cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/w9d6g35kcy.1
title: A multi-condition acoustic dataset of ball bearings for fault diagnosis-inner race pitting

description: This dataset provides multi-condition, long-duration acoustic data for ball bearings. The data were acquired from bearings with normal bearing faults, systematically and separately for each combination of three rotational speeds (800, 1000, and 1200 r/min) and three load levels (0%, 15%, and 30% of the rated torque, where 100% corresponds to 6 N·m).
Acoustic signals were recorded synchronously using three microphones: two B&K Type 4966 and one CRY333. The sensitivities were 49.76 mV/Pa (B&K at Position 2), 46.95 mV/Pa (B&K at Position 3), and 23.98 mV/Pa (CRY333at Position 1), respectively. The detailed microphone placement is described in our associated dataset article to be published in Data in Brief.
For each of the nine operational conditions, a continuous 50-minute recording was captured at a sampling rate of 32,768 Hz. For data management, each 50-minute recording is segmented into five sequential 10-minute files (labeled 1-5) within the repository. The raw data are provided in the proprietary .bkc format. Files are organized and named according to a hierarchical directory structure based on fault type, speed, load, and sampling rate.
This dataset supports analytical tasks such as feature extraction and pattern recognition. It serves as a benchmark for developing and validating fault diagnosis algorithms for rotating machinery, particularly for evaluating model performance under varying operating conditions.
DOI: 10.6084/m9.figshare.31095040
title: Datasets for Primary and Sensitivity Analyses: Primary and Sensitivity Analysis Datasets from an RCT on Book-based and Internet-based CBT for Gaze Anxiety.

description: The dataset comprised 244 Japanese university students with gaze anxiety. This dataset contains participant characteristics and outcome measures collected from a randomized controlled trial conducted in 2025. Participants were assigned to one of two intervention groups—engaging in self-help cognitive behavioral therapy based on the Clark and Wells model via either a book (bCBT) or a website (iCBT) for one month (five weeks)—or to a waitlist control group. Outcomes were the Gaze Anxiety Rating Scale, the Liebowitz Social Anxiety Rating Scale, the Social Phobia Inventory, the Patient Health Questionnaire-9, and the Generalized Anxiety Disorder-7. Outcomes were collected via web-based forms at post-intervention (one month), as well as at 3-month and 6-month follow-ups. In the dataset, the 'allocation' column indicates the group assignment: 1 for control, 2 for bCBT, and 3 for iCBT. The prefixes for each scale—specifically 'pre', 'post', 'three', and 'six'—represent the measurement time points (e.g., 'preGARS' denotes the total GARS score at baseline, 'postLSAS' at post-intervention, 'threeSPIN' at the 3-month follow-up, and 'sixPHQ' at the 6-month follow-up). In the 'sex' column, 1 represents female and 2 represents male; please note that these labels refer to biological sex only.
DOI: 10.6084/m9.figshare.31095040.v1
title: Datasets for Primary and Sensitivity Analyses: Primary and Sensitivity Analysis Datasets from an RCT on Book-based and Internet-based CBT for Gaze Anxiety.

description: The dataset comprised 244 Japanese university students with gaze anxiety. This dataset contains participant characteristics and outcome measures collected from a randomized controlled trial conducted in 2025. Participants were assigned to one of two intervention groups—engaging in self-help cognitive behavioral therapy based on the Clark and Wells model via either a book (bCBT) or a website (iCBT) for one month (five weeks)—or to a waitlist control group. Outcomes were the Gaze Anxiety Rating Scale, the Liebowitz Social Anxiety Rating Scale, the Social Phobia Inventory, the Patient Health Questionnaire-9, and the Generalized Anxiety Disorder-7. Outcomes were collected via web-based forms at post-intervention (one month), as well as at 3-month and 6-month follow-ups. In the dataset, the 'allocation' column indicates the group assignment: 1 for control, 2 for bCBT, and 3 for iCBT. The prefixes for each scale—specifically 'pre', 'post', 'three', and 'six'—represent the measurement time points (e.g., 'preGARS' denotes the total GARS score at baseline, 'postLSAS' at post-intervention, 'threeSPIN' at the 3-month follow-up, and 'sixPHQ' at the 6-month follow-up). In the 'sex' column, 1 represents female and 2 represents male; please note that these labels refer to biological sex only.
DOI: 10.17632/j99rf8rsrz
title: A multi-condition acoustic dataset of ball bearings for fault diagnosis-normal bearing

description: This dataset provides multi-condition, long-duration acoustic data for ball bearings. The data were acquired from bearings with normal bearing faults, systematically and separately for each combination of three rotational speeds (800, 1000, and 1200 r/min) and three load levels (0%, 15%, and 30% of the rated torque, where 100% corresponds to 6 N·m).
Acoustic signals were recorded synchronously using three microphones: two B&K Type 4966 and one CRY333. The sensitivities were 49.76 mV/Pa (B&K at Position 2), 46.95 mV/Pa (B&K at Position 3), and 23.98 mV/Pa (CRY333at Position 1), respectively. The detailed microphone placement is described in our associated dataset article to be published in Data in Brief.
For each of the nine operational conditions, a continuous 50-minute recording was captured at a sampling rate of 32,768 Hz. For data management, each 50-minute recording is segmented into five sequential 10-minute files (labeled 1-5) within the repository. The raw data are provided in the proprietary .bkc format. Files are organized and named according to a hierarchical directory structure based on fault type, speed, load, and sampling rate.
This dataset supports analytical tasks such as feature extraction and pattern recognition. It serves as a benchmark for developing and validating fault diagnosis algorithms for rotating machinery, particularly for evaluating model performance under varying operating conditions.
DOI: 10.17632/j99rf8rsrz.1
title: A multi-condition acoustic dataset of ball bearings for fault diagnosis-normal bearing

description: This dataset provides multi-condition, long-duration acoustic data for ball bearings. The data were acquired from bearings with normal bearing faults, systematically and separately for each combination of three rotational speeds (800, 1000, and 1200 r/min) and three load levels (0%, 15%, and 30% of the rated torque, where 100% corresponds to 6 N·m).
Acoustic signals were recorded synchronously using three microphones: two B&K Type 4966 and one CRY333. The sensitivities were 49.76 mV/Pa (B&K at Position 2), 46.95 mV/Pa (B&K at Position 3), and 23.98 mV/Pa (CRY333at Position 1), respectively. The detailed microphone placement is described in our associated dataset article to be published in Data in Brief.
For each of the nine operational conditions, a continuous 50-minute recording was captured at a sampling rate of 32,768 Hz. For data management, each 50-minute recording is segmented into five sequential 10-minute files (labeled 1-5) within the repository. The raw data are provided in the proprietary .bkc format. Files are organized and named according to a hierarchical directory structure based on fault type, speed, load, and sampling rate.
This dataset supports analytical tasks such as feature extraction and pattern recognition. It serves as a benchmark for developing and validating fault diagnosis algorithms for rotating machinery, particularly for evaluating model performance under varying operating conditions.
DOI: 10.17632/f4jnkpmsy4
title: Does Digital-Physical Technology Integration Improve Corporate ESG Ratings ？Evidence from China

description: This replication package contains all the data, code, and instructions for the article "Does Digital-Physical Technology Integration Improve Corporate ESG Ratings ？Evidence from China" The package is designed for use with Stata.
DOI: 10.17632/f4jnkpmsy4.4
title: Does Digital-Physical Technology Integration Improve Corporate ESG Ratings ？Evidence from China

description: This replication package contains all the data, code, and instructions for the article "Does Digital-Physical Technology Integration Improve Corporate ESG Ratings ？Evidence from China" The package is designed for use with Stata.
DOI: 10.17632/jkwfsn9264
title: Thallium isotope insights into Mn Oxides as precursor to Ediacaran Mn Carbonate Ore

description: The Supplementary Material presents data in Tables 1–3, including pyrite framboid diameters, bulk geochemical compositions of samples from the studied Mn deposits (Tl isotopic compositions, major element, trace element, rare earth elements, and Fe speciation), and Re-Os elemental abundances with isotopic ratios.
DOI: 10.17632/jkwfsn9264.3
title: Thallium isotope insights into Mn Oxides as precursor to Ediacaran Mn Carbonate Ore

description: The Supplementary Material presents data in Tables 1–3, including pyrite framboid diameters, bulk geochemical compositions of samples from the studied Mn deposits (Tl isotopic compositions, major element, trace element, rare earth elements, and Fe speciation), and Re-Os elemental abundances with isotopic ratios.
DOI: 10.15468/dl.r73kpp
title: Occurrence Download

description: A dataset containing 3357590 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Notebook, general observations"
 ]
}

 The dataset includes 3357590 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004136-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esztuu
title: Occurrence Download

description: A dataset containing 11322 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bangsia edwardsi"
 ]
}

 The dataset includes 11322 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004148-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/d39frxtgd3.2
title: Replication Code and Sample Synthetic Data : For Does the thin capitalization rule harm investment?

description: This is only 30 randomly a synthetic dataset generated for replication purposes. While the variable names and structure are identical to the original data, all identifying information has been removed and numerical values have been replaced with randomly generated data that preserves the original dataset's summary statistics (mean, standard deviation, and number of observations). Access to the underlying tax administration data is restricted due to confidentiality agreements with the tax authority, as is standard in this field of research. Therefore, the original datasets cannot be publicly shared.
DOI: 10.15468/dl.ubj29j
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryconella pallidifrons",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 201 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004149-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gv6vd9v4z2.1
title: Land-use abandonment drives non-linear soil organic carbon dynamics through depth-stratified DOC and evolving soil constraints in Moso bamboo forests

description: This dataset supports the manuscript “Management cessation reshapes microbial and physicochemical controls of soil organic carbon in abandoned Moso bamboo forests.” It contains field and laboratory measurements collected along a 30-year management-cessation chronosequence (0, 10, 20, and 30 years since cessation) in Moso bamboo (Phyllostachys edulis) forests in southeastern China.

Study design and sampling. Three replicate plots (20 m × 20 m) were established for each chronosequence stage (n = 12 plots). Forest-floor litter was separated into Oi, Oe, and Oa layers. Mineral soils were sampled at 0–5 cm and 5–15 cm depths using plot-level composites. Bulk density was determined using intact cores.

Variables included. The dataset includes:

Litter chemistry: total C, total N, and C:N ratio (Oi/Oe/Oa);

Soil physicochemical properties: soil organic carbon (SOC), dissolved organic carbon (DOC), bulk density (BD), soil water content (SWC), and pH (0–5 and 5–15 cm);

Microbial properties: microbial biomass carbon (MBC) and nitrogen (MBN);

Extracellular enzyme activities: β-glucosidase (BG), N-acetyl-β-D-glucosaminidase (NAG), and leucine aminopeptidase (LAP).

File structure. Raw/cleaned data tables are provided in [CSV/Excel] format with consistent plot identifiers, treatment stage, litter layer and/or soil depth. Summary tables (means ± SE, n) and post-hoc results used for figures are included. Analysis scripts used for statistics (two-way ANOVA/GLS, Tukey HSD, correlation, PCA, and structural equation modelling) and figure generation are provided in R.

Reuse notes. Variable names and units are documented in the accompanying README/metadata file. Users should cite the associated manuscript when using these data. No human participants or vertebrate animals were involved.

Location and period. Baizhang Town, Yuhang District, Hangzhou, Zhejiang Province, China; sampling conducted in January 2025 (soils and litter), with site/stand attributes surveyed in May 2023.
DOI: 10.17632/tztyhb2ybg
title: Activating the VTA-mPFC circuit contribute to the alleviation of chronic restraint stress induced depression

description: Activating the VTA-mPFC circuit contribute to the alleviation of chronic restraint stress induced depression
DOI: 10.17632/tztyhb2ybg.1
title: Activating the VTA-mPFC circuit contribute to the alleviation of chronic restraint stress induced depression

description: Activating the VTA-mPFC circuit contribute to the alleviation of chronic restraint stress induced depression
DOI: 10.17632/2zsc6d8c6t
title: Domestic resource dataset

description: This dataset supports the empirical analysis of illicit financial flows (IFFs) and regional policy spillovers within African Regional Economic Communities (RECs), with a focus on ECOWAS and SADC. The core hypothesis is that regional anti-IFF instruments and institutional coordination affect both the magnitude and spatial distribution of IFFs across member states, generating cross-border spillovers rather than uniform reductions.

The data combine annual macroeconomic, financial, institutional, and spatial information for African countries over the period 1980–2024. IFFs are estimated using the World Bank Residual (WBR) approach, extended to incorporate personal remittances and balance-of-payments components from the IMF. Additional variables capture domestic resource mobilization, trade openness, income growth, governance quality, and financial development. Spatial relationships are defined using GIS shapefiles of African countries to construct spatial weight matrices consistent with regional membership.

The dataset includes raw data files (Excel and Stata), estimation scripts (do-files and R scripts), and GIS files required to reproduce IFF estimates, spatial panel regressions, and map visualizations. Missing observations are imputed using a procedure implemented in R software. The data allow users to replicate the results, explore alternative spatial specifications, and extend the analysis to other regions or policy instruments.
DOI: 10.17632/2zsc6d8c6t.1
title: Domestic resource dataset

description: This dataset supports the empirical analysis of illicit financial flows (IFFs) and regional policy spillovers within African Regional Economic Communities (RECs), with a focus on ECOWAS and SADC. The core hypothesis is that regional anti-IFF instruments and institutional coordination affect both the magnitude and spatial distribution of IFFs across member states, generating cross-border spillovers rather than uniform reductions.

The data combine annual macroeconomic, financial, institutional, and spatial information for African countries over the period 1980–2024. IFFs are estimated using the World Bank Residual (WBR) approach, extended to incorporate personal remittances and balance-of-payments components from the IMF. Additional variables capture domestic resource mobilization, trade openness, income growth, governance quality, and financial development. Spatial relationships are defined using GIS shapefiles of African countries to construct spatial weight matrices consistent with regional membership.

The dataset includes raw data files (Excel and Stata), estimation scripts (do-files and R scripts), and GIS files required to reproduce IFF estimates, spatial panel regressions, and map visualizations. Missing observations are imputed using a procedure implemented in R software. The data allow users to replicate the results, explore alternative spatial specifications, and extend the analysis to other regions or policy instruments.
DOI: 10.17632/j4rfwbpc3p
title: KREEP-bearing Noritic Lower Crust under Apollo Basin: Constraints from High-Mg Impact Glasses in Chang'e-6 Soil

description: Table S1 Elemental compositions (wt%) of Ol phenocryst in CE-6 high-Mg glass measured by EPMA.
Table S2 Major and trace elements of the CE-6 high-Mg glass measured by LA-ICP-MS.
Table S3 Major element contents (wt%) of the studied CE-6 high-Mg glass and typical lunar rocks.
Table S4 Elemental mass balance modeling of the CE-6 high-Mg impact glass.
DOI: 10.17632/j4rfwbpc3p.3
title: KREEP-bearing Noritic Lower Crust under Apollo Basin: Constraints from High-Mg Impact Glasses in Chang'e-6 Soil

description: Table S1 Elemental compositions (wt%) of Ol phenocryst in CE-6 high-Mg glass measured by EPMA.
Table S2 Major and trace elements of the CE-6 high-Mg glass measured by LA-ICP-MS.
Table S3 Major element contents (wt%) of the studied CE-6 high-Mg glass and typical lunar rocks.
Table S4 Elemental mass balance modeling of the CE-6 high-Mg impact glass.
DOI: 10.5281/zenodo.18575723
title: AutoWISP test data

description: Demostration and testing data set for the AutoWISP package.

Update to match changes in AutoWISP v1.0.12
DOI: 10.15468/dl.yyyk4j
title: Occurrence Download

description: A dataset containing 43198 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnopus dryophilus"
 ]
}

 The dataset includes 43198 records from 474 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004151-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/x7yfb6th2t
title: Statistical analysis notebooks for meta-analysis, FDR correction, and robustness assessment

description: The repository includes Jupyter notebooks for random-effects meta-analysis (meta analysis.ipynb), false discovery rate correction (FDR.ipynb), optimized weighted aggregation analysis (OGWA.ipynb), and the local PSTC-BiT implementation.
DOI: 10.17632/x7yfb6th2t.1
title: Statistical analysis notebooks for meta-analysis, FDR correction, and robustness assessment

description: The repository includes Jupyter notebooks for random-effects meta-analysis (meta analysis.ipynb), false discovery rate correction (FDR.ipynb), optimized weighted aggregation analysis (OGWA.ipynb), and the local PSTC-BiT implementation.
DOI: 10.17632/hcwyjhbhhh
title: Intercomparison of MgO, Au, Pt pressure standards assessed by NaCl B2 primary pressure scale

description: Accurate pressure determination is essential to investigate the behaviors of materials under extreme conditions. Despite decades of efforts, it remains a fundamental challenge to establish reliable and interconsistent absolute pressure scales at multi-Mbar conditions as separate calibration studies on same pressure standards as well as cross-calibrations of multiple pressure standards show substantial discrepancies often reaching ~5% at 1 Mbar and ~10% at 3 Mbar. In this study, the elasticity-based primary NaCl B2 pressure scale originally established by Murakami and Takata (2019) is further refined using a modified version of 3rd order Birch-Murnaghan equation of state and fully self-consistent thermodynamic parameters. Thermal pressure effect is calculated for NaCl B2 phase using experimentally-measured thermodynamic parameters at 300 K and Mie‒Grüneisen‒Debye model (MGD) under quasi-harmonic assumption, allowing the thermal EOS of NaCl B2 to be constructed as a reliable primary pressure scale applicable under simultaneous high pressure and temperature conditions. Then, independent high pressure molar volume data (V_MgO,V_Au,V_Pt,V_(NaCl B2)) from published co-compression experiments are reanalyzed to establish secondary MgO, Au, and Pt EOSs using our primary NaCl B2 scale as reference to facilitate intercomparison among these pressure standards/scales as well as to reconcile potential causes of their discrepancies. Finally, our results show that experimental pressures can be determined with a precision better than 2% up to 2 Mbar using a series of independently established and yet mutually consistent primary NaCl B2, MgO, Au and Pt pressure scales.
DOI: 10.17632/hcwyjhbhhh.1
title: Intercomparison of MgO, Au, Pt pressure standards assessed by NaCl B2 primary pressure scale

description: Accurate pressure determination is essential to investigate the behaviors of materials under extreme conditions. Despite decades of efforts, it remains a fundamental challenge to establish reliable and interconsistent absolute pressure scales at multi-Mbar conditions as separate calibration studies on same pressure standards as well as cross-calibrations of multiple pressure standards show substantial discrepancies often reaching ~5% at 1 Mbar and ~10% at 3 Mbar. In this study, the elasticity-based primary NaCl B2 pressure scale originally established by Murakami and Takata (2019) is further refined using a modified version of 3rd order Birch-Murnaghan equation of state and fully self-consistent thermodynamic parameters. Thermal pressure effect is calculated for NaCl B2 phase using experimentally-measured thermodynamic parameters at 300 K and Mie‒Grüneisen‒Debye model (MGD) under quasi-harmonic assumption, allowing the thermal EOS of NaCl B2 to be constructed as a reliable primary pressure scale applicable under simultaneous high pressure and temperature conditions. Then, independent high pressure molar volume data (V_MgO,V_Au,V_Pt,V_(NaCl B2)) from published co-compression experiments are reanalyzed to establish secondary MgO, Au, and Pt EOSs using our primary NaCl B2 scale as reference to facilitate intercomparison among these pressure standards/scales as well as to reconcile potential causes of their discrepancies. Finally, our results show that experimental pressures can be determined with a precision better than 2% up to 2 Mbar using a series of independently established and yet mutually consistent primary NaCl B2, MgO, Au and Pt pressure scales.