cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rbgdbd3tg5
title: DeepFRET model training and test data

description: Training and test data for DeepFRET neural network model training, saved as compressed NumPy binaries. All X (input) is formatted as tensors of shape (n, 200, 3), and y (target class) data as tensors of shape (n, 200, 1) where n is the number of samples. Each file can be opened with np.load(path)["arr_0"]
DOI: 10.6084/m9.figshare.26042890.v1
title: Processsed Data_evaporation recycling ratio_climate change

description: This data is used to calculate the impact of climate change on evaporation recycling ratio.
DOI: 10.6084/m9.figshare.28704452.v1
title: Supplementary Dataset for the "Energetics of Carboxylate-Metal Bonds in Polymetallic Rings"

description: Dataset supporting the publication "Energetics of Carboxylate-Metal Bonds in Polymetallic Rings". Raw files of mass spectrometry measurements.
DOI: 10.17632/2mm7jmp2g5
title: Research paper: A genetic algorithm-based support vector machine to estimate the transverse mixing coefficient in streams.

description: 232 data points were collected from the technical literature from the literature for the transverse mixing coefficient for wide range of flow conditions. It must be added that 183 and 49 dataset have been collected from straight and meandering streams, respectively. In addition, the dataset contains geometrical and hydraulic characteristics, including channel width, channel depth, average velocity, shear velocity, Froude number, sinuosity, and TMC.
DOI: 10.17632/8w9r67phvt
title: Infant diarrheal disease in rhesus macaques impedes microbiome maturation is linked to uncultured Campylobacter species - Supplementary Tables

description: Diarrheal diseases remain one of the leading causes of death for children under 5 globally, disproportionately impacting those living in low- and middle-income countries (LMIC). Campylobacter spp., a zoonotic pathogen, is one of the leading causes of food-borne infection in humans. Novel Campylobacter spp., yet to be cultured, contribute to the total burden in diarrheal disease in children living in LMIC thus hampering interventions. We performed microbiome profiling and metagenomic genome assembly on samples collected from over 100 infant rhesus macaques longitudinally and during cases of clinical diarrhea within the first year of life. Acute diarrhea was associated with long-lasting taxonomic and functional shifts of the infant gut microbiome indicative of microbiome immaturity. We constructed 36 Campylobacter metagenomic assembled genomes (MAGs), many of which fell within 4 yet to be cultured species. Finally, we compared the uncultured Campylobacter MAGs assembled from infant macaques with publicly available human metagenomes to show that these uncultured species are also found in human fecal samples from LMIC. These data highlight the importance of unculturable Campylobacter spp. as an important target for reducing disease burden in LMIC children.
DOI: 10.17632/d3yjzyxjx3
title: Datasheet 5133933 The Future of U.S. Retail Banking -A Comparative Analysis of AI versus Human Interaction Driving Service Excellence and Customer Satisfaction

description: This dataset accompanies the research study titled "The Future of U.S. Retail Banking – A Comparative Analysis of AI versus Human Interaction Driving Service Excellence and Customer Satisfaction." It contains survey responses from 50 undergraduate and graduate students at the Raj Soin College of Business, Wright State University. The data captures participant insights on the role of AI and human interaction in customer service within the U.S. retail banking sector.

Key metrics include customer preferences, satisfaction levels, perceived efficiency, trust factors, and expectations from AI-driven and human-assisted banking experiences. The dataset aims to support analysis on the effectiveness of generative AI (GenAI) in transactional efficiency versus the necessity of human interaction in fostering trust, empathy, and personalized financial guidance. Findings from this dataset will contribute to recommendations for an optimized, hybrid approach in retail banking customer service.

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5133933
DOI: 10.6084/m9.figshare.19915300.v1
title: Encroachment and Removal dataset

description: A dataset on shrub encroachment and removal.
DOI: 10.6084/m9.figshare.26035285.v1
title: Tables: Chromosome-level baobab (<i>Adansonia digitata</i>) genome illuminates its evolutionary insights

description: Dataset associated with manuscript NCOMMS-24-22396
DOI: 10.6084/m9.figshare.28613597.v1
title: <b>Impact of monetary policy on bank efficiency in a transition country: does the restructuring matter?</b>

description: Data for the paper: <b>Impact of monetary policy on bank efficiency in a transition country: does the restructuring matter?</b>
DOI: 10.17632/39hjn56wkp
title: Dataset for Advanced Public Transportation System under Limited Infrastructure Support

description: We present the dataset of bus trajectories and commuters' activity records (collected inside the bus) for the trips conducted in the Ahmedabad-Gandhinagar district of Gujarat, India. It also contains the trip demand for the Ahmedabad-Gandhinagar district of Gujarat, India. The data can be used for arrival time prediction, automatic bus-stop detection, and bus crowdedness detection for the scenarios of developing countries where Intelligent Transportation System (ITS) infrastructure deployment is limited. The automatic bus-stop detector resolves the problem of dynamic bus-stops on the routes. Moreover, the arrival time predictor can disseminate the estimated bus arrival time to the waiting commuters, and the bus crowdedness information can be utilized for scheduling and provisioning buses in crowded areas.

The data is collected using the android application, which periodically fetches the GPS records at the frequency of 1 Hz and the accelerometer records at the frequency of 40 Hz. It processes the bus trajectories to calculate arrival time prediction and all en-route stoppages of the bus trips for automatic bus-stop detection. However, it is challenging to infer whether a bus stoppage is due to bus-stops, traffic jams, or junctions. We observed that the bus-stop is a stoppage where commuter boards the bus. Therefore, the bus trajectory data and the commuters' records are opportunistically processed using the baseline classifier comprising of stepping detector, transport mode classifier, and commuter activity classifier to determine the bus boarding events and commuter's state (as standing/sitting) after boarding the bus. The software filters the en-route bus-stops using the bus boarding locations. The commuter's state (standing/sitting) is used to determine the crowdedness inside the bus. The sitting commuter's state indicates the availability of seat and a lesser level of crowdedness. In contrast, the standing commuter's state shows that the commuter did not got a seat on boarding the bus and reflects a higher crowdedness level. The software implementation uses open-source libraries and is reproducible. The link for the reproducible capsule of the implementation can be found in the related link section. The dataset information and meta-data for different records is mentioned in the respective folders.
DOI: 10.17632/3d57m4n6g5
title: Dataset for effort, performance & remote audit: A survey in COVID-19

description: This dataset includes responses for three important constructs (Effort, performance, and remote audit proficiency) related to audit in the time of COVID-19 as well as the demography characteristics of respondents. Each construct is rated based on Five-Likert scale. For Effort (EFORT), three items are used and rated from 1= Much less to 5= Much higher. For Performance (PERF), seven items are used and rated from 1= Much less to 5= Much higher. As for remote audit proficiency (RMOTA), six items are included and rated from 1= Rarely to 5= Always. Seven points also are added to request the respondents to describe their personal and job information. These include: position within the organization, age, work experience, education, major, involvement in auditing during COVID-19 and years of involvement. Further, the original questionnaire is attached with this dataset.
DOI: 10.6084/m9.figshare.20145560.v1
title: Supplementary Material for: Short and long term effects of chlorpyrifos on thyroid hormone axis and brain development in Xenopus laevis

description: Introduction The extensive use of the insecticide chlorpyrifos (CPF) throughout the world has brought increased scrutiny on its environmental and health impact. CPF is a cholinergic neurotoxicant, however exposure to low noncholinergic doses is associated with numerous neurodevelopmental effects in animal models. In this study, we aimed to assess CPF for its potential to disrupt thyroid hormone signalling and investigate the short- and long-term effects on neurodevelopment by using Xenopus laevis. Methods The thyroid hormone (TH) disrupting potential of CPF was assessed using TH-sensitive transgenic Tg(thibz:eGFP) tadpoles. The consequences of early embryonic exposure were examined by exposing fertilized eggs for 72 hours to environmentally relevant CPF concentrations (10-10M and 10-8M). Three endpoints were evaluated: 1) gene expression in whole embryonic brains immediately after exposure, 2) mobility and brain morphology one week after exposure and 3) brain morphology and axon diameters at the end of metamorphosis (2 months after the exposure). Results CPF disrupted TH signaling in Tg(thibz:eGFP) tadpoles. The expression of genes klf9, cntn4, oatp1c1 and tubb2b was downregulated in response to CPF. Tadpoles exposed to CPF exhibited increased mobility and altered brain morphology compared to control tadpoles. Early embryonic exposure of CPF affected myelinated axon diameter, with exposed animals exhibiting shifted frequency distributions of myelinated axons diameters towards smaller diameters in the hindbrain of froglets. Discussion/Conclusion This study provides more evidence of the endocrine and neurodevelopment disrupting activity of CPF. Further experimental and epidemiological studies are warranted to determine the long-term consequences of early CPF exposure on brain development.
DOI: 10.6084/m9.figshare.29126513.v1
title: 综合日志记录数据集

description: 基于深度神经网络训练的综合测井数据集
DOI: 10.6084/m9.figshare.3516095.v1
title: Appendix D. Whole distribution of diameter classes in the IFN2; x-axis numbers are the central value of the class, and classes are each 5 cm wide.

description: Whole distribution of diameter classes in the IFN2; x-axis numbers are the central value of the class, and classes are each 5 cm wide.
DOI: 10.6084/m9.figshare.5821263.v3
title: Robject files for tissues processed by Seurat

description: Each tissue's gene expression profile was processed by experts to annotate clusters of cells with biological functions. These are the Robjects created using Seurat to normalize and cluster the single-cell RNA-seq expression data.<br>Update 2018-03-27: Updated to resubmitted Robj<br>Update 2018-09-20: Updated to accepted Robj
DOI: 10.6084/m9.figshare.16885261.v1
title: Human Gut Microbiome Reference Set

description: Zipped fasta file of the 3594 species representatives. Zipped csv file of genetic annotations of that fasta (too large for excel). Csv & xlsx files of antibiotics resistances of the fasta. Csv & xlsx of metadata of all assemblies used. Csv & xlsx of relative abundances of 2 cohorts of validation samples. Csv & xlsx of mapping percentages, for 3 reference sets, of 5 cohorts of validation samples.
DOI: 10.6084/m9.figshare.27241689.v1
title: Supplementary data: <b>Ectomycorrhizal symbiosis evolved independently and by convergent gene duplication in rosid lineages</b>

description: Supplementary data for the manuscript "Ectomycorrhizal symbiosis evolved independently and by convergent gene duplication in rosid lineages". It includes (trimmed) alignments and trees in newick format of single gene phylogenies reconstructed in this work.<br>
DOI: 10.6084/m9.figshare.5121085.v1
title: Supplementary Material for: Highly Conserved Asp-204 and Gly-776 Are Important for Activity of the Quinoprotein Glucose Dehydrogenase of <i>Escherichia coli</i> and for Mineral Phosphate Solubilization

description: Gram-negative bacteria membrane-bound glucose dehydrogenase (m-GDH) has pyrroloquinoline quinone [PQQ (2,7,9,-tricarboxyl-1H-pyrrolo[2,3-f]quinoline-4,5-dione)] as its prosthetic group, transferring electrons to ubiquinone (UQ) in the membrane. Based on the sequence homology of the C-terminal catalytic domain (151–796 amino acid residues) we have modeled the 3D structure of <i>Escherichia coli</i> GDH. The geometrical parameters of the homology model structure, validated using the Ramachandran plot, revealed 95.8% of residues in the allowed regions and 2.2% of the residues in disallowed regions. From the model, we have identified five different amino acids that are specifically involved in maintaining the PQQ in the correct configuration along with a Ca<sup>2+</sup> ion in the active site, and two amino acids on the surface of the protein that might be involved in UQ binding or transfer of electrons to the UQ. Site-directed mutants R201A, D204A, E217L, E217A, R266Q, R266E, E591L, E591Q, E591K, L712W, L712R, G776K, G776D and G776L lost their GDH activity, while E217Q and G776A retained their function similar to that of wild-type GDH, both in terms of specific activity and mineral phosphate solubilization. Our conclusions are consistent with those previously based on model GDH produced by a different method and using a different template X-ray structure.
DOI: 10.17632/k62px2rs9y
title: Data for: Does Jump-bidding Increase Sellers' Revenue? Theory and Experiment

description: Experimental data. Each excel file is for each experimental session.
DOI: 10.6084/m9.figshare.11503110.v3
title: Property Graph Ontology (Experiments and Case Studies)

description: Datasets and experiments from two areas: 1) how much disk space graphs occupy before and after the transformation, 2) case studies show how our proposal can be extended with additional semantics
DOI: 10.6084/m9.figshare.11970093.v1
title: L2 Section, Sample 50. 88 Year Old Female

description: A 3 mm thick para-sagittal slice of L2 vertebra from an 88 year old female embedded in PMMA then micro-milled block surfaces carbon coated for quantitative 20kV BSE SEM.<br><br>Later polished to remove coating and then imaged with high-contrast X-Ray Micro-tomography at 90 kV with 30 micron voxel size.<br>There is also a 3D VR model availablehttps://skfb.ly/6QVUw<br>
DOI: 10.6084/m9.figshare.20104001.v3
title: CarvingInstance Dataset

description: CarvingInstance Dataset is a novel Balinese carving images dataset for instance segmentation task.
DOI: 10.6084/m9.figshare.23294651.v1
title: Mass-spectrometry (MS) raw data for NIR FPs-P2A-GFP expressed in HEK cells

description: Mass-spectrometry (MS) raw data for NIR FPs-P2A-GFP expressed in HEK cells <br> Raw data and search files for methylation, ubiquitylation, acetylation and phosphorylation of each HEK cells sample expressed with NIR FPs-P2A-GFP. Raw data were acquired by Orbitrap Fusion Lumos mass spectrometer (Thermo Fisher, USA). Search files were generated by Thermo Proteome Discoverer 2.4.0.305. <br> <br> <br>
DOI: 10.6084/m9.figshare.24550777.v1
title: Dataset for MH Journal article.csv

description: In this paper, I have assessed the perceptions and attitudes of college students towards formal mental health support including campus-based mental healthcare services in Rwanda.
DOI: 10.17632/rjr647rr8y
title: Data for: Costly Superstitious Beliefs: Experimental Evidence

description: Excel dataset for "Costly Superstitious Beliefs: Experimental Evidence". Coding of variables provided.
DOI: 10.6084/m9.figshare.16864573.v2
title: China's International Science & Technology Agreements

description: A listing of China's international agreements covering cooperation in science or technology with countries of the world.
DOI: 10.6084/m9.figshare.24447262.v1
title: 2023 Nathan attendance and grade.xlsx

description: Workshop attendance rates displayed by sex and attendance mode and matched with marks.
DOI: 10.6084/m9.figshare.6876989.v1
title: Table S2. Orthogoup details from Tetraconatan phylogeny with special focus on Malacostraca and Branchiopoda: highlighting the strength of taxon-specific matrices in phylogenomics

description: Usage and identity of orthogroups (OG). For each orthogroup its usage in all seven matrices as well as the respecteive best BLAST hit in the NCBI nr database arte reported. Because Eoleptestheria cf. ticinensis has been added to the OMA run for Matrix 7, the naming of the orthogroups differes between Matrix 7 and all others. A) Matrices 1-6; B) Matrix 7.
DOI: 10.17632/bgnb8gxdz3
title: Original werstern blot images

description: Original werstern blot images.
DOI: 10.17632/kz53s5jdpg
title: Data for: Structural and Mechanical Characterization of the Reinforced Vertically Aligned Carbon Nanotube Array Synthesized by Shock-Induced Partial Phase Transition: Insight from Molecular Dynamics Simulations

description: Input VACNT arrat data used for simulation, the LAMMPS log file of the shock process , the final product data for different shock pressures , the final product structural analysis for different shock pressures and mechanical characterization data.
DOI: 10.6084/m9.figshare.13574567.v1
title: Modèle stats individus_partage.xlsx

description: Data obtained during an eye tracking study.
DOI: 10.6084/m9.figshare.19913590.v3
title: GNSS TEC, GIS and IVM data

description: The data uploaded includes GPS, GLONASS and GALILEO vTEC, latitude, longitude and elevation angle on 15 January 2022. The TEC is 30-seconds sampled (2880 epochs). The data is in 3-dimensions, with one dimension for number of epochs, other one for number of satellites, and third dimension for the number of stations. There are three separaet mat files for each GNSS mission.The files with names GPSTEC_20220115.mat, GALTEC_20220115.mat, and GLOTEC_20220115.mat are the TEC data over the Japan/Taiwan - Australia/NewZealand region. The TEC data used for the India, Africa and America sectors in Figure S1 are upload with the corresponding names of the sectors/regions included in the filenames. <br> The GIS electron densiy is uploaded as a compress tar file GISdata.tar.gz.. This includes GIS data for 11, 12, 13, and 15 January 2022, in separate folders. Each folder contains 24 netCDF files correspodning to each UT hour. The data have 31 alttiude points (100-7000 km @20km), 73 latitude points (-90 to 90 @2.5 degree) and 72 longitude points (-180 to 175 @5 degrees). <br> The FORMOSAT-7/COSMIC-2 IVM data used in the figures and supporting information is uploaded as ivm_Tonga_20220115.nc in netCDF format. The file includes the variables, IVMden, IVMlat, IVMlon, and IVMUT. Here IVMden is the ion density per cm<sup>3</sup>, IVMlat, IVMlon, and IVMUT are the corresponding latitude, longitude and UT hour.
DOI: 10.6084/m9.figshare.24233020.v1
title: Nanometa Live tutorial files

description: <br>The archive nanometa_test_data.zip encloses fastq files which represent partial outcomes of a sequencing procedure conducted with a Nanopore MinION on a ZymoBIOMICS Gut Microbiome Standard mock community. This collection comprises 8 files, distinguishable by the numerical suffixes _0_0 to _7_0 appended to the file names.The kraken2.gtdb_bac120_4Gb database, encapsulated in a tar.gz archive, requires decompression prior to utilization. This database is crafted employing FlextaxD, and encompasses a subset of bacterial reference sequences (refseqs) derived from the GTDB bacterial120, version 207, adhering to a size constraint of 4 GB.The species.txt document is a straightforward text file, hosting the names of four distinct species, each presented on an individual line.
DOI: 10.6084/m9.figshare.26089308.v1
title: HiGTS_2017s3

description: HiGTS is a high temporal resolution global gridded dataset of human thermal stress metrics. Derived using climate variables from ERA5-Land and ERA5, the HiGTS consists of hourly gridded maps of Universal Thermal Climate Index (UTCI), Universal Thermal Stress (UTS), and daily Thermal Stress Duration (TSD) at 0.1° × 0.1° spatial resolution over the global land surface.HiGTS_2017s3 contains the data from July 1, 2017 to September 30, 2017.
DOI: 10.17632/6fybfs4zy4
title: SPSS Data sets

description: SPSS Data sets for study 1 to 3
DOI: 10.17632/pwxnc3hszy
title: Nutritional status and physical activity

description: data about physical activity using the Physical Activity Questionnaire for Adolescents, and nutritional status in adolescents. 
Information was collected from 343 students. The overall level of physical activity in adolescents was low (mean= 1.97 95% CI 1.92 – 2.01). It was found that students in the private school were less physically inactive compared to public school students.
DOI: 10.17632/s2nh6fm925
title: Synthetic Stroke Prediction Dataset

description: This dataset is a synthetic version inspired by the original "Stroke Prediction Dataset" on Kaggle. It contains anonymized, artificially generated data intended for research and model training on healthcare-related stroke prediction. The dataset generated using GPT-4o contains 50,000 records and 12 features. The target variable is stroke, a binary classification where 1 represents stroke occurrence and 0 represents no stroke. The dataset includes both numerical and categorical features, requiring preprocessing steps before analysis. A small portion of the entries includes intentionally introduced missing values to allow users to practice various data preprocessing techniques such as imputation, missing data analysis, and cleaning.
The dataset is suitable for educational and research purposes, particularly in machine learning tasks related to classification, healthcare analytics, and data cleaning.
No real-world patient information was used in creating this dataset.
DOI: 10.17632/yzghmjvd5w
title: Data for: A NEW STRONTIUM BROMIDE MOF COMPOSITE WITH IMPROVED PERFORMANCE FOR SOLAR ENERGY STORAGE APPLICATION

description: Supporting information to “A New Strontium Bromide MOF composite with Improved Performance for Solar Energy Storage Application”.