cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/tz6h3z6my5
title: PBC Inquiry Data

description: For this research, the goal is to identify, implement, and measure an effective coaching method to support teacher development in the field of early childhood education. We are analyzing how effective will a practice-based coaching (PBC) approach be in measuring the
quality of support and feedback a teacher receives in an early childhood education setting. Data was collected to focus on target behaviors/areas of support teachers need, the impact PBC from the teacher perspective, and how does PBC impact the perceived quality of support a teacher receives. The findings in this survey demonstrated teachers were primarily looking for support in lesson plan feedback; improving plans and strengthening areas. The second area commonly selected by teachers was early childhood education strategies; implementing age-appropriate strategies when working with children. Teachers identified feeling empowered in their teaching styles and strategies. They stated feeling supported when learning about new strategies to manage and plan for the learning environment. Teachers claimed the coaching experience to be positive in terms of the feedback that was received, the strategies provided, and understanding of effective practices. These findings have led to a conclusion that PBC allows for growth and reflections in the learning environment. A positive approach to supporting and guiding staff on meeting goals and enhancing daily practices.
DOI: 10.5281/zenodo.18375515
title: KRAS_growth_data
DOI: 10.17632/tz6h3z6my5.1
title: PBC Inquiry Data

description: For this research, the goal is to identify, implement, and measure an effective coaching method to support teacher development in the field of early childhood education. We are analyzing how effective will a practice-based coaching (PBC) approach be in measuring the
quality of support and feedback a teacher receives in an early childhood education setting. Data was collected to focus on target behaviors/areas of support teachers need, the impact PBC from the teacher perspective, and how does PBC impact the perceived quality of support a teacher receives. The findings in this survey demonstrated teachers were primarily looking for support in lesson plan feedback; improving plans and strengthening areas. The second area commonly selected by teachers was early childhood education strategies; implementing age-appropriate strategies when working with children. Teachers identified feeling empowered in their teaching styles and strategies. They stated feeling supported when learning about new strategies to manage and plan for the learning environment. Teachers claimed the coaching experience to be positive in terms of the feedback that was received, the strategies provided, and understanding of effective practices. These findings have led to a conclusion that PBC allows for growth and reflections in the learning environment. A positive approach to supporting and guiding staff on meeting goals and enhancing daily practices.
DOI: 10.5281/zenodo.18375514
title: KRAS_growth_data
DOI: 10.17632/h4t3bpbrvn
title: Government Bond Risk and Return in the US and China

description: These are the data and code from our paper "Government Bond Risk and Return in the US and China," 2026, Journal of Financial Economics, Vol. 176, 104224. Please see that paper for details.
There appear to be a couple of files missing from Version 2. Version 3 should be complete. Otherwise they are identical.
DOI: 10.17632/h4t3bpbrvn.3
title: Government Bond Risk and Return in the US and China

description: These are the data and code from our paper "Government Bond Risk and Return in the US and China," 2026, Journal of Financial Economics, Vol. 176, 104224. Please see that paper for details.
There appear to be a couple of files missing from Version 2. Version 3 should be complete. Otherwise they are identical.
DOI: 10.18150/bzoclx
title: Natural porogens for manufacturing of materials for high-temperature fuel cell applications

description: Data deposited in the form of an Excel file containing precise numerical results of the conducted permeability measurements, performance test (current-voltage dependence and voltage-time dependence), the histogram of porogen size measured by laser diffraction, and nitrogen sorption and desorption.
DOI: 10.17632/dbz488m2d7.1
title: Supplementary Materials for Specimens 360 Degree Rotation

description: Supplementary Materials for Specimens 360 Degree Rotation
DOI: 10.17632/6dyv3bvysf
title: Calibration Drift In Low-Cost PM and Sound Sensors Across Contrasting Indoor Environments

description: This dataset contains measurements from a custom low-cost sensor network deployed in two contrasting indoor environments to evaluate calibration drift in particulate matter (PM₁₀) and sound level sensors. Deployments include (1) an industrial painting environment and (2) a swine barn environment.

The dataset includes measurements from three co-located low-cost monitors and co-located reference instruments collected during scheduled reference sampling periods. Variables include low-cost sensor PM₁, PM₂.₅, and PM₁₀ mass concentrations (µg/m³), A-weighted sound levels (dBA), temperature (°C), relative humidity (%), and timestamps, along with reference PM and sound measurements where available. Raw data are provided for both reference and low-cost instruments in CSV format and as .RData files. Accompanying R scripts used in the paper’s analysis are also included.

These data support analyses of time-dependent calibration drift using linear mixed-effects models, comparison of drift magnitude across environments with different particulate loading, and evaluation of drift-aware calibration approaches.
DOI: 10.17632/6dyv3bvysf.1
title: Calibration Drift In Low-Cost PM and Sound Sensors Across Contrasting Indoor Environments

description: This dataset contains measurements from a custom low-cost sensor network deployed in two contrasting indoor environments to evaluate calibration drift in particulate matter (PM₁₀) and sound level sensors. Deployments include (1) an industrial painting environment and (2) a swine barn environment.

The dataset includes measurements from three co-located low-cost monitors and co-located reference instruments collected during scheduled reference sampling periods. Variables include low-cost sensor PM₁, PM₂.₅, and PM₁₀ mass concentrations (µg/m³), A-weighted sound levels (dBA), temperature (°C), relative humidity (%), and timestamps, along with reference PM and sound measurements where available. Raw data are provided for both reference and low-cost instruments in CSV format and as .RData files. Accompanying R scripts used in the paper’s analysis are also included.

These data support analyses of time-dependent calibration drift using linear mixed-effects models, comparison of drift magnitude across environments with different particulate loading, and evaluation of drift-aware calibration approaches.
DOI: 10.17632/d6pnhd5bgd
title: Systematics of the dwarf red brocket, Mazama rufina (Pucheran, 1851) (Mammalia: Artiodactyla: Cervidae), with the description of a new genus

description: Supplemental data for the manuscript "Finally monophyletic: systematics of the dwarf red brocket deer, Mazama rufina (Pucheran, 1851) (Mammalia: Artiodactyla: Cervidae), with the description of a new genus". The data set contains Cytochrome b and mitogenomne alignments.
DOI: 10.17026/ar/kjmj51
title: Archeologisch bureauonderzoek Verdigebied, Naaldwijk Gemeente Westland

description: Uit het bureauonderzoek blijkt dat het plangebied is gelegen op diverse opgevulde Gantelgeulen. Buiten de geulen zijn dekafzettingen afgezet. Naar verwachting bestaat de opbouw van de ondergrond van beneden naar boven uit afzettingen van het Laagpakket van Wormer, Hollandveen, dek- en geulafzettingen van de Gantel, mogelijk afzettingen van de haakwal en een opgebrachte/omgewerkte bovengrond. Het Laagpakket van Wormer heeft een lage archeologische verwachting. Ook de verwachting van het Hollandveen is laag. De dek- en geulafzettingen van de Gantel hebben een hoge verwachting voor archeologische resten uit de IJzertijd en de Romeinse tijd. Het bovenste archeologische niveau bevindt zich direct onder de bouwvoor of een onder invloed van de tuinbouw ontstane humeuze eerdlaag. De kans op het aantreffen van resten uit de 17e eeuw en later is klein in een groot deel van het plangebied. Het uiterste noorden vormt een uitzondering: daar heeft in de 18e eeuw een kerk gestaan en hebben twee begraafplaatsen gelegen, waarvan één nog bestaat. Mogelijk kunnen hier nog resten van worden aangetroffen. Resten van voor de 17e eeuw kunnen in het hele plangebied niet worden uitgesloten. Van diverse delen van het plangebied is bekend of wordt verondersteld dat deze diep verstoord zijn.
DOI: 10.17632/d6pnhd5bgd.2
title: Systematics of the dwarf red brocket, Mazama rufina (Pucheran, 1851) (Mammalia: Artiodactyla: Cervidae), with the description of a new genus

description: Supplemental data for the manuscript "Finally monophyletic: systematics of the dwarf red brocket deer, Mazama rufina (Pucheran, 1851) (Mammalia: Artiodactyla: Cervidae), with the description of a new genus". The data set contains Cytochrome b and mitogenomne alignments.
DOI: 10.5281/zenodo.18375461
title: Pro-regenerative fingerprints identified in a sub-population of adult mouse cardiomyocytes by integrative single-cell proteomics-Raw_data_1

description: Readme: Description of Zenodo links

 

Raw_data_1:

 

Figure1: Figure1 in adobe illustrator, png and pdf formats. Additional folder: containing the input data for figure 1d.

Figure2: Figure2 in adobe illustrator, png and pdf formats. Input_files folder: includes the input files for Metaboanalyst of the studied cases. Software folder: includes the softwares used for the analysis.

Figure3: Figure3 in adobe illustrator, png and pdf formats. AdditionaL folder: includes the differential expression data (volcano plot) and the reporter ion intensity information. Input_files folder: includes the input files for Metaboanalyst of the studied cases. Software folder: includes the software used for the analysis.

 

Figure_S1: FigureS1 and S1_1 in adobe illustrator, png and pdf formats. Software folder: includes the softwares used for the analysis.

 

Figure_S2: FigureS2 in adobe illustrator, png and pdf formats. Software folder: includes the software used for the analysis.

 

Figure_S3: Figure_S3 in adobe illustrator, png and pdf formats. Input_files folder: includes the input files for Metaboanalyst of the studied cases. Software folder: includes the softwares used for the analysis.
DOI: 10.17632/x7vxk8s3b9
title: Geospatial assessment of soil loss in the Caatinga biome using Google Earth Engine and multi-sensor remote sensing

description: This study provides a biome-scale assessment of annual soil loss in the Caatinga biome (Brazil) for the period 2001–2020 using an automated implementation of the Universal Soil Loss Equation (USLE) within the Google Earth Engine (GEE) platform. Publicly available remote sensing and geospatial datasets were integrated to derive rainfall erosivity (CHIRPS), soil erodibility (OpenLandMap), topographic factors (MERIT DEM and ALOS DSM), and land cover and management indicators (MODIS NDVI and land cover products). All datasets were harmonized to a 500 m spatial resolution and processed through a reproducible, cloud-based workflow. Model outputs were validated using observed rainfall erosivity and soil loss data from an experimental micro-watershed in the Brazilian semiarid region. The resulting soil loss maps and derived statistics support environmental assessment, land-use planning, and soil conservation strategies in data-scarce semi-arid environments.
DOI: 10.17632/x7vxk8s3b9.1
title: Geospatial assessment of soil loss in the Caatinga biome using Google Earth Engine and multi-sensor remote sensing

description: This study provides a biome-scale assessment of annual soil loss in the Caatinga biome (Brazil) for the period 2001–2020 using an automated implementation of the Universal Soil Loss Equation (USLE) within the Google Earth Engine (GEE) platform. Publicly available remote sensing and geospatial datasets were integrated to derive rainfall erosivity (CHIRPS), soil erodibility (OpenLandMap), topographic factors (MERIT DEM and ALOS DSM), and land cover and management indicators (MODIS NDVI and land cover products). All datasets were harmonized to a 500 m spatial resolution and processed through a reproducible, cloud-based workflow. Model outputs were validated using observed rainfall erosivity and soil loss data from an experimental micro-watershed in the Brazilian semiarid region. The resulting soil loss maps and derived statistics support environmental assessment, land-use planning, and soil conservation strategies in data-scarce semi-arid environments.
DOI: 10.17632/dcpmz7pmfs
title: Bowen Yang paper Research data

description: Bowen Yang paper Research data
DOI: 10.17632/dcpmz7pmfs.1
title: Bowen Yang paper Research data

description: Bowen Yang paper Research data
DOI: 10.17632/w2vckr3s86
title: Decadal East Asian monsoon anomalies and implications for societal conflicts

description: The East Asian summer monsoon anomalies, responsible for floods and droughts across China, pose great challenges to the climate resilience of human society. However, mechanisms and impacts of decadal-scale monsoon variability remain poorly understood, due to limited instrumental data. Our annual-resolution speleothem record (1787–2007 A.D.) from China, along with simulation results, reveals a persistent monsoon weakening since the end of the Little Ice Age, superimposed by decadal oscillations. Five monsoon extremes, triggered by diminished solar output and further amplified by ocean-atmosphere processes in the Atlantic and Pacific oceans, caused widespread megadroughts in China. One dramatic flood-drought abrupt alternation in the 1850s substantially contributed to the Taiping Rebellion (1851–1864 A.D.). Our findings demonstrate that monsoon anomalies can cause crop failure and exacerbate overpopulation, ultimately leading to social unrest, particularly in regions experiencing rapid demographic expansion.
DOI: 10.17632/w2vckr3s86.1
title: Decadal East Asian monsoon anomalies and implications for societal conflicts

description: The East Asian summer monsoon anomalies, responsible for floods and droughts across China, pose great challenges to the climate resilience of human society. However, mechanisms and impacts of decadal-scale monsoon variability remain poorly understood, due to limited instrumental data. Our annual-resolution speleothem record (1787–2007 A.D.) from China, along with simulation results, reveals a persistent monsoon weakening since the end of the Little Ice Age, superimposed by decadal oscillations. Five monsoon extremes, triggered by diminished solar output and further amplified by ocean-atmosphere processes in the Atlantic and Pacific oceans, caused widespread megadroughts in China. One dramatic flood-drought abrupt alternation in the 1850s substantially contributed to the Taiping Rebellion (1851–1864 A.D.). Our findings demonstrate that monsoon anomalies can cause crop failure and exacerbate overpopulation, ultimately leading to social unrest, particularly in regions experiencing rapid demographic expansion.
DOI: 10.17632/sjhs4cbb4r
title: A sequential mediation and moderated model of online sellers' intention to switch courier service in Malaysia from the perspective of the SOR framework.

description: This data was used to analyze the findings of the online sellers' switching intentions in relation to courier services using Smart-PLS software. This data containing the compilation of responses from the questionnaire was used as a data collection method in Excel form. The hypothesis of this study is to find out the relationship between variables such as variety seeking, conflict handling, attractiveness of alternatives, pleasure, and engagement against online sellers' switching intention. As a result, all of the hypotheses in this study were supported.

This data can be interpreted using Smart-PLS software, where Variety Seeking (VS), Conflict Handling (CH), and Attractiveness of Alternatives (AA) are the stimulus, Pleasure (P) and Engagement (E) are the organisms, and Switching Intention (SI) is the response.

Data was gathered using Google Forms, where a link to an invitation was shared with online sellers' groups on social media.

For the profiling analysis, SPSS software was used. 262 valid responses were accepted.
DOI: 10.17632/sjhs4cbb4r.1
title: A sequential mediation and moderated model of online sellers' intention to switch courier service in Malaysia from the perspective of the SOR framework.

description: This data was used to analyze the findings of the online sellers' switching intentions in relation to courier services using Smart-PLS software. This data containing the compilation of responses from the questionnaire was used as a data collection method in Excel form. The hypothesis of this study is to find out the relationship between variables such as variety seeking, conflict handling, attractiveness of alternatives, pleasure, and engagement against online sellers' switching intention. As a result, all of the hypotheses in this study were supported.

This data can be interpreted using Smart-PLS software, where Variety Seeking (VS), Conflict Handling (CH), and Attractiveness of Alternatives (AA) are the stimulus, Pleasure (P) and Engagement (E) are the organisms, and Switching Intention (SI) is the response.

Data was gathered using Google Forms, where a link to an invitation was shared with online sellers' groups on social media.

For the profiling analysis, SPSS software was used. 262 valid responses were accepted.
DOI: 10.17632/vbs9t26s62
title: Cl-CDs

description: Input and output files; Spectral data.
DOI: 10.17632/vbs9t26s62.1
title: Cl-CDs

description: Input and output files; Spectral data.
DOI: 10.17632/hmr3mgjchk
title: Data Replication: The Economics of Resilience: How Firms Overcome Perceived Policy Shocks in a Dynamic Environment

description: This replication package provides all the data, code, and instructions required to reproduce the main empirical results of the research paper "The Economics of Resilience: How Firms Overcome Perceived Policy Shocks in a Dynamic Environment". The package is designed to facilitate transparency and enable independent verification of all statistical findings reported in the study.
DOI: 10.17632/hmr3mgjchk.1
title: Data Replication: The Economics of Resilience: How Firms Overcome Perceived Policy Shocks in a Dynamic Environment

description: This replication package provides all the data, code, and instructions required to reproduce the main empirical results of the research paper "The Economics of Resilience: How Firms Overcome Perceived Policy Shocks in a Dynamic Environment". The package is designed to facilitate transparency and enable independent verification of all statistical findings reported in the study.
DOI: 10.17632/k3kxy2sh3y.1
title: Microstructures and Properties of Nickel-Aluminum-Bronze Coating by Laser Wire Additive Manufacturing

description: This study investigates the microstructure, mechanical properties, and corrosion resistance of nickel-aluminum bronze (NAB) coatings fabricated on Q235 steel using laser fused wire additive manufacturing (LFWAM). The coatings were characterized using X-ray diffraction (XRD), electron backscatter diffraction (EBSD), and electrochemical analysis. The main phases identified in the NAB coating are α-phase Cu, κⅠ-phase AlFe₃, and κⅡ-phase AlNi. The microstructure is fine, dense, and uniform, with an average microhardness of 259 HV0.2. The average coefficient of friction and wear rate are 0.317 and 1.694 × 10-6g/(N·m), respectively. Corrosion tests show a corrosion potential of -0.21 V and a corrosion current density of 6.201 × 10-7A/cm². The solid solution of Al and Ni in the coating enhances strength through solid solution strengthening. Grain refinement from Al and the formation of a dense oxide layer, along with the presence of the Ni-rich κⅡ-phase, significantly improve the coating’s strength, wear resistance, and corrosion resistance, contributing to its excellent overall performance.
DOI: 10.17632/2zshchrhjh
title: Data and Code for SVEMnet Publication

description: Data and Code for SVEMnet Publication
DOI: 10.17632/2zshchrhjh.4
title: Data and Code for SVEMnet Publication

description: Data and Code for SVEMnet Publication
DOI: 10.17632/mj66gj92zm
title: Construction and Multi-center Validation of a Model Based on Blending Ensemble Learning for Predicting Stroke-Associated Pneumonia Following Acute Ischemic Stroke

description: To improve upon the limited accuracy and generalizability of current screening instruments, this study aimed to develop and validate a high-performance model utilizing Blending Ensemble Learning for early precision screening and risk stratification of SAP.
DOI: 10.17632/mj66gj92zm.2
title: Construction and Multi-center Validation of a Model Based on Blending Ensemble Learning for Predicting Stroke-Associated Pneumonia Following Acute Ischemic Stroke

description: To improve upon the limited accuracy and generalizability of current screening instruments, this study aimed to develop and validate a high-performance model utilizing Blending Ensemble Learning for early precision screening and risk stratification of SAP.
DOI: 10.17632/rzjphbvz9f.2
title: ChakmaLipī Dataset

description: This dataset contains 37,708 handwritten character images of the Chakma language, an endangered indigenous language of the Chittagong Hill Tracts in Bangladesh. The collection covers all 48 graphemes of the Chakma script, including 38 basic characters (vowels and consonants) and 10 numerals (0-9).

Specifications:
Format: .png images
Dimensions: 40 x 40 pixels
Channels: 3 (RGB)
Total Classes: 48
Total Samples: 37,708
Directory Structure: The root folder contains 48 sub-directories, each corresponding to a specific class label.
DOI: 10.17632/zdzv9pm83b
title: Sulfammox driving sulfate reduction and thioarsenate formation in groundwater: evidence from multiple isotopes

description: Abstract: The mechanisms governing sulfur cycling and its impacts on arsenic speciation and enrichment in groundwater remain poorly understood. This gap was investigated by using multi-sulfur isotopes (including δ34S-SO4 and δ34S-H2S), nitrogen isotopes (δ15N-NH4), and molecular characteristics of dissolved organic matter (DOM) in high-arsenic groundwater from the Datong Basin, China. Results show a concurrent increase in total arsenic concentrations (from 0.14 to 700 μg/L) and thioarsenate proportions (up to 92%) from the alluvial fan (Zone I) to the flat plain (Zone III). This trend was accompanied by increased H2S concentrations (from &lt;1 μg/L to 2920 μg/L) and δ34S-SO4 (from 2.2‰ to 64.5‰), but decreasing DOC/NH4+ molar ratios. The significantly negative correlations between DOC/NH4+ molar ratios and H2S concentrations and δ34S-SO4 values supported sulfate-driven anaerobic ammonium oxidation (Sulfammox) as a key SO42- reduction pathway. This process was prominent in Zone III with limited DOM biodegradability, low DOC/NH4+ molar ratio, and high NH4+/SO42- molar ratios. High H2S concentration in Zone III was responsible for elevated arsenic concentrations and high proportions of thioarsenates. These findings were the first to highlight the critical role of NH4+ acting as electron donors in promoting Sulfammox processes in groundwaters, elucidating a novel mechanism of arsenic enrichment in groundwater.
Datasets on groundwater geochemistry, thioarsenate species, multi-sulfur and nitrogen isotope values, and FT-ICR MS results.