cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27083185.v1
title: X-ray reflectivity and resonant anomalous X-ray reflectivity of neodymium and ytterbium adsorbed to alumina surfaces at pH 6.5

description: This data package consists of a series high-resolution X-ray reflectivity (XR) and resonant anomalous X-ray reflectivity (RAXR) measurements of neodymium and ytterbium adsorption to alumina (001) and (012) crystal surfaces. Also included are data for the same alumina crystal surfaces in a sodium chloride fluid free of rare earth elements. All samples were measured in contact with a fluid consisting of 10 mmol/L NaCl and 1 mmol/L MES buffer at pH 6.5. Neodymium or ytterbium were added in solutions made from their chlorides and had final concentrations of 500 µmol/L. All datasets are assigned codes to indicate the specific sample conditions, consisting of three components: (1) C or R to indicate the (001) or (012) surfaces, respectively; (2) 1 or 2 to indicate the specific crystal used in the measurements; (3) NaCl, Nd, or Yb to indicate if the experiments were REE-free (NaCl) or the specific REE present. The data are subdivided into a folder containing the XR data and a folder containing the RAXR data, with a subfolder for each specific data file.XR and RAXR data are provided in a 4-column format consisting of the L value, the X-ray energy in eV, the measured X-ray reflectivity, and the uncertainty in the X-ray reflectivity. L values are derived from reindexing the crystal structure to have the third Miller index, L, aligned along the surface normal direction. Q in Å-1 can be calculated from L by multiplying by 2×pi×c, where c is the lattice parameter along the surface normal direction. c = 12.9877 Å for alumina (001) and 6.9613 Å for alumina (012).<br>
DOI: 10.6084/m9.figshare.28138583.v3
title: Conflux dataset

description: Analysis of transaction fees in DAG Conflux blockchain. Dataset with information of blocks and transactions retrieved from Conflux network.Source: https://confluxscan.io/
DOI: 10.6084/m9.figshare.28235639.v1
title: Astro-QA

description: This folder was created for Astro-QA, in which the two sub-folders, `EN' and `ZH', include the English and Chinese versions of the questions, respectively. Then, the questions are organized by types in <i>.xlsx</i> format. For each question file, there are several key headers: 'ID' is the unique identifier of each question; 'question' denotes the body of the evaluation question; 'answer' provides the standard (reference) answer to the question; 'parse' provides a parse of the question.If you find the dataset is useful in your research, please consider citing@article{jieli2025astroqa, title={An astronomical question answering dataset for evaluating large language models}, author={Jie Li, FuyongZhao, PanfengChen, JiafuXie, XiangruiZhang, Hui Li, MeiChen, YanhaoWang, MingZhu}, journal={Scientific Data}, year={2025}, url={https://doi.org/10.1038/s41597-025-04613-9}}
DOI: 10.6084/m9.figshare.29061462.v1
title: AI Literacy and Digital Wellbeing: The Multiple Mediating Roles of Positive Attitudes Towards AI and Satisfying Basic Psychological Needs

description: AI literacy gains critical importance. However, the mechanism of the relationship between AI literacy and digital wellbeing remains unclear. This study aimed to explore how AI literacy supports digital wellbeing and the roles of a positive attitude towards AI and the use of AI for satisfying basic psychological needs within this relationship. The sample consisted of 401 participants, aged 18–61 years. Structural equation modelling was employed to analyse the mediating roles of positive attitude towards AI and the use of AI for satisfying basic psychological needs. The results indicated that AI literacy is positively associated with digital wellbeing. Additionally, the mediating roles of positive attitude towards AI and the use of AI for satisfying basic psychological needs in the relationship between AI literacy and digital wellbeing were identified. These findings contribute to understanding the relationship between AI literacy and digital wellbeing and the mediating mechanisms underlying these associations.
DOI: 10.17632/grm2m676m5
title: Revealing Corruption: Firm and Worker Level Evidence from Brazil

description: Replication code and description for "Revealing Corruption: Firm and Worker Level Evidence from Brazil", accepted at the Journal of Financial Economics.
DOI: 10.17632/hmd87ky8gh
title: Data for: Improvements in the Predictive Accuracy of the Hydrophobic Subtraction Model of Reversed-Phase Selectivity

description: Excel workbook with HSM2 column and solute parameters.
DOI: 10.21942/uva.19310582.v1
title: Temperature data

description: seawater temperature data for each tank<br>data for Table 1 in the paper
DOI: 10.6084/m9.figshare.1256261.v1
title: The unapprehended major risks to human health associated with carbon dioxide breathing toxicity related to climate change.

description: Carbon dioxide gas is toxic to humans. While the dangerous effects of breathing high levels of CO2 are well known, there has been little attention to the lower levels that, with continuing emissions, will soon pervade our environment. From short-term exposure studies, there are known health effects at only ten times the current ambient atmospheric concentration of carbon dioxide. Although longer term exposure studies are scarce, there is evidence that the actual safe level of carbon dioxide for breathing is much lower when considering a lifetime exposure. The possibility exists that before the end of this century, carbon dioxide levels will be such that the human lifespan will be significantly shortened due to the failure of the body's compensatory mechanisms under long-term exposure. As such there is a credible risk of approaching extinction of many species including humans.
DOI: 10.6084/m9.figshare.14672193.v1
title: sud2019-alcuse

description: GWAS summary statistics from the Psychiatric Genomics Consortium (PGC)
DOI: 10.6084/m9.figshare.19499378.v1
title: patches and local annotations, slide 024, zoom 248x248 um2

description: patches and local annotations: data for slide with ID of the last 3 characters of the file name: local annotations in csv format and a folder with patches at zoom level indicated at the 6th character of the file name
DOI: 10.6084/m9.figshare.28327364.v1
title: .tif files

description: Global climate files from Chelsa+ Bioclim dataset - Bio 1: Mean Annual Temperature, Bio 5: Maximum Temperature of the Warmest Month, Bio 6: Minimum Temperature of the Coldest Month. Accessed in April 2024
DOI: 10.6084/m9.figshare.29133959.v1
title: Characterization and modeling methodology for fractal porous media in natural reservoirs: a comprehensive solution

description: Here, FPM was regarded as a dual-complexity system consisting of original and behavioral complexities, where the former determines geometric types, while the latter dominates scale-invariance property. However, existing characterization models are difficult to construct FPM with arbitrary geometric and scale-invariance types. Therefore, by clarifying the essentials of scale-invariance properties, we proposed a general fractal topology model to uniquely define behavioral complexity. Subsequently, by combining pore-throat-solid-network-connectivity algorithm to equivalently characterize original complexity, we developed a comprehensive solution for constructing FPM and verified its adaptability by modeling both classical and natural FPM. Finally, we pointed out the future work in the development of the digital twin model for FPM, respectively to be effective extraction of original complexity and unique inversion of behavioral complexity. This work might provide a solution to improve the accuracy of physical property estimation and facilitate the exploration of dynamic performances of natural reservoirs.
DOI: 10.6084/m9.figshare.29162066.v1
title: Partial COX1 sequences of Cimex hemipterus from Indonesia

description: Bed bugs are a growing public health concern in tropical countries like Indonesia. This study aimed to identify the species responsible for infestations across the country using both morphological and molecular methods. Specimens were collected from 10 locations, including Central Java, Papua, and Kalimantan. In total, 101 <i>Cimex hemipterus</i> were identified based on physical features, and 23 of them were further analyzed using<i> COX1</i> gene sequencing. Morphological results confirmed all samples as <i>C. hemipterus</i>, with pronotum ratios matching known identification keys. <i>COX1</i> sequences showed 98.61% to 99.77% similarity with samples from Malaysia and Iraq.
DOI: 10.17605/osf.io/5jzg9
title: Testing the Effects of Multiple Stigmas on Discrimination in the German Housing Market in political right and political liberal voting cities - a conceptual replication of Mazziotta, Zehr and Rohmann

description: Die Population umfasst private Vermieter*innen in sieben ausgewählten deutschen Städten, die basierend auf AfD-Wähleranteil bei der Europawahl 2024 klassifiziert werden. Die Städte Bielefeld (10,6%), Braunschweig (8,6%), Aachen (10,8%) und Mainz/Wiesbaden (6.8% / 10.7%) repräsentieren Regionen mit einem “niedrigen” AfD-Wähleranteil, während Chemnitz (28,2%), Magdeburg (22,0%) und Gelsenkirchen (27,7%) Regionen mit einen “hohen” AfD-Wähleranteil darstellen. 

Die Rekrutierung erfolgt indirekt durch das gezielte Senden standardisierter E-Mail- Anfragen über die Plattform Immoscout24 an private Vermieter*innen, die Immobilienanzeigen in den genannten Städten online geschaltet haben. Listings werden basierend auf vorher festgelegten Einschlusskriterien ausgewählt. 

Es wird eine Gleichverteilung zwischen den Bedingungen angestrebt, Jede Kombination von Nationalität, sexueller Orientierung und Städtetyp wird durch jeweils 75 Bewerbungen abgedeckt. 

Eingeschlossen werden Inserate, die die festgelegten Kriterien in Bezug auf Preis (maximal 1.500 Euro Warmmiete), Zimmeranzahl (2 bis 5 Zimmer), Wohnungsgröße (mindestens 50m2 und höchstens 200m2), Entfernung zum Stadtzentrum (maximal 20km) und Art des Vermieters (privat) erfüllen. Ausgeschlossen werden Inserate, die doppelt eingestellt wurden (Re-posts) oder seit länger als einem Monat online sind. 

Bei der Studie handelt es sich um ein Online-Feldexperiment, da reale Daten auf einer öffentlichen Plattform erhoben werden. Die Kontaktaufnahme erfolgt über ImmoScout24. 

Die Datenerhebung ist für den Zeitraum 03.12.2024 bis 15.01.2025 geplant. Sollten durch Ausschlusskriterien so viele Inserate ausgeschlossen werden, dass das angepeilte Power-Level von 0.95 nicht erreicht werden kann, erhöhen wir die Anzahl der Städte, in welchem wir erheben um die nächsthöchste und nächst niedrigste Stadt bezogen auf den AfD-Wähleranteil.
DOI: 10.6084/m9.figshare.12595169.v1
title: Orectolobiformes Fossil Calibrated Phylogeny

description: data associated with<b> Boyd and Seitz, "Global shifts in species richness have shaped carpet shark evolution"</b> <br>
DOI: 10.6084/m9.figshare.19086128.v1
title: Simulation_results_of_CSI_based_VLP.zip

description: This zip contains simulation data for different visible light positioning methods based on RSS ranging, including the classic method using total received power and the newly proposed method using LOS signal received power. This data is referenced in our companion paper "RSS-based visible light positioning based on channel state information".
DOI: 10.6084/m9.figshare.22092101.v1
title: data for paper submitted to f1000 research

description: The data shared is useful in finding rider comfort in an electric two-wheeler.
DOI: 10.6084/m9.figshare.23685024.v3
title: lncRNA expression and regulation across different brain regions in primates

description: <b>Orthologous_lncRNA_information.xlsx:</b> Orthologous lncRNA information across human, chimpanzee, gorilla, and gibbon<b>Co-expressed_pairs_lncRNA-PCG</b><b>.xlsx: </b>Information about all the co-expressed pairs of lncRNA-PCG from all the clusters of lncRNA and PCGs.<b>Hub_lncRNAs_co-expression _of_PCGs</b><b>.</b><b>xlsx:</b> Information about the hub lncRNAs regulating the co-expression of PCGs from lncRNA-PCG pairs across different clusters of lncRNAs and PCGs.<b>Common_and_unique_PCGs_C8_PCG_D</b><b>.xlsx:</b> List of commonly and uniquely regulated PCGs in C8-PCG_D co-expression network of human and chimpanzee.<b>gffcompare_class_codes_meaning</b><b>.</b><b>docx:</b> Represents the gffcompare class codes and its meaning during annotation of the lncRNA transcripts.<b>Primers_qPCR_hub lncRNAs</b><b>.xlsx:</b> List of primers used for qPCR of hub lncRNAs.<b>Details_of_predicted_lncRNAs.txt:</b> Provides details of lncRNAs ranging from genomic coordinates, length, differential expression status, region of differential expression, nearest genes, orthologs, class code.<b>DElncRNAs_and_regions_human.txt: </b>Differentially expressed lncRNA from any of the brain regions in human.<b>DElncRNAs_and_regions_chimp.txt: </b>Differentially expressed lncRNA from any of the brain regions in chimpanzee.<b>Normalized_Read_Counts_Human.txt: </b>Normalized read counts for chimpanzee lncRNAs.<b>Normalized_Read_Counts_Chimp.txt: </b>Normalized read counts for chimpanzee lncRNAs.<b>Normalized_Read_Counts_Gorilla.txt:</b> Normalized read counts for gorilla lncRNAs.<b>VarianceStabilizedCounts_Human.txt: </b>Variance stabilized counts for human lncRNAs.<b>VarianceStabilizedCounts_Chimp.txt:</b> Variance stabilized counts for chimpanzee lncRNAs.
DOI: 10.6084/m9.figshare.26488249.v1
title: Supplementary Data for Greenhouse gas emissions in US beef production can be reduced by up to 30% with the adoption of selected mitigation measures in Nature Food.

description: Supplementary data for Figure 2 and 4 of the NatureFood article entitled: "Greenhouse gas emissions in US beef production can be reduced by up to 30% with the adoption of selected mitigation strategies."
DOI: 10.6084/m9.figshare.29180066.v1
title: HMAP Dataset 03: SE Australian Trawl Fishery III

description: On 28 November 1991, the New South Wales Department of Agriculture and Fisheries provided historical data relating to the South East Fishery (SEF) to the Bureau of Resource Sciences (BRS) in accordance with the Fishing Industry Research and Development Corporation (FIRDC)-funded ‘historic SET catch data’ project. The data were originally collected by CSIRO and handed over to NSW Fisheries when CSIRO ceased work in the 1960s on what was then known as the ‘South East Trawl Fishery’. These data cover the periods 1918-1923, 1937-1943 and 1952-1957. No documentation exists for these data except for a simple description of the data field names. This document describes the processing carried out, and the assumptions made, to convert the data into a format suitable for inclusion in the Australian Fishing Zone Information System (AFZIS). This format, in turn, was adapted to render the data compatible with the HMAP/OBIS schema.
DOI: 10.17632/8kj8rh6c98
title: MatterialLetter_"Self-diffusion in Symmetrical Tilt &lt;100&gt; Grain Boundaries in Tungsten: Molecular dynamics simulation"

description: The repository presents data used and obtained as a result of the work on modeling grain boundary self-diffusion in tungsten.
The data is presented as follows:
The 'Jup_*.ipynb' file format contains code written in the JupyterNotebook development environment for processing data obtained as a result of modeling
Description of the files:
'Jup_PointDefect.ipynb' - Processing of the results of calculations of point defects;
'Jup_General.ipynb' - Processing of the results of the diffusion calculation;
'Jup_Int.ipynb' - Processing of the results of the diffusion calculation by the interstitial mechanism;
'Jup_Vac.ipynb' - Processing of the results of the diffusion calculation by the vacancy mechanism;

To reproduce the simulation, you need to install the LAMMPS program and run it according to the startup rule;

Folders:
'1_Diffuse' - contains data on the calculation of diffusion:
 * Folder 'Input_DATA' - contains the input diffusion calculation file for each mechanism;
 * Folder 'Output_DATA' - contains the text output of this simulation;

'1_PD' - Contains data for point defect calculations (VFE- vacancies, IFE - interstitil (SIA)):
 * 'IFE_Run_001.ipynb' and 'VFE_Run_001.ipynb' - contains the code that implements the automated calculation of point defects.
 * Folder 'VacForEn_data' and 'IntForEn_data' - contain the output files of point defect calculations;

'1_Structure' - Contains data for calculating the structure of the GB:
 * Folder 'Structure' - Contains the structure of the GB corresponding to the minimum formation energy;
 * Folder 'y-Surf_DATA' - Contains input files for calculating and obtaining the minimum energy structure using the y-surface method;

'CSV_Data' - contains output data processed in Python in .csv format;
'Picture' - содержит картинки графиков полученные обработкой в JupyterNotebook;

P.S. The calculations were performed using an AMD Ryzen9 5950x processor and an NVIDIA RTX 3060 graphics accelerator.
DOI: 10.17632/8skdg65vk7
title: Data for: MICROKINETIC MODELING OF AQUEOUS PHASE BIOMASS CONVERSION: APPLICATION TO ETHYLENE GLYCOL REFORMING

description: Datasets of reactions and species used in the microkinetic model. Thermochemistry codes and data are available at: https://github.com/VlachosGroup/VlachosGroupAdditivity
DOI: 10.17632/njvd3sb8mn
title: Data for: Evidence of warm and humid interstadials in central Europe during early MIS 3 revealed by a multi-proxy speleothem record

description: Supplementary data for: Evidence of warm and humid interstadials in central Europe during early MIS 3 revealed by a multi-proxy speleothem record. By Weber, M., Scholz, D., Schröder-Ritzrau, A., Deininger, M., Spötl, C., Lugli, F., Mertz-Kraus, R., Jochum, K.P., Fohlmeister, J., Stumpf, C.F., Riechelmann, D.F.C. Quaternary Science Reviews 1) Stable isotopes 2) Trace elements 3) Sr isotopes
DOI: 10.17632/vnwfmy4m8z
title: Strober et al Risk of Inflam Arthritis JAAD 2024 Supplement

description: Supplemental information for the "Risk of Developing Inflammatory Arthritis in Psoriasis Patients Initiating Treatment With Biologics: A Population Based Analysis" manuscript published in JAAD 2024.
DOI: 10.6084/m9.figshare.10265069.v1
title: pSHDY*in_PpetE_BCD2_PcPs_Strep.dna

description: Shuttle plasmid used for Cu<sup>2+</sup>-induced overexpression of patchoulol synthase from <i>Pogostemon cablin (</i>P<i>c</i>P<i>s</i>) in the cyanobacterium <i>Synechocystis </i>sp. PCC 6803.Basic plasmid backbone derived from pSHDY (w/o <i>mobA</i>Y25F point mutation):doi: https://doi.org/10.1101/757948
DOI: 10.6084/m9.figshare.1096225.v2
title: Cognition_Competition strength influences individual preferences in an auction game_Toelch_2014

description: Raw data and analysis files accompanying the paper Competition strength influences individual preferences in an auction game in Cognition (2014)
DOI: 10.6084/m9.figshare.11310269.v1
title: Harmonised global datasets of wind and solar farm locations and power

description: Energy systems need decarbonisation in order to limit global warming to within safe limits. While global land planners are promising more of the planet’s limited space to wind and solar photovoltaic, there is little information on where current infrastructure is located. The majority of recent studies use land suitability for wind and solar, coupled with technical and socioeconomic constraints, as a proxy for actual location data. Here, we address this shortcoming. Using readily accessible OpenStreetMap data we present, to our knowledge, the first global, open-access, harmonised spatial datasets of wind and solar installations. We also include user friendly code for enabling users to easily create newer versions of the dataset. Finally, we include first order estimates of power capacities of installations. We anticipate this data will be of widespread interest within global studies of the future potential and trade-offs associated with the global decarbonisation of energy systems.
DOI: 10.6084/m9.figshare.12387980.v1
title: Sequence and Phylogenetic data from "Chlamydial contribution to anaerobic metabolism during eukaryotic evolution"

description: This dataset is composed of sequence data, alignments, trimmed alignments and tree files for phylogenetic trees presented in this study. <br><b>Protein abbreviations:</b>ACK: Acetate kinaseADI: Arginine deiminase CK: Carbamate kinase FeoB: Ferrous iron transporter B subunit HYDA: [FeFe]-Hydrogenase HYDE,F,G: HYDA maturase proteins E,FGNUOE: HYDC component of trimeric Hydrogenase, and NUOE component of respiratory complex I NUOF: HYDB component of trimeric Hydrogenase, and NUOF component of respiratory complex I NaH - Na+:H+ antiporter PFO: Pyruvate:ferredoxin oxidoreductasePTA: Phosphotransaceylase OTC - ornithine transcarbamoylase <br><b>Sequence and phylogeny files:</b><br> For ACK, ADI, CK, FeoB, HYDA, NUOE, NUOF, NaH, PTA and OTC, there are five files: unaligned sequences -- *.fasta tcoffee raw alignment -- *.tcoffee.fastamasked alignment -- *.tcoffee.bmge.fastaultrafast bootstraps tree -- *.uf.treefile non-parametic bootstraps tree -- *pmsf.treefile <br><b>Rogue taxa and transfer bootstrap expectation (TBE) files:</b><b><br></b>For HYDE, HYDF Family (HYDF_cladeI_cladeII), and HYDF sub-clade (HYDF_cladeI), HYDG and PFO they files are as above but with additional labels distinguishing:<br>the initial dataset -- *_allTaxa.*the dataset with rogue taxa removed --*_roguenaroke_removed* treefile with the the non-parametic bootstrap and TBE values -- *pmsf_tbe.treefile<br><b>Ribosomal protein phylogenies:</b> Concatenated alignments and tree files for phylogenetic trees of ribosomal proteins typically found in an operon (RP15) are included. Contigs from each metagenomic sample encoding at least 5 ribosomal proteins were included in the dataset, alongside a reference dataset of bacterial and archaeal sequences. <br><br>
DOI: 10.6084/m9.figshare.13377218.v1
title: Spectroscopy images

description: Stroke 1 and 2 <br>
DOI: 10.6084/m9.figshare.14199467.v1
title: code- A Novel Brain-Computer Interfaces System Design Based on Combining of fNIRS and EEG Signals

description: Open access dataset for simultaneous EEG and NIRS brain-computerinterface (BCI)<br>Due to the lack of open access datasets for EEG-NIRS hybrid brain-computer interfaces (BCIs), we provide our BCI experiment data on this website. We conducted two BCI experiments (left vs. right hand motor imagery; mental arithmetic vs. resting state). The dataset was validated using baseline signal analysis methods; classification performance was evaluated for each modality and a combination of both modalities. We expect that the dataset can be used in a wide range of future validation approaches in multimodal BCI research.<b>Downloading the data</b><br>Data of 29 subjects from the original study are available along with demographic information, and signal quality information on each channel. Please fill out the form below prior to downloading the data. We will only use this information for statistical purposes.<b>UPDATES</b><br><br>1. NIRS channel information was corrected.<br>2. EEG channel information was corrected.<br>3. Data information was updated.<br><br>1. NIRS Data information was updated.
DOI: 10.6084/m9.figshare.22726742.v1
title: Realistic Digital City Dataset (Light Version)

description: RDCD consists of high-resolution RGB images and corresponding ground-truth depth images in 12 adverse disturbances.
DOI: 10.6084/m9.figshare.23771004.v2
title: Code underlying the publication: Resilience of manufacturing supply chain network under multiple disruption scenarios

description: This dataset supplements the paper of "Resilience of manufacturing supply chain network under multiple disruption scenarios" with the codes (in the format of .m) to duplicate the reported measurement figures.
DOI: 10.6084/m9.figshare.28264118.v1
title: Soil dataset

description: Soil data related to the findings of the manuscript.