cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/by6jz684tf.1
title: A Study on Creative Arts Therapists’ Human Rights Sensitivity

description: Human rights sensitivity was measured in this study using the Human Rights Sensitivity Scale for college students and adults (NHRCK, 2002) developed by the National Human Rights Commission of Korea(NHRCK). The human rights sensitivity scale consists of situational awareness, awareness of consequences, and responsibility awareness. Situational awareness refers to interpreting and accepting human rights issues in a specific human rights context. Awareness of consequences is the ability to infer the consequent effects of human rights advocacy on others, including having emotional empathy. Lastly, responsibility awareness refers to being aware of one’s moral responsibility in actions related to human rights. 
The scale presents 10 cases involving human rights issues. There are three categories within each case, representing situational awareness, awareness of consequences, and responsibility awareness, divided into questions on human rights and human rights abuses, totaling 60 questions. Each question is measured on a Likert scale ranging from “not important at all” (1 point) to “absolutely important” (5 points), with each case measuring 0–15 points where a higher score indicates a higher sensitivity to human rights. 
In this test question, question I is situational awareness, question II is awareness of consequences, and question III measures responsibility awareness. 
One of the questions on the measurement of situational awareness, awareness of consequences, and responsibility awareness is not related to human rights sensitivity, and the other is related to human rights sensitivity.
Among the answers to the questions in each story, only if the response to the human rights sensitivity question is greater than the response to other value questions is selected and a score is given to the human rights sensitivity question. If the response to other value questions is higher than the response to the human rights sensitivity question, 0 points are given. 
Since college students and adults are on a 5-point scale, they can get a minimum of 0 to a maximum of 5 points per question, and since there are three questions per case, they can get a minimum of 0 to a maximum of 15 points per case. 
Therefore, there are 10 cases for college students and adults, so you can get a minimum of 0 to a maximum of 150.
DOI: 10.17632/j2gwxb8pbg.1
title: Temperature and gas generation experimental data

description: Temperature and gas generation experimental data for the paper titled Preventing fertiliser fires through NOx scavenging and better ventilation.
DOI: 10.17632/kb9pb6tzkg.1
title: Evoked fNIRS Signals for Isolated Pain Event Classification in Thermal Quantitative Sensory Testing

description: 1. Preprocessing
Contains the data and code used for preprocessing.

The raw data is stored in the following structure in "nirsc.mat".
- (16,1) cell : 16 subject
└ (1,4) struct : 4 task (Cold Threshold Test, Heat Threshold Test, Cold Tolerance Test, Heat Tolerance Test)
└ headers, time, task, mark, count, oxyHb, deoxyHb, totalHb, chanlabs, srate

nirsc_filtered.mat
Data with wavelet-mdl applied using matlab's nirs-spm and a 0.01-0.09 bandpass filter applied using the matlab function.

py_MakePythonData.m
Generate h5 files by window size by segmentation from mat file.

2. Train Model
Contains files for training the model. The files described below are the code you run to train, while the other files are included for dependencies. Needs output files of 'py_MakePythonData.m'.

wandb-ORC-T-KFOLD_trialwise.py
This code runs k-fold CV training on the HbO, HbR, and HbO&HbR datasets.

wandb-ORC-T-LOSO16.py
This code runs LOSO CV training on the HbO, HbR, and HbO&HbR datasets.

wandb-ORC-T-KFOLD_trialwise_valid-Concentration.py
This code runs k-fold CV training on the HbO† datasets.

wandb-ORC-T-LOSO16_valid-Concentration.py
This code runs LOSO CV training on the HbO† datasets.

3. Figure
This is the code that creates the figure and supplementary figure. We need the output file of '2. Train Model'.
DOI: 10.17632/vzh36mj4hy.1
title: How Does Technological Progress Affect Provincial Financial Resilience? Evidence at the provincial level in China

description: 1. The research area in this paper is 30 inland provinces in China from 2011-2021, the Tibet Autonomous Region is excluded due to incompleteness of data. Our data are derived from the China Statistical Yearbook, Provincial Statistics Yearbook, Financial Statistics Yearbook, Wind Database, Guotai’an Database, the People’s Bank of China, the China Banking Regulatory Commission and provincial commercial banks. Missing values are calculated using the weighted moving average method. 
2. The entire file package includes two types of file: dta file and do file

3. Variable name and Description：
FR indicates financial resilience
gtfp indicates technological progress
fdizb indicates the ratio of foreign direct investment to GDP
wealfare indicates the ratio of social security expenditures to GDP
er indicates employment rate
humancapital indicates human capital level
edu indicates education level
education indicates social capital
pop indicates population
consume indicates social consumption capacity
interlab indicates employment proportion in the tertiary sector
ter indicates industrial structure improvement
market indicates marketization index
Bakerpolicy2 indicates Chinese economic policy uncertainty
patenten indicates the number of valid invention patents for industrial enterprises above designated size
techmarket indicates technology market development level
actualfdizb indicates share of real foreign direct investment in GDP
pd indicates indicates population density
db indicates year-end deposits balances of provincial commercial banks 
lb indicates year-end loan balances of provincial commercial banks 
B indicates asset liquidity
ge indicates government intervention

4. We use Stata software for specific regression analysis. After opening the dta file in the Stata interface, we obtain the results by running the regression command of the do file.
DOI: 10.17632/dnt5xkgr6z.1
title: LDHU3_11.0870

description: Protein Associated with Differentiation; Leishmania donovani (HU3 strain)
DOI: 10.17632/mkkwfngvg9.1
title: Molecular Genetic Analysis of Natural Introgression to Enhance Chestnut Blight Resistance of C. henryi var. omeiensis

description: (1)The no-root tree of 151 chestnut plant was constructed based on genetic distance using 18 SSR molecular markers. (2) Relative expression level of Cm10G00621 in Chinese chestnut branches inoculated with "EP155" and not inoculated with "EP155". (3) The correlation analysis between the genetic components of mixed C. mollissima and the degree of disease resistance. (4) The overlap between DEGs at two time points and genes derived from Chinese chestnut rIBD fragments.
DOI: 10.17632/wj2g73p3nc.1
title: LDHU3_11.0820

description: Aminopeptidase; Leishmania donovani (HU3 strain)
DOI: 10.17632/j7853sthsr.1
title: LDHU3_11.0830

description: Aminopeptidase; Leishmania donovani (HU3 strain)
DOI: 10.17632/gcsj9978rj.1
title: LDHU3_11.0810

description: Hypothetical protein - conserved; Leishmania donovani (HU3 strain)
DOI: 10.17632/wp9vpcy5xd.1
title: LDHU3_11.0790

description: 3-methylcrotonoyl-CoA carboxylase beta subunit; Leishmania donovani (HU3 strain)
DOI: 10.17632/kwrxj73jgb.1
title: LDHU3_11.0800

description: Zinc finger domain-containing protein; Leishmania donovani (HU3 strain)
DOI: 10.5281/zenodo.14420503
title: Improving the reliability of molecular string representations for generative chemistry

description: This zenodo repository contains the dataset used for training models described in : "Improving the reliability of molecular string representations for generative chemistry",2025, Reboul et al. It also includes the checkpoints of VAE models weights each five epochs and samples generated from the final models. 

Training_data :  Cointains the processed  molecular sets (MOSES) datasets  ( train and test sets)  : 



SMILES: canonical SMILES  using RDKIT 2023.09.1, sampled Clearsmiles ( cf. paper)

SELFIES: SELFIES using python module selfies  2.1, SELFIES with no overload and SELFIES with no hexadecimal encoding


Checkpoints : xxx_yyy_modelname_lat_zz.ckpt where xx is the current epoch saved , yyy the maximum epoch during training, zz the number of latent dimensions in latent space

Samples : csv or parquet files ,  samples_xxx_yyy_modelname_late_zz , xxx,yyy, and zz are the same as above.
DOI: 10.5281/zenodo.14420504
title: Improving the reliability of molecular string representations for generative chemistry

description: This zenodo repository contains the dataset used for training models described in : "Improving the reliability of molecular string representations for generative chemistry",2025, Reboul et al. It also includes the checkpoints of VAE models weights each five epochs and samples generated from the final models. 

Training_data :  Cointains the processed  molecular sets (MOSES) datasets  ( train and test sets)  : 



SMILES: canonical SMILES  using RDKIT 2023.09.1, sampled Clearsmiles ( cf. paper)

SELFIES: SELFIES using python module selfies  2.1, SELFIES with no overload and SELFIES with no hexadecimal encoding


Checkpoints : xxx_yyy_modelname_lat_zz.ckpt where xx is the current epoch saved , yyy the maximum epoch during training, zz the number of latent dimensions in latent space

Samples : csv or parquet files ,  samples_xxx_yyy_modelname_late_zz , xxx,yyy, and zz are the same as above.
DOI: 10.15468/dl.udhg78
title: Occurrence Download

description: A dataset containing 11213 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aporrectodea rosea (Savigny, 1826)"
 ]
}

 The dataset includes 11213 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004352-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fw87kyh6vc.1
title: LDHU3_11.0900

description: Ankyrin repeats-containing protein; Leishmania donovani (HU3 strain)
DOI: 10.5281/zenodo.11401125
title: Geographical overlays of the co-word analysis network on Ecotourism, Sustainable Tourism and Nature Based Tourism (1986-2022): Map and network for VOSViewer visualization
DOI: 10.5281/zenodo.11401126
title: Geographical overlays of the co-word analysis network on Ecotourism, Sustainable Tourism and Nature Based Tourism (1986-2022): Map and network for VOSViewer visualization
DOI: 10.17632/rs994bxgc4.1
title: Hilalpy : Database of Lunar Crescent Sighting

description: This is the database of lunar crescent sighting. It contain data from
DOI: 10.5281/zenodo.11401067
title: Base outline of the co-word analysis network on Ecotourism, Sustainable Tourism and Nature Based Tourism (1986-2022): Map and Network for VOSViewer visualization
DOI: 10.5281/zenodo.11401068
title: Base outline of the co-word analysis network on Ecotourism, Sustainable Tourism and Nature Based Tourism (1986-2022): Map and Network for VOSViewer visualization
DOI: 10.17632/jw43536x4h.1
title: LDHU3_11.0880

description: Nodulin-like domain-containing protein; Leishmania donovani (HU3 strain)
DOI: 10.5281/zenodo.14684854
title: Cross-cultural Country image effects after the Brexit
DOI: 10.5281/zenodo.14684855
title: Cross-cultural Country image effects after the Brexit
DOI: 10.17632/5h362x69dc.1
title: Experimental evidence for stronger impacts of larval but not adult rearing temperature on female fertility and lifespan in a seed beetle

description: Temperature impacts behaviour, physiology and life-history of many life forms. In many ectotherms, phenotypic plasticity within reproductive traits could act as a buffer allowing adaptation to continued global warming within biological limits. But there could be costs involved, potentially affecting adult reproductive performance and population growth. Empirical data on the expression of reproductive plasticity when different life stages are exposed is still lacking. Plasticity in key components of fitness (e.g., reproduction) can impose life-history trade-offs. Ectotherms are sensitive to temperature variation and the resulting thermal stress is known to impact reproduction. So far, research on reproductive plasticity to temperature variation in this species has focused on males. Here, I explore how rearing temperature impacted female reproduction and lifespan in the bruchid beetle Callosobruchus maculatus by exposing them to four constant temperatures (17 °C, 25 °C, 27 °C and 33 °C) during larval or adult stages. In these experiments, larval rearing cohorts (exposed to 17 °C, 25 °C, 27 °C and 33 °C, from egg to adulthood) were tested in a common garden setting at 27 °C and adult rearing cohorts, after having developed entirely at 27 °C, were exposed to four constant rearing temperatures (17 °C, 25 °C, 27 °C and 33 °C). I found stage-specific plasticity in all the traits measured here: fecundity, egg morphological dimensions (length and width), lifespan and egg hatching success (female fertility). Under different larval rearing conditions, fecundity and fertility was drastically reduced (by 51% and 42%) at 17 °C compared to controls (27 °C). Female lifespan was longest at 17 °C across both larval and adult rearing: by 36% and 55% compared to controls. Collectively, these results indicate that larval rearing temperature had greater reproductive impacts. Integrating both larval and adult rearing effects, I present evidence that female fertility is more sensitive during larval development compared to adult rearing temperature in this system.
DOI: 10.5281/zenodo.11401198
title: Temporal overlays of the co-word analysis network on Ecotourism, Sustainable Tourism and Nature Based Tourism (1986-2022): Map and network for VOSViewer visualization
DOI: 10.5281/zenodo.11401199
title: Temporal overlays of the co-word analysis network on Ecotourism, Sustainable Tourism and Nature Based Tourism (1986-2022): Map and network for VOSViewer visualization
DOI: 10.17632/4sswtc24r9.1
title: LINF_350047500

description: RNA polymerase III subunit RPC4; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.14699349
title: Raw X-ray Diffraction Data and (Quantum-) Crystallographic Models of WYLID using Cu Ka Radiation

description: This dataset contains the raw diffraction images, as well as structural models for a publication in J. Appl. Cryst. using Cu Ka radiation. 

The raw data can be found in the "images" folder, the structural models in "struct". 

The type of model is indicated by the prefix of the model: 



IAM: Independent Atom Model

HAR: Hirshfeld Atom Refinement
DOI: 10.5281/zenodo.14699350
title: Raw X-ray Diffraction Data and (Quantum-) Crystallographic Models of WYLID using Cu Ka Radiation

description: This dataset contains the raw diffraction images, as well as structural models for a publication in J. Appl. Cryst. using Cu Ka radiation. 

The raw data can be found in the "images" folder, the structural models in "struct". 

The type of model is indicated by the prefix of the model: 



IAM: Independent Atom Model

HAR: Hirshfeld Atom Refinement
DOI: 10.17632/vf8hkcm358.1
title: Isotopic composition of nitrate in the Western Pacific Ocean: Biogeochemical signals and their transport

description: The data set of WPO in 2016 obtained from the R/V Kexue. It includes the nutrients concentrations, the nitrate isotopes and basic hydrographic parameters.
DOI: 10.17632/mcsrg3cgvh.1
title: Multiplexed kinase interactome profiling quantifies cellular network activity and plasticity

description: Raw western blot imaging data files (16-bit PNG from ProteinSimple imager) from Golkowski et. al. "Multiplexed kinase interactome profiling quantifies cellular network activity and plasticity" in Molecular Cell (2023). File names match Supplemental Figures SI 8, 9, and 11.
DOI: 10.17632/vrnssx7s9b.1
title: LINF_350044700

description: PG-rich repeat-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.14699089
title: X-ray computed tomography dataset of an AlSi-alloy using SEM-based nano-CT

description: Material: AlSi-alloy containing intermetallic phases with Mg, Fe, Ni, CuScan:



scan performed with a SEM-based nano-CT

2161 acquired projections as tiff stack

30 keV

Pt bulktarget

exposure time: 60 s / projection

info file containing corresponding metadata


 

Reconstruction:



reconstructed volume as tiff stack

info file containing corresponding metadata

voxel size 100 nm
DOI: 10.5281/zenodo.14699090
title: X-ray computed tomography dataset of an AlSi-alloy using SEM-based nano-CT

description: Material: AlSi-alloy containing intermetallic phases with Mg, Fe, Ni, CuScan:



scan performed with a SEM-based nano-CT

2161 acquired projections as tiff stack

30 keV

Pt bulktarget

exposure time: 60 s / projection

info file containing corresponding metadata


 

Reconstruction:



reconstructed volume as tiff stack

info file containing corresponding metadata

voxel size 100 nm
DOI: 10.17632/5gn7h7jf3h.1
title: LINF_350047700

description: Vma21-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/jh63d6jmmc.2
title: Synthetic dataset for visco-acoustic imaging

description: The dataset contains ultrasonic waves simulated in viscous tissues for two and three-dimensional domains. The dataset contains the physical parameters of a breast sample with a high-contrast inclusion, the acquisition setup with positions of sources and receivers, and the associated pressure-wave data at ultrasonic frequencies. The wave propagation is based on seven different viscous models and different choices of boundary conditions are given.
DOI: 10.15468/dl.smw4ev
title: Occurrence Download

description: A dataset containing 83884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes albopictus (Skuse, 1894)"
 ]
}

 The dataset includes 83884 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004351-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jfb93674c2.1
title: Trinary Nanohybrid Nanocomposite (Ag/MoS2/ZnO): A Plausible Photoelectrode for Photoelectrochemical Water Splitting

description: Current study aims to synthesis trinary nanohybrid composite (Ag/MoS2/ZnO) and evaluate its potential application as photoanode to produce hydrogen gas with low voltage (0.2 V vs. RHE). Combination of structural analysis via microscopy analysis and elemental spectroscopy has proven the successful in integrating Ag/MoS2 dispersion phase onto ZnO nanorods matrix. Optical characterization on the as-prepared Ag/MoS2/ZnO indicates there is an improvement of light absorption towards visible light region, which is benefiting the photoelectrochemical process by creating additional photoexciton. Photoelectrochemical performance analysis reveals that the performance of trinary nanohybrid composites exhibits better water splitting efficiency as compared to its single component counterpart (ZnO). Among all the samples, 20 wt% Ag/MoS2 depicts the best photoelectrochemical performance with the low onset potential (0.3V vs. RHE) and photoconversion efficiency of 1.15% at peak voltage of 0.85 V (vs. RHE). Without any external supplied voltage, chronoamperometry measurement indicate there is a short circuit current of 0.70 mA/cm2 and similar bias-free condition has found to be able in sustaining self-driven hydrogen gas generation up to 54.49 μL according to gas chromatography-analysis. The enhancement of photoelectrochemical performance has been discussed and accredited to the presence of active edges in MoS2 nanoflakes in addition to Ag nanoparticles that facilitate the efficient charge separation process. Current work is envisaged to serve as a platform for exploring the potential in using multi-compounds integration approach for realizing bias-free water splitting application.
DOI: 10.17632/3xrwsp5893.3
title: Ground-level, hyperspectral and thermal remote data from wheat genotypes grow under various combinations of water and nitrogen availability

description: In this data we provide different agronomic variables and sensor readings (reflectance spectra and canopy temperature) from an agricultural crop rotation under Mediterranean conditions. The data were obtained in Central Spain after collecting plant samples in a field experiment during two growing seasons: 2018-2020 and 2019-2021. These variables represent the crop response of two wheat (Triticum aestivum L.) genotypes to different precedent crops (legume versus non-legume), nitrogen fertilization and water levels, as well as the readings of leaf-clip and proximal sensors in different growth stages.
+ Value of the data:
Data relating agronomic and sensor information from different wheat genotypes under nitrogen and water interactions will be useful for understanding crop performance and optimizing irrigation and nitrogen fertilization. 
The present dataset could help researchers and farmers to identify suitable genotypes and their responses to nitrogen and water stress.
+ Detailed description:
The file ‘Grain yield, GNC and N output of wheat.xlsx’ contains the specific year in which each sample was taken is indicated in the database, the dry biomass (kg ha-1), carbon and nitrogen concentration (% C and %N), C/N ratio and N uptake (kg N ha-1) measured in wheat at flowering in the different treatments every year (Wheat Biomass.xlsx). In addition, the dataset contains the wheat grain yield (kg ha-1), % C, % N, C/N ratio and N output (kg N ha-1) at harvest in the two years were recorded. 
The files ‘Dualex readings.xlsx’ and ‘Greeseeker readings.xlsx’ contains the chlorophyll (Chl), flavonoid (Flav), anthocyanin (Anth) content and the nitrogen balance index (NBI, calculated as the ratio Chl/Flav) measured with the leaf-clip sensor Dualex®, and the normalized difference vegetation index (NDVI) taken with the proximal sensor GreenSeeker® at three different growth stages (GS) for all genotypes and treatments.
The file ‘Reflectance of wheat.xlsx’ contains the hyperspectral wheat reflectance measured at five GS in all treatments.
The file ‘Thermal data of wheat.xlsx’ contains the canopy temperature acquired at three GS in all treatments. Additionally, dry and wet bare soil temperature was measured as well as the air temperature. 
Suplementary material for the article is also available as a pdf file.