cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/89425hvdtj
title: Habit, weather, and maintenance: Explaining winter cycling behavior in Finnish cities, survey data

description: Survey data (responses) from winter cycling survey 2024 in Finland
DOI: 10.17632/89425hvdtj.1
title: Habit, weather, and maintenance: Explaining winter cycling behavior in Finnish cities, survey data

description: Survey data (responses) from winter cycling survey 2024 in Finland
DOI: 10.17632/dxkz5jdc3c
title: New constraints on archipelago amalgamation processes in the SW Paleo-Asian Ocean by Middle Paleozoic strata in the northern West Junggar, NW China

description: Supplementary Table A. LA-ICP-MS U-Pb isotopic analysis for the zircons from the clastic samples of the Ordovician–Carboniferous strata.
Supplementary Table B. Rare earth element composition of the zircons from the clastic samples of the Ordovician–Carboniferous strata.
Supplementary Table C. The zircon U-Pb ages of intermediate to felsic rocks in the northern West Junggar.
Supplementary Table D. The zircon U-Pb ages of ophiolites in the northern West Junggar.
Supplementary Figure S1. Representative photomicrographs and TIMA mineral phase maps of the Ordovician–Carboniferous strata in the northern WJ. Abbreviations: Qz–monocrystalline quartz grain; Pl–plagioclase; Px–pyroxene; Hb–hornblende; Cal–calcite; Lv–volcanic lithic fragment; Ls–sedimentary lithic fragment.
DOI: 10.17632/dxkz5jdc3c.1
title: New constraints on archipelago amalgamation processes in the SW Paleo-Asian Ocean by Middle Paleozoic strata in the northern West Junggar, NW China

description: Supplementary Table A. LA-ICP-MS U-Pb isotopic analysis for the zircons from the clastic samples of the Ordovician–Carboniferous strata.
Supplementary Table B. Rare earth element composition of the zircons from the clastic samples of the Ordovician–Carboniferous strata.
Supplementary Table C. The zircon U-Pb ages of intermediate to felsic rocks in the northern West Junggar.
Supplementary Table D. The zircon U-Pb ages of ophiolites in the northern West Junggar.
Supplementary Figure S1. Representative photomicrographs and TIMA mineral phase maps of the Ordovician–Carboniferous strata in the northern WJ. Abbreviations: Qz–monocrystalline quartz grain; Pl–plagioclase; Px–pyroxene; Hb–hornblende; Cal–calcite; Lv–volcanic lithic fragment; Ls–sedimentary lithic fragment.
DOI: 10.17632/j6fkd9d9p5
title: Code for Influence of grain-scale heterogeneity on crack propagation in crystalline rocks: Insight from phase-field model

description: This dataset is associated with the paper titled "Influence of grain-scale heterogeneity on crack propagation in crystalline rocks: Insight from phase-field model", which is currently under peer review for potential publication in the journal "Computer Methods in Applied Mechanics and Engineering." The repository provides the MATLAB program for generating (i) different mineral distribution patterns under the same polygonal mesh (based on Voronoi tessellation) and (ii) different mineral contents . The associated COMSOL source files can be obtained by contacting the corresponding author at xingjq@tongji.edu.cn. The dataset will be updated following the formal publication of the paper, and the latest version in the repository should be considered the most accurate and complete.
DOI: 10.17632/j6fkd9d9p5.3
title: Code for Influence of grain-scale heterogeneity on crack propagation in crystalline rocks: Insight from phase-field model

description: This dataset is associated with the paper titled "Influence of grain-scale heterogeneity on crack propagation in crystalline rocks: Insight from phase-field model", which is currently under peer review for potential publication in the journal "Computer Methods in Applied Mechanics and Engineering." The repository provides the MATLAB program for generating (i) different mineral distribution patterns under the same polygonal mesh (based on Voronoi tessellation) and (ii) different mineral contents . The associated COMSOL source files can be obtained by contacting the corresponding author at xingjq@tongji.edu.cn. The dataset will be updated following the formal publication of the paper, and the latest version in the repository should be considered the most accurate and complete.
DOI: 10.17632/465gtjhpt8
title: Is inequality always unfair

description: Data and replication files for the manuscript "Is inequality always unfair? Evidence on preferences for redistribution in Mozambique and Vietnam".
DOI: 10.17632/465gtjhpt8.1
title: Is inequality always unfair

description: Data and replication files for the manuscript "Is inequality always unfair? Evidence on preferences for redistribution in Mozambique and Vietnam".
DOI: 10.17632/pc68bj4k66
title: Assessment of the quality and reliability of Hyperemesis Gravidarum related short videos on Bilibili and TikTok：a cross-sectional analysis

description: This dataset contains the raw data and research-use data for the article "Assessment of the quality and reliability of Hyperemesis Gravidarum related short videos on Bilibili and TikTok：a cross-sectional analysis.
DOI: 10.17632/pc68bj4k66.1
title: Assessment of the quality and reliability of Hyperemesis Gravidarum related short videos on Bilibili and TikTok：a cross-sectional analysis

description: This dataset contains the raw data and research-use data for the article "Assessment of the quality and reliability of Hyperemesis Gravidarum related short videos on Bilibili and TikTok：a cross-sectional analysis.
DOI: 10.17632/tdrcm3y44d
title: Mineral-scale Ni and Cu isotope fractionation during magma evolution and sulfide segregation: insights from the Jinchuan Ni-Cu-PGE sulfide deposit, China

description: Ni and Cu isotope and PGE data in the Jinchuan Ni-Cu-PGE sulfide deposit, China
DOI: 10.17632/tdrcm3y44d.1
title: Mineral-scale Ni and Cu isotope fractionation during magma evolution and sulfide segregation: insights from the Jinchuan Ni-Cu-PGE sulfide deposit, China

description: Ni and Cu isotope and PGE data in the Jinchuan Ni-Cu-PGE sulfide deposit, China
DOI: 10.5281/zenodo.18650329
title: chlorosoma_viridissimum_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18650328
title: chlorosoma_viridissimum_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.67n8aw
title: Occurrence Download

description: A dataset containing 590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thladiantha cordifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 590 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020689-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/z6wk2hh826
title: Beyond Boards and Contracts: Administrative Accountability and Investment Efficiency in State-Owned Enterprises

description: This study examines whether China’s Lifetime Accountability for Operations and Investments (LAOI) policy improves investment efficiency in state-owned enterprises (SOEs). Using a sample of 10,048 firm-year observations from Chinese A-share listed firms (2012–2022), the authors employ a staggered multi-period difference-in-differences (DID) design with 1:1 propensity score matching (PSM) to compare SOEs (treatment) and non-SOEs (control). Key outcomes include investment level, efficiency, underinvestment, and overinvestment, with the main explanatory variable being the interaction of SOE status and post-LAOI period. 
The results show that LAOI significantly increases investment levels and efficiency—especially among underinvesting SOEs—without worsening overinvestment, suggesting it curbs agency problems rather than encouraging excessive risk-taking. Mechanisms include higher involuntary turnover of underperforming managers, reduced misconduct and tunneling, less managerial myopia, and better disclosure and governance. Effects are stronger in SOEs with executives near retirement, financial constraints, higher state ownership, local (vs. central) government control, or operations in monopolistic sectors. The policy also yields broader economic benefits, such as improved firm performance, lower transaction costs, higher employment, and reduced investment risk. 
Data are drawn from CSMAR, Wind, DiBo, CEINET, and the China Statistical Yearbook. Users replicating or extending this work should account for staggered policy rollout and potential confounders (e.g., concurrent anti-corruption campaigns) by using robust DID estimators (e.g., CSDID or stacked DID). The dataset and variable definitions are well-suited for studying governance reforms in emerging markets or exploring SOE-specific accountability mechanisms.
DOI: 10.17632/z6wk2hh826.2
title: Beyond Boards and Contracts: Administrative Accountability and Investment Efficiency in State-Owned Enterprises

description: This study examines whether China’s Lifetime Accountability for Operations and Investments (LAOI) policy improves investment efficiency in state-owned enterprises (SOEs). Using a sample of 10,048 firm-year observations from Chinese A-share listed firms (2012–2022), the authors employ a staggered multi-period difference-in-differences (DID) design with 1:1 propensity score matching (PSM) to compare SOEs (treatment) and non-SOEs (control). Key outcomes include investment level, efficiency, underinvestment, and overinvestment, with the main explanatory variable being the interaction of SOE status and post-LAOI period. 
The results show that LAOI significantly increases investment levels and efficiency—especially among underinvesting SOEs—without worsening overinvestment, suggesting it curbs agency problems rather than encouraging excessive risk-taking. Mechanisms include higher involuntary turnover of underperforming managers, reduced misconduct and tunneling, less managerial myopia, and better disclosure and governance. Effects are stronger in SOEs with executives near retirement, financial constraints, higher state ownership, local (vs. central) government control, or operations in monopolistic sectors. The policy also yields broader economic benefits, such as improved firm performance, lower transaction costs, higher employment, and reduced investment risk. 
Data are drawn from CSMAR, Wind, DiBo, CEINET, and the China Statistical Yearbook. Users replicating or extending this work should account for staggered policy rollout and potential confounders (e.g., concurrent anti-corruption campaigns) by using robust DID estimators (e.g., CSDID or stacked DID). The dataset and variable definitions are well-suited for studying governance reforms in emerging markets or exploring SOE-specific accountability mechanisms.
DOI: 10.17632/v3n9w6n48b.1
title: Data-driven spatial priority mapping for Two-bedroom housing in tropical India using Machine Learning and Analytical Hierarchy Process

description: Data's of user response analysis
DOI: 10.20383/103.0815
title: Virtual Watershed Model Simulations for Typified Prairie Watersheds in Seven Basin Classes

description: The dataset is comprised of inputs to and outputs from the Cold Regions Hydrological Model (CRHM) when it was run as a virtual model of the seven prairie basin classes, as defined by He et al. (2023). These watersheds represented typified prairie watersheds based on physiogeography and coherent response to environmental change. Model parameters were informed by the results of He et al. (2023). The .prj files necessary to run the virtual models are included in the dataset. Climate forcing data are from the Adjusted and Homogenized Canadian Climate Dataset from a cohort of stations contained within each watershed class and cover a period from 1960-2006. There are a series of climate sensitivity scenarios that include applying a delta method to the original climate data (i.e., 1°C increments of warming, and -20%, +10%, +20% and +30% of precipitation). Model output includes hourly catchment outflow, and depression water storage in the HRUs for the baseline and each scenario. There are also a series of wetland drainage scenarios that progressively reduced the wetland depression area.
DOI: 10.20383/103.01191
title: Canadian Atlantic Shelf Temperature-Salinity (CASTS)

description: The Canadian Atlantic Shelf Temperature-Salinity (CASTS) data product includes most of the historical temperature and salinity profiles collected in Atlantic Canada and the Eastern Arctic since 1912. CASTS consists of approximately 837,000 individual profiles, bin-averaged to varying resolutions up to a maximum of 5000m (1m resolution up to 1000m depth, 10m resolution up to 2000m depth, and 100m up to 5000m depth). Profile locations were restricted between 35-80 degrees North and 100-42 degrees West. Profiles were gathered from January 1912 to December 2024 and are organized into yearly NetCDF files. Profiles are uniformly formatted and quality controlled allowing users to immediately use the data product. Data fused to make this product were gathered from multiple sources, including regional archives at the Maurice-Lamontagne Institute (DFO-QC), the Bedford Institute of Oceanography (DFO-MAR) and the Northwest Atlantic Fisheries Centre (DFO-NL). Other sources of data include DFO-NL Aquaculture, the Marine Institute of Memorial University of Newfoundland, data from from international ships of opportunity archived by MEDS, the Polar Data Catalogue, etc. A complete list of sources is included in the README file.
DOI: 10.17632/zxjd44pnr7
title: Data on Seasonal variations in the Interaction Between Surface Water, Groundwater, and Thermal water at Čateško Polje, SE Slovenia

description: Herein, we present a dataset of geochemical data (pH, temperature, conductivity, dissolved oxygen) from two sampling seasons (winter - February 2021 and summer - June 2021) to evaluate geochemical processes in the thermal water-groundwater-river water system before the construction of a hydrothermal power plant at Čateško polje, SE Slovenia.
The samples were taken from surface water (a Krka tributary) on the right bank of the river. Deep groundwater samples (V-2/07 and V-1/07) were collected using a Solinst discrete interval sampler, while shallow groundwater samples (M-29/84, PM-3/07) were obtained using a Model 12.04 SA-250 ml bailer sampler set. Thermal water samples (V-16/97, V-3/69, V-15/88, and K-1/69) were collected by opening the pumps two hours before sampling in cooperation with the company Terme Čatež d.d. from the pipe, and the Terme Čatež fountain was sampled directly from the pipe.
Field parameters were measured with a WTW MultiLine 3510 IDS, alkalinity by Gran titration, δ13CDIC by CF-IRMS, elemental concentrations by ICP-MS, and 87Sr/86Sr by MC-ICP-MS, while TOC and anions were analyzed by infrared spectrometry and ion chromatography. PHREEQC modeling showed groundwater is generally oversaturated with CO₂ (except V-2/07) and with calcite/dolomite, except in some thermal waters.
Groundwater is dominated by HCO₃⁻, Ca²⁺, Mg²⁺, Na⁺, and K⁺, with trace elements following the order B &gt; Li &gt; Mn &gt; Zn &gt; Al &gt; Rb &gt; Mo &gt; Fe &gt; Ni &gt; Cu &gt; V &gt; Cr; δ13CDIC ranges from −13.8‰ to −5.7‰ and 87Sr/86Sr from 0.70858 to 0.70934. Soil CO₂ dominates shallow wells and river water, carbonates prevail in deep and thermal waters, and only well V-2/07 shows a higher silicate contribution.
Data from field and laboratory work were used to calculate saturation indices and CO₂ sources/sinks (SIcalcite, SIdolomite, pCO₂), followed by statistical analysis in R (PCA, t-tests, correlations), which identified four clusters. The Water Quality Index (WQI), calculated according to Meng (2016), ranked the sites as: V-1/07 &gt; Terme Čatež wells &gt; M-29/84 &gt; PM-3/07 &gt; V-2/7 &gt; Terme Čatež fountain &gt; River Sava after the Krka confluence.
The data provides valuable background information on aquatic geochemistry and biogeochemical processes, which will be crucial for the future management of hydropower plant construction at Čateško polje, SE Slovenia, as well as for the broader Sava River system.
DOI: 10.17632/zxjd44pnr7.2
title: Data on Seasonal variations in the Interaction Between Surface Water, Groundwater, and Thermal water at Čateško Polje, SE Slovenia

description: Herein, we present a dataset of geochemical data (pH, temperature, conductivity, dissolved oxygen) from two sampling seasons (winter - February 2021 and summer - June 2021) to evaluate geochemical processes in the thermal water-groundwater-river water system before the construction of a hydrothermal power plant at Čateško polje, SE Slovenia.
The samples were taken from surface water (a Krka tributary) on the right bank of the river. Deep groundwater samples (V-2/07 and V-1/07) were collected using a Solinst discrete interval sampler, while shallow groundwater samples (M-29/84, PM-3/07) were obtained using a Model 12.04 SA-250 ml bailer sampler set. Thermal water samples (V-16/97, V-3/69, V-15/88, and K-1/69) were collected by opening the pumps two hours before sampling in cooperation with the company Terme Čatež d.d. from the pipe, and the Terme Čatež fountain was sampled directly from the pipe.
Field parameters were measured with a WTW MultiLine 3510 IDS, alkalinity by Gran titration, δ13CDIC by CF-IRMS, elemental concentrations by ICP-MS, and 87Sr/86Sr by MC-ICP-MS, while TOC and anions were analyzed by infrared spectrometry and ion chromatography. PHREEQC modeling showed groundwater is generally oversaturated with CO₂ (except V-2/07) and with calcite/dolomite, except in some thermal waters.
Groundwater is dominated by HCO₃⁻, Ca²⁺, Mg²⁺, Na⁺, and K⁺, with trace elements following the order B &gt; Li &gt; Mn &gt; Zn &gt; Al &gt; Rb &gt; Mo &gt; Fe &gt; Ni &gt; Cu &gt; V &gt; Cr; δ13CDIC ranges from −13.8‰ to −5.7‰ and 87Sr/86Sr from 0.70858 to 0.70934. Soil CO₂ dominates shallow wells and river water, carbonates prevail in deep and thermal waters, and only well V-2/07 shows a higher silicate contribution.
Data from field and laboratory work were used to calculate saturation indices and CO₂ sources/sinks (SIcalcite, SIdolomite, pCO₂), followed by statistical analysis in R (PCA, t-tests, correlations), which identified four clusters. The Water Quality Index (WQI), calculated according to Meng (2016), ranked the sites as: V-1/07 &gt; Terme Čatež wells &gt; M-29/84 &gt; PM-3/07 &gt; V-2/7 &gt; Terme Čatež fountain &gt; River Sava after the Krka confluence.
The data provides valuable background information on aquatic geochemistry and biogeochemical processes, which will be crucial for the future management of hydropower plant construction at Čateško polje, SE Slovenia, as well as for the broader Sava River system.
DOI: 10.17632/kthbj7vpjf
title: The impact of monetary policy on inflation expectations uncertainty: A behavioral analysis for Turkey

description: Inflation expectations uncertainty is a crucial indicator of the effectiveness of monetary policy. Changes in this uncertainty over time hinder the alignment of inflation expectations with the policy target, thereby weakening the management of expectations. The inability to explain these changes within the framework of the rational expectations hypothesis, which assumes homogeneity among agents, has contributed to the growing prominence of behavioral macroeconomic models that incorporate heterogeneity and psychological or internal processes in expectation formation. In this context, the primary objective of this study is to examine the effects of inflation, interest rates, output gap, exchange rate, credibility gap, and forecast errors on the uncertainty of inflation expectations over the period 2006:Q1–2023:Q4, taking the introduction of explicit inflation targeting in Turkey as the starting point and employing three behavioral models. The results indicate that increases in inflation and the credibility gap were the most significant drivers of rising inflation expectations uncertainty. Moreover, heightened perceptions regarding the persistence of exchange rate and inflation shocks contributed to this uncertainty. Finally, behavioral changes arising from the failure to adjust monetary policy in accordance with the inflation target, along with the resulting forecast errors, were found to further amplify inflation expectations uncertainty.
DOI: 10.17632/kthbj7vpjf.1
title: The impact of monetary policy on inflation expectations uncertainty: A behavioral analysis for Turkey

description: Inflation expectations uncertainty is a crucial indicator of the effectiveness of monetary policy. Changes in this uncertainty over time hinder the alignment of inflation expectations with the policy target, thereby weakening the management of expectations. The inability to explain these changes within the framework of the rational expectations hypothesis, which assumes homogeneity among agents, has contributed to the growing prominence of behavioral macroeconomic models that incorporate heterogeneity and psychological or internal processes in expectation formation. In this context, the primary objective of this study is to examine the effects of inflation, interest rates, output gap, exchange rate, credibility gap, and forecast errors on the uncertainty of inflation expectations over the period 2006:Q1–2023:Q4, taking the introduction of explicit inflation targeting in Turkey as the starting point and employing three behavioral models. The results indicate that increases in inflation and the credibility gap were the most significant drivers of rising inflation expectations uncertainty. Moreover, heightened perceptions regarding the persistence of exchange rate and inflation shocks contributed to this uncertainty. Finally, behavioral changes arising from the failure to adjust monetary policy in accordance with the inflation target, along with the resulting forecast errors, were found to further amplify inflation expectations uncertainty.
DOI: 10.17632/ysgxmm2k6j
title: Business English teachers' competencies

description: This is the shareable data for the study in Business Teachers' competencies and needs. We have only shared samples of the qualitative interview raw data because the study is ongoing. Thanks.
DOI: 10.17632/ysgxmm2k6j.1
title: Business English teachers' competencies

description: This is the shareable data for the study in Business Teachers' competencies and needs. We have only shared samples of the qualitative interview raw data because the study is ongoing. Thanks.
DOI: 10.17632/684h8zcjng
title: HS-GC-IMS data of cocoa liquor from 4 different geographies

description: This is a zip file of raw data set from HS-GC-IMS measurements obtained from cocoa liquor samples from 4 different geographies (Ghana, Nicaragua, Peru, Ivory Coast) both using either nitrogen or hydrogen as a carrier gas. The data format is native *.mea, unzip the file to generate the original folder structure. The raw data can be analyzed by our open-source toolbox gc-ims-tools, available under https://github.com/Charisma-Mannheim/gc-ims-tools.
DOI: 10.17632/684h8zcjng.1
title: HS-GC-IMS data of cocoa liquor from 4 different geographies

description: This is a zip file of raw data set from HS-GC-IMS measurements obtained from cocoa liquor samples from 4 different geographies (Ghana, Nicaragua, Peru, Ivory Coast) both using either nitrogen or hydrogen as a carrier gas. The data format is native *.mea, unzip the file to generate the original folder structure. The raw data can be analyzed by our open-source toolbox gc-ims-tools, available under https://github.com/Charisma-Mannheim/gc-ims-tools.
DOI: 10.17632/3zcgrfrpnn
title: Natural Disasters and Insurance Decisions

description: Steps to replicate the tables and figures in “How Natural Disasters Affect Insurance Decisions” by Yen-Chih, Chen, Yi-Fan, Chen, Jin-Lung, Peng, and Chen-Hsu, Liao. Last updated: February 13, 2026
DOI: 10.17632/3zcgrfrpnn.1
title: Natural Disasters and Insurance Decisions

description: Steps to replicate the tables and figures in “How Natural Disasters Affect Insurance Decisions” by Yen-Chih, Chen, Yi-Fan, Chen, Jin-Lung, Peng, and Chen-Hsu, Liao. Last updated: February 13, 2026