cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/prjq-wq10
title: Corona Discharge Images under DC and AC voltages

description: This paper presents the corona discharge light patterns for three different electrode systems under +DC, -DC, and AC voltages and also compares the availability of corona discharge detection sensors. The electrode gap spacing was selected as 6 cm for these electrode systems to observe several corona discharge modes under atmospheric air. Using a digital single-lens reflex (DSLR) camera, corona discharge light patterns were captured from the corona initiation to the gap breakdown. The resultant corona light discharge patterns were compared according to electrode type, voltage type, and voltage level. Also, corona discharge pulses were investigated using a highfrequency current transformer (HFCT) or a shunt resistor, and an acoustic sensor measured the sound levels generated by corona discharges. The light intensities of corona modes, corona inception voltages, and extinction voltages were identified via a corona camera. The key motivations of this study are to create a dataset of corona light patterns for different electrodes at various voltage levels and to conduct a severity analysis using these images. In addition, the study shows the practicability of digital cameras for corona discharge detection compared to costly corona detection equipment like corona cameras and the inability of the other sensors to identify some corona discharge modes.
DOI: 10.5281/zenodo.10803314
title: code
DOI: 10.5281/zenodo.10803315
title: code
DOI: 10.4121/fda02e8f-00bc-4c5b-a92e-3bae47f00e97
title: Data underlying the chapter: Towards Estimating the Occurrence of Fault-slip in Large Scale Frictional Experiments and the Field Scale

description: Time series of 2D simulations of a finite-difference model representing a large-scale bi-axial friction laboratory experiment. The forward simulations include the evolution of the strains, the velocity, and the state theta at the fault. The dataset includes the initial shear stress distributions of each ensemble member and the prior information used for the calculations of the information content in chapter 6 (Towards Estimating the Occurrence of Fault-slip in Large Scale Frictional Experiments and the Field Scale ) of the Ph.D. thesis "Ensemble data assimilation methods for estimating fault slip and future earthquake occurrences."
DOI: 10.4121/fda02e8f-00bc-4c5b-a92e-3bae47f00e97.v1
title: Data underlying the chapter: Towards Estimating the Occurrence of Fault-slip in Large Scale Frictional Experiments and the Field Scale

description: Time series of 2D simulations of a finite-difference model representing a large-scale bi-axial friction laboratory experiment. The forward simulations include the evolution of the strains, the velocity, and the state theta at the fault. The dataset includes the initial shear stress distributions of each ensemble member and the prior information used for the calculations of the information content in chapter 6 (Towards Estimating the Occurrence of Fault-slip in Large Scale Frictional Experiments and the Field Scale ) of the Ph.D. thesis "Ensemble data assimilation methods for estimating fault slip and future earthquake occurrences."
DOI: 10.48597/pgnk-hfnn
title: Measurement of Particle_number_size_distribution at Hohenpeissenberg

description: Measurement of Particle_number_size_distribution at Hohenpeissenberg
DOI: 10.48597/j3qu-9zup
title: Measurement of Particle_number_concentration at Whistler Mountain

description: Measurement of Particle_number_concentration at Whistler Mountain
DOI: 10.48597/x6zp-zxtp
title: Measurement of Ozone at Broomfield Soaring Eagle Park

description: Measurement of Ozone at Broomfield Soaring Eagle Park
DOI: 10.48597/2ju2-tnwv
title: Measurement of Particle_number_size_distribution at Hohenpeissenberg

description: Measurement of Particle_number_size_distribution at Hohenpeissenberg
DOI: 10.48597/xjbd-wpg4
title: Aerosol_absorption_coefficient at Whistler Mountain

description: Measurement of Aerosol_absorption_coefficient at Whistler Mountain
DOI: 10.48597/636c-awsy
title: Measurement of Aerosol_absorption_coefficient at Whistler Mountain

description: Measurement of Aerosol_absorption_coefficient at Whistler Mountain
DOI: 10.48597/sk68-uzkd
title: Measurement of Aerosol_absorption_coefficient at Whistler Mountain

description: Measurement of Aerosol_absorption_coefficient at Whistler Mountain
DOI: 10.48597/qzyh-qpvf
title: Measurement of Ozone at Hyytiälä

description: Measurement of Ozone at Hyytiälä
DOI: 10.48597/wn4r-quff
title: Measurement of Ozone at Hyytiälä

description: Measurement of Ozone at Hyytiälä
DOI: 10.48597/9vkx-wrbb
title: Particle_number_size_distribution at Leipzig

description: Measurement of Particle_number_size_distribution at Leipzig
DOI: 10.48597/gv4d-e6pj
title: Measurement of Particle_number_size_distribution at Leipzig

description: Measurement of Particle_number_size_distribution at Leipzig
DOI: 10.48597/5emx-z25n
title: Measurement of Particle_number_size_distribution at Leipzig

description: Measurement of Particle_number_size_distribution at Leipzig
DOI: 10.48597/mux8-pts8
title: Measurement of Particle_number_size_distribution at DEM_Athens

description: Measurement of Particle_number_size_distribution at DEM_Athens
DOI: 10.48597/w9vz-6sby
title: Nitrogen oxides at SIRTA Atmospheric Research Observatory

description: Measurement of Nitrogen oxides at SIRTA Atmospheric Research Observatory
DOI: 10.48597/9k6s-d6a9
title: Measurement of Nitrogen oxides at SIRTA Atmospheric Research Observatory

description: Measurement of Nitrogen oxides at SIRTA Atmospheric Research Observatory
DOI: 10.48597/msh3-tx62
title: Measurement of Nitrogen oxides at SIRTA Atmospheric Research Observatory

description: Measurement of Nitrogen oxides at SIRTA Atmospheric Research Observatory
DOI: 10.5281/zenodo.7124329
title: OQM9HK: A Large-scale Graph Dataset for Machine Learning in Materials Science

description: This is a large-scale graph dataset of materials science based on the Open Quantum Materials Database (OQMD) v1.5 .

Technical Report

RIMCS Website

Data Loading

A Python code example:

import sys
sys.path.append('/your/path/to/data/OQM9HK_BEL')
import OQM9HK

bel_path='/your/path/to/data/OQM9HK_BEL'

config = OQM9HK.load_config(path=bel_path)
print(config['atomic_numbers'])

split = OQM9HK.load_split(path=bel_path)
print(len(split['train']), len(split['val']), len(split['test']))

graph_data = OQM9HK.load_graph_data(path=bel_path)
name = next(iter(graph_data)) # Frist entry's name
graph = graph_data[name] # Graph object
print(graph.nodes)
print(graph.edge_sources)
print(graph.edge_targets)

dataset = OQM9HK.load_targets(path=bel_path) # Pandas dataframe
print(dataset)
train_set = dataset.iloc[split['train']]
val_set = dataset.iloc[split['val']]
test_set = dataset.iloc[split['test']]
DOI: 10.5281/zenodo.7124330
title: OQM9HK: A Large-scale Graph Dataset for Machine Learning in Materials Science

description: This is a large-scale graph dataset of materials science based on the Open Quantum Materials Database (OQMD) v1.5 .

Technical Report

RIMCS Website

Data Loading

A Python code example:

import sys
sys.path.append('/your/path/to/data/OQM9HK_BEL')
import OQM9HK

bel_path='/your/path/to/data/OQM9HK_BEL'

config = OQM9HK.load_config(path=bel_path)
print(config['atomic_numbers'])

split = OQM9HK.load_split(path=bel_path)
print(len(split['train']), len(split['val']), len(split['test']))

graph_data = OQM9HK.load_graph_data(path=bel_path)
name = next(iter(graph_data)) # Frist entry's name
graph = graph_data[name] # Graph object
print(graph.nodes)
print(graph.edge_sources)
print(graph.edge_targets)

dataset = OQM9HK.load_targets(path=bel_path) # Pandas dataframe
print(dataset)
train_set = dataset.iloc[split['train']]
val_set = dataset.iloc[split['val']]
test_set = dataset.iloc[split['test']]
DOI: 10.48597/uchs-qkzt
title: Measurement of Aerosol_absorption_coefficient at Alert

description: Measurement of Aerosol_absorption_coefficient at Alert
DOI: 10.48597/zjsw-nuvs
title: Measurement of Aerosol_absorption_coefficient at Alert

description: Measurement of Aerosol_absorption_coefficient at Alert
DOI: 10.5281/zenodo.10797935
title: Parkinsonism Sac domain mutation in Synaptojanin-1 affects ciliary properties in iPSC-derived dopaminergic neurons

description: The tabular dataset for all graphs in Rafiq et al 2024 can be found in the ASAP data repository
DOI: 10.5281/zenodo.10797936
title: Parkinsonism Sac domain mutation in Synaptojanin-1 affects ciliary properties in iPSC-derived dopaminergic neurons

description: The tabular dataset for all graphs in Rafiq et al 2024 can be found in the ASAP data repository
DOI: 10.5281/zenodo.7118054
title: OQMD v1.2 Dataset for CGNN

description: This graph dataset contains 561,888 entries of crystalline materials. The original data is available at the OQMD website.



Instruction to build this dataset

Tutorials


RIMCS Website
DOI: 10.5281/zenodo.7118055
title: OQMD v1.2 Dataset for CGNN

description: This graph dataset contains 561,888 entries of crystalline materials. The original data is available at the OQMD website.



Instruction to build this dataset

Tutorials


RIMCS Website
DOI: 10.6084/m9.figshare.24208719.v4
title: <b>Chromosome-level genome assembly of the common chiton, </b><b>Liolophura japonica </b><b>(Lischke, 1873)</b>

description: Chitons (Polyplacophora) are marine molluscs that can be found worldwide from cold waters to the tropics, and play important ecological roles in the environment. Nevertheless, there remains only two chiton genomes sequenced to date. The chiton Liolophura japonica (Lischke, 1873) is one of the most abundant polyplacophorans found throughout East Asia. Our PacBio HiFi reads and Omni-C sequencing data resulted in a high-quality near chromosome-level genome assembly of ~609 Mb with a scaffold N50 length of 37.34 Mb (96.4% BUSCO). A total of 28,233 genes were predicted, including 28,010 protein-coding genes. The repeat content (27.89%) was similar to the other Chitonidae species and approximately three times lower than in the genome of the Hanleyidae chiton. The genomic resources provided in this work will help to expand our understanding of the evolution of molluscs and the ecological adaptation of chitons.
DOI: 10.15470/nt5nsx
title: Checklist of the arthropod fauna of the Sierra Nevada Mountain range (Almer?a and Granada, Spain)

description: This dataset contains the list of taxa of the arthropod fauna of Sierra Nevada Mountain range (Almer?a & Granada, Spain) presented in the form of a table adapted to the standard Darwin Core format. It includes the arthropod species and subspecies cited for the Sierra Nevada Mountain range, as well as their corresponding genera and families, with a total of 3953 records represented as 6 classes, 33 orders, 268 families, 1884 genera and 3940 species (of which 169 are endemic). Some species whose presence is not fully confirmed (86) have also been included. The main source we have used is the book Ruano et al. 2013, ?Los Insectos de Sierra Nevada. 200 a?os de historia". Moreover, we have completed the list with those taxa cited in the scientific literature after the publication of this book, or not included in it (see Bibliography section). We have checked all the taxa names with the GBIF Backbone Taxonomy tool and, when not found in this database, with the Iberian Fauna Data Bank (http://iberfauna.mncn.csic.es/). When it was impossible to find the taxa with the cited tools, we consulted the opinion of the corresponding Iberian group's specialist. In any case, the criteria of coherence, relevance and topicality have always been considered. Part of this material belongs to the scientific collections of the Zoology Department of the University of Granada and can be accessed at https://ccz.ugr.es/.
DOI: 10.6084/m9.figshare.25378894
title: Reliability and validity of the Chinese version of the Cross-Cultural Academic Integrity Questionnaire: CCAIQ-2

description: This study revises the Cross-Cultural Academic Integrity Questionnaire Version 2 (CCAIQ-2) and examines its reliability and validity in Chinese college students to verify the suitability of the scale for measuring their academic integrity level. A total of 980 students participated in the study via a questionnaire. Exploratory factor analysis suggested three meaningful factors: copying, cheating, and complying. Results of the reliability and validity analyses indicated that the revised Chinese version of the CCAIQ-2 can measure the academic integrity level of Chinese college students. The analysis showed differences in the academic integrity levels of college students by gender, grade, and major.
DOI: 10.6084/m9.figshare.25378894.v1
title: Reliability and validity of the Chinese version of the Cross-Cultural Academic Integrity Questionnaire: CCAIQ-2

description: This study revises the Cross-Cultural Academic Integrity Questionnaire Version 2 (CCAIQ-2) and examines its reliability and validity in Chinese college students to verify the suitability of the scale for measuring their academic integrity level. A total of 980 students participated in the study via a questionnaire. Exploratory factor analysis suggested three meaningful factors: copying, cheating, and complying. Results of the reliability and validity analyses indicated that the revised Chinese version of the CCAIQ-2 can measure the academic integrity level of Chinese college students. The analysis showed differences in the academic integrity levels of college students by gender, grade, and major.
DOI: 10.5281/zenodo.10803625
title: Source data for "Growth of diamond in liquid metal at 1 atmosphere pressure"
DOI: 10.5281/zenodo.10803626
title: Source data for "Growth of diamond in liquid metal at 1 atmosphere pressure"
DOI: 10.6084/m9.figshare.25378897
title: Nomophobia among university students

description: The study examined demographic, psychological, and social factors potentially influencing students' nomophobia. This dataset contains data on the nomophobia status of university students in the Turkish sample. Students' self-reports about their smartphone use before and during Covid-19 are also included in the data set. In addition, responses to the COVID-19 Psychological Distress Scale, Short Form of the UCLA Loneliness Scale, Communication Skills Scale (CSS), Oxford Happiness Scale are also included.
DOI: 10.5281/zenodo.10800079
title: Flat thin films forward simulations (Complex fresnel rs and rp). Rough thin film of sio2, sweeped in thickness about 1micron (Intensity and raw rs and rp.) Both as measured with 0 to NA = 0.9 angles.

description: This dataset is part of a project under the ATMOC consortium, involving case studies of various simple one-material layers and their optical properties, particularly focusing on their interaction with light in terms of reflectivity. It encompasses samples , studied by institutions like UT Twente, IMEC, and CEA. These samples include flat  surfaces coated with materials like Si, Mo, Ru, Al, Ru, Ni, Mo, Nb, Pt, Ta, Cr, TiN, and  and rough thermal SiO2 on Si wafers, with thicknesses ranging from a few nanometers to several micrometers, applied through processes like PVD deposition and thermal oxidation at high temperatures.

The dataset leverages refractive index data from the online resource "refractiveindex.info" to simulate the optical properties of these layers. The reflection of light is primarily determined by the Fresnel reflection coefficient, with additional simulations for rough surfaces using JCMWave's Finite Element Method (FEM) to understand the effects of surface roughness on light reflection. Primary setup it represents is prototype of Coherent Fourier Scatterometry (typically used for critical parameters of grating reconstruction|).

Data are stored in .mat and .csv formats, with MATLAB scripts for generating visualizations of the model results, such as pcolor plots of intensity reflections based on variables like cover thickness and k-axis normalization. Python examples are also provided for loading and visualizing the data. The datasets aim to offer a comprehensive understanding of the optical properties of these materials and structures, supporting the development of standards and models for optical measurements and applications. Additionally, the dataset includes references to further studies and methodologies, such as the T-matrix approach and the Fabry-Perot formula extension, indicating a scholarly foundation in optical physics and engineering research.
DOI: 10.5281/zenodo.10800080
title: Flat thin films forward simulations (Complex fresnel rs and rp). Rough thin film of sio2, sweeped in thickness about 1micron (Intensity and raw rs and rp.) Both as measured with 0 to NA = 0.9 angles.

description: This dataset is part of a project under the ATMOC consortium, involving case studies of various simple one-material layers and their optical properties, particularly focusing on their interaction with light in terms of reflectivity. It encompasses samples , studied by institutions like UT Twente, IMEC, and CEA. These samples include flat  surfaces coated with materials like Si, Mo, Ru, Al, Ru, Ni, Mo, Nb, Pt, Ta, Cr, TiN, and  and rough thermal SiO2 on Si wafers, with thicknesses ranging from a few nanometers to several micrometers, applied through processes like PVD deposition and thermal oxidation at high temperatures.

The dataset leverages refractive index data from the online resource "refractiveindex.info" to simulate the optical properties of these layers. The reflection of light is primarily determined by the Fresnel reflection coefficient, with additional simulations for rough surfaces using JCMWave's Finite Element Method (FEM) to understand the effects of surface roughness on light reflection. Primary setup it represents is prototype of Coherent Fourier Scatterometry (typically used for critical parameters of grating reconstruction|).

Data are stored in .mat and .csv formats, with MATLAB scripts for generating visualizations of the model results, such as pcolor plots of intensity reflections based on variables like cover thickness and k-axis normalization. Python examples are also provided for loading and visualizing the data. The datasets aim to offer a comprehensive understanding of the optical properties of these materials and structures, supporting the development of standards and models for optical measurements and applications. Additionally, the dataset includes references to further studies and methodologies, such as the T-matrix approach and the Fabry-Perot formula extension, indicating a scholarly foundation in optical physics and engineering research.
DOI: 10.5281/zenodo.8304417
title: Landscape composition and shannon diversity of landuse classes aggregated from CORINE land cover 2012

description: Based on Copernicus CORINE land cover data from 2012, we aggregated the original CORINE land use classes into 8 classes: urban, agriculture, grassland, Broad-leaved forest, Coniferous forest, Mixed forest, natural/seminatural vegetation, and water (see clc_legend.txt). We calculated the landscape composition (percentage of each land use type according to corine land type) and shannon diversity for 100 - 5000 meters (100-1000 meter with 100 meter intervals, 1000 - 5000 meter with 500 meter interval) buffer area around Landklif plots.


LandKlif is funded by the Bavarian State Ministry of Science and the Arts within the Bavarian Climate Research Network (bayklif).  Within the five year funding period of bayklif, five interdisciplinary senior research associations and five junior research groups are be financed with a total sum of 18 million Euro. LandKliF, as one of the five interdisciplinary senior research associations, addresses the effects of climate change on biodiversity and ecosystem services in semi-natural, agricultural and urban landscapes.
DOI: 10.5281/zenodo.8304418
title: Landscape composition and shannon diversity of landuse classes aggregated from CORINE land cover 2012

description: Based on Copernicus CORINE land cover data from 2012, we aggregated the original CORINE land use classes into 8 classes: urban, agriculture, grassland, Broad-leaved forest, Coniferous forest, Mixed forest, natural/seminatural vegetation, and water (see clc_legend.txt). We calculated the landscape composition (percentage of each land use type according to corine land type) and shannon diversity for 100 - 5000 meters (100-1000 meter with 100 meter intervals, 1000 - 5000 meter with 500 meter interval) buffer area around Landklif plots.


LandKlif is funded by the Bavarian State Ministry of Science and the Arts within the Bavarian Climate Research Network (bayklif).  Within the five year funding period of bayklif, five interdisciplinary senior research associations and five junior research groups are be financed with a total sum of 18 million Euro. LandKliF, as one of the five interdisciplinary senior research associations, addresses the effects of climate change on biodiversity and ecosystem services in semi-natural, agricultural and urban landscapes.
DOI: 10.48597/2g26-np2b
title: Measurement of Particle_number_concentration at Gosan

description: Measurement of Particle_number_concentration at Gosan
DOI: 10.48597/2rfn-zq4g
title: Measurement of Heavy metals at Pallas (Matorova)

description: Measurement of Heavy metals at Pallas (Matorova)
DOI: 10.48597/2yuf-s7jn
title: Measurement of Aerosol light scattering at Gosan

description: Measurement of Aerosol light scattering at Gosan
DOI: 10.48597/34nw-88ck
title: Measurement of Heavy metals at Topolniky

description: Measurement of Heavy metals at Topolniky
DOI: 10.48597/3m2y-rfra
title: Measurement of Nitrate at Noia

description: Measurement of Nitrate at Noia
DOI: 10.48597/4vxc-5y6h
title: Measurement of Inorganics in air and particle phase at Lough Navar

description: Measurement of Inorganics in air and particle phase at Lough Navar
DOI: 10.48597/53ch-khvu
title: Measurement of Copper at Pallas (Matorova)

description: Measurement of Copper at Pallas (Matorova)
DOI: 10.48597/5vc9-n5q8
title: Measurement of Nitrate at Lough Navar

description: Measurement of Nitrate at Lough Navar
DOI: 10.48597/6keh-x9dk
title: Measurement of Aerosol_absorption_coefficient at Gosan

description: Measurement of Aerosol_absorption_coefficient at Gosan
DOI: 10.5281/zenodo.32497
title: Md Simulation Trajectory And Related Files For Popc Bilayer With 690Mm Nacl (Charmm36, Gromacs 4.5)

description: Equilibrated POPC lipid bilayer simulation ran with Gromacs 4.5, CHARMM36, 60ns, T=303K, 72 POPC molecules, 2085 water molecules, 26 Na molecules, 26 Cl molecules. This data is used in the NMRLipids II project (nmrlipids.blospot.fi).
DOI: 10.5281/zenodo.7622838
title: MD Simulation data for a pure POPE bilayer with AMOEBA force field + OpenMM

description: MD simulation data for the POPE bilayer with the AMOEBA-based force field developed by Li (https://doi.org/10.1080/00268976.2018.1436201). The simulation contains 72 POPE lipids and 2880 water molecules. The trajectory is 305,94 ns long (30594 frames with 10 ps saving frequency). <strong>It has been discovered that (https://github.com/NMRLipids/Databank/issues/2#issuecomment-1357871243) the openmm_combined.dcd trajectory did not have the correct timestamp: the timestep between two consecutive simulation frames was not correctly embedded into the trajectory information. Therefore, with the latest version we are uploading the "wrapped_full.xtc" which has the correct timestamp. The frame saving frequency in this trajectory is 10 ps. The correction to the timestamp was done via MDAnalysis.</strong> <strong>This new update should not invalidate any previous calculations that did not explicitly read the timestamp information from the trajectory.</strong>
DOI: 10.48597/76ha-9zvt
title: Measurement of Heavy metals and pm10_mass at Stará Lesná

description: Measurement of Heavy metals and pm10_mass at Stará Lesná