4. Support was provided by the NSERC Discovery Grant Program (MFN, JJM) and the Dorothea Schlözer Program, University of Göttingen (CAH).
DOI: 10.5281/zenodo.18371436
title: Video and Data for 'Branch Orientation: A Potential Indicator of Stem Rehydration and Water Stress'

description: Stem rehydration and water stress are critical ecohydrological processes in temperate and boreal forests, shaping seasonal water balance and productivity. In snow‑dominated systems, the timing of rehydration signals the transition from winter dormancy to spring growth, yet low‑cost field indicators remain scarce.

This dataset documents synchronous stem radius changes and branch posture dynamics in balsam fir (Abies balsamea) during early and late spring (March–May 2022) in the Harp‑4 catchment, Muskoka River Watershed, Ontario, Canada (45°22′N, 79°6′W). High‑frequency dendrometer data were combined with time‑lapse imagery to capture freeze–thaw cycles, snowmelt recharge, and rainfall events, with supporting meteorological data from the Dorset Environmental Science Centre.

The repository includes the final compiled video (integrating imagery, dendrometer, and environmental data), processed dendrometer time series, and the code used for visualization. These data provide evidence that branch posture can serve as a qualitative, low‑cost indicator of stem rehydration and subsurface water availability, with further research encouraged across species and forest types.

Specifically, this repository contains:



README.txt (metadata and processing details)

Nehemy_Hackmann_McDonnell_VideoTimelapse_Harp4_Waving_Trees.MP4 (time-lapse video documentation)

Harp4_Dendrometer-radius_2022.csv (stem radius time series)

RScript-Dendrometer_animation-Nehemy_Hackmann_McDonnell_2025 (.RScript)


This dataset was used in the following publication:Nehemy, M. F., Hackmann, C., McDonnell, J.J. Branch Orientation: A Potential Indicator of Stem Rehydration and Water Stress. Hydrological Processes. Article DOI:10.1002/hyp.70389

Magali F. Nehemy and Christina A. Hackmann contributed equally to this study.

 

For inquiries regarding data use, please contact Magali Nehemy (magali.nehemy@ubc.ca).

This work was conducted on the traditional territory of the Anishinaabeg, including the Ojibway, Chippewa, and Algonquin peoples, whose care for this land continues to guide us. We thank Dr. Barbara (Moktthewenkwe) Wall for sharing her knowledge of the trees and waters, Huaxia Yao (Dorset Environmental Science Centre) for meteorological data, and Jim Buttle for early conversations on Harp‑4. Support was provided by the NSERC Discovery Grant Program (MFN, JJM) and the Dorothea Schlözer Program, University of Göttingen (CAH).
DOI: 10.15468/dl.uqhtw4
title: Occurrence Download

description: A dataset containing 354 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vanuatu reef-associated food fishes observed under the Asia-Pacific Network for Global Change Research project"
 ]
}

 The dataset includes 354 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011554-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fs4rjz
title: Occurrence Download

description: A dataset containing 875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pardoglossum cheirifolium",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 875 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011555-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18345864
title: Dataset for: "From Global Exploration to Local Descent: A Massively Parallel Framework and Benchmark for Continental Hydrological Calibration"

description: This repository contains the comprehensive benchmark calibration results for 36 conceptual hydrological models across 559 catchments from the CAMELS (Catchment Attributes and Meteorology for Large-sample Studies) dataset.

These results were generated using the massively parallel calibration framework proposed in the associated paper: "From Global Exploration to Local Descent: A Massively Parallel Framework and Benchmark for Continental Hydrological Calibration".

Repository Contents The dataset includes:





Calibrated Parameters: The optimal parameter sets derived for each of the 36 models in each of the 559 catchments.




Evaluation Metrics: Comprehensive performance indicators (e.g., KGE, NSE) for both the calibration (training) and validation (testing) periods.



Key Statistics





Models: 36 distinct hydrological model structures (dMoT framework).




Study Area: 559 catchments from the CAMELS dataset (US).




Method: Hybrid global-local optimization via massively parallel computing.
DOI: 10.26301/n3kf-7713
title: 101 E 15th St. NYC - Map the Moment

description: This data was collected as part of the Map the Moment initiative, a volunteer project to document the artwork and changes to the streetscape following the killing of George Floyd and the demonstrations that followed. This data was collected by Lisa Conte and processed by Joe Graham-Felsen. They used a Canon 5D Mark 3 to scan this data and capture the various murals that appeared throughout the city.
description: 101 East 15th Street was once the site of New York's Union Square Savings Bank. Today, it houses the Daryl Roth Theatre. During the Black Lives Matter demonstrations that defined summer 2020, the theatre erected plywood boards around its perimeter. These boards were decorated with a mural dedicated to the BLM movement, featuring the names of victims of police brutality and quotes by leading thinkers, artists, and activists. Those quoted include Rep. John Lewis, Gloria Steinem, Maya Angelou, and Leonard Cohen; each quote discusses social justice, civil rights, or the need for reform.
description: Photogrammetry - Terrestrial
DOI: 10.15468/vfjx35
title: Occurrence dataset from the waterbird survey of Miyun Reservoir, Beijing, China

description: Publicly Available Occurrence Dataset from the 2023 Waterbird Survey in Miyun Reservoir, Beijing, China.
DOI: 10.15468/dl.rppzpy
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Heteroscymnoides marleyi"
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011558-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.