cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28607285.v1
title: Dataset and Interactive Visualization for the article: 'Modeling Women Cyclists' Perceived Security: A Comparison of Machine Learning Techniques'

description: This dataset supports the study "Modeling Women Cyclists' Perceived Security: A Comparison of Machine Learning Techniques." It includes data from 55 female participants assessing perceived security in 16 VR scenarios at the University of Tehran, Iran, with 208 samples after outlier removal. Features include crowdedness (1-4), incivility (1-3), lighting (1-3), obstruction of visibility (1-4), surveillance (0-1), and perceived security (1=low, 2=medium, 3=high). The dataset is provided as a CSV file for analysis and an HTML file offering a dynamic 3D visualization of key features. See README.txt for file details and usage instructions. This supports the DNN-stack2 model (84.07% accuracy) and future research in cyclist security and urban planning.
DOI: 10.26180/5b80d72f7d3c8
title: Focused International Study

description: The Focused International Study shows comparative availability and terms for those same books across a single platform in Australia, the US, Canada, the UK and New Zealand, providing new insights into international similarities and differences.<br><strong>Giblin et al, ‘Available - at what cost? Investigating international library e-lending ecosystems’ (forthcoming 2019).</strong>
DOI: 10.6084/m9.figshare.10069985.v3
title: Data for: Timing the origin of eukaryotic cellular complexity with ancient duplications

description: Fasta files, phylogenetic trees and their annotations.<br>
DOI: 10.6084/m9.figshare.25878646.v1
title: Germline missense MSH2 Benign variants

description: Molecular dynamics simulation of the Bengin variants based on the ClinVar database, the simulation is up to 100 ns.
DOI: 10.6084/m9.figshare.6789941.v1
title: Adjacency matrices

description: The four real protein-protein networks used to generate the simulated datasets in the simulation study
DOI: 10.6084/m9.figshare.8882567.v3
title: Spatial- and temporal-patterns of global soil heterotrophic respiration in terrestrial ecosystems

description: This is a global RH product with 0.5 degree based on the observations and global enviormental variables predicted by Random Forest.
DOI: 10.6084/m9.figshare.27289461.v2
title: Digital Media Literacy and Algorithmic Content Curation (Survey Responses)

description: This research was conducted to study the Digital Media Literacy Levels of undergraduate students enrolled in a media studies major within the National Capital Region of India - Delhi NCR. Along with the DML levels, the study seeks to find its impact on OTT content consumption of youth as well their awareness on algorithmically curated content recommendations. The results of the survey were put into the Chi-square test in order to find the relationship between variables. DML levels of the users were identified using Composite score method technique.
DOI: 10.6084/m9.figshare.28378100.v1
title: volleyball match jump VERT data

description: Volleyball match jump data, measured by VERT
DOI: 10.17632/fvtycx397s
title: Marine aluminum phosphate–sulfate authigenesis as a phosphorus sink during mid-Proterozoic oxygenation

description: This database contains the major and trace element compositions, as well as the sulfur isotope compositions, of iron formation from the Yunmengshan Formation, Xiong'er Basin, North China.
DOI: 10.17632/s76nh7dm4v
title: Dataset on Measuring the Unmeasurable Multidimensional Rural Poverty for Economic Development: Analysis from the Poorest District of the Poorest Province in the Poorest Region of Luzon, Philippines

description: The oldest societal issue that has ever been is poverty, which is also the hardest to overcome. It is both unmeasurable and multidimensional. Decomposing rural multidimensional poverty is therefore a crucial method of measurement. The majority of poverty studies are typically designed for macroeconomic considerations, are general, and are subject to significant sampling errors. Thus, measuring poverty for a specific locality with various configurations is crucial for economic development. A processed and analyzed dataset from Goa, Camarines Sur's extensive community-based monitoring system is presented in this work. The local is situated in the poorest district, of the poorest province, in the poorest region of Luzon, Philippines. Research about poverty in this area is limited and measuring poverty at specific locality is scarce. The datasets contain the multidimensional poverty indicators, health, and nutrition, housing and settlement, water and sanitation, basic education from elementary to senior high school, income classifications, employment and livelihood, peace and order, summary of calamity occurrences experienced by residents, disaster risk reduction preparedness, figures of diagnostic analytics, tables of descriptive analytics, poverty analytics, measurement of decomposed poverty, summary of disaggregated configurations, graphs of predictive and prescriptive analytics, and population dynamics. This work is vital in analyzing poverty in rural and multidimensional approaches through poverty incidence, poverty gap, severity statistics, watts index, and classifications. It may also serve as a basis for measuring poverty from nearby regions and nations that use complete enumeration of its households and members. By utilizing the analyzed and processed data, further classifications and regressions can be done. It can be freely used by the government, private organizations, charitable institutions, businesses, academia, and researchers to target policies. An advantage of utilizing the dataset is to address multifaceted poverty that requires different interventions. It will facilitate the creation of programs to alleviate poverty and promote local economic development.
DOI: 10.6084/m9.figshare.12315734.v1
title: Birth Weight Data.sav

description: This is a retrospective data of 736 newborns showing their birth weight, mother's age during birth, hospitals they were born in, mode of delivery.
DOI: 10.6084/m9.figshare.13759336.v1
title: Rat 7M Videos Subject 2 - Day 2

description: All videos for Subject 2, Day 2 in Rat 7M.<br><br>The video naming scheme is s{subject_id}-d{recording_day}-camera{camera_id}-{starting_frame_idx}.mp4.<br><br>Subject ID, recording day, and camera ID match videos to the data in the motion capture and camera calibration parameter .mat files.<br><br>Videos are provided in 3500 frame chunks, with the index of the starting frame in each file denoted by the {starting_frame_idx} portion of the filename.<br><br>Using the 'frames' field in the 'cameras' struct inside 'mocap.mat', the corresponding video file and frame index can be calculated by used frame_idx // 3500 to get the {starting_frame_idx} and frame_idx % 3500 to get the frame in that file. <br>
DOI: 10.6084/m9.figshare.7914413.v2
title: 10 years average run HD

description: 10 years average of physical and biogeochemical variables in the HD run of Dussin et al., Deep Sea Research part 2 (in rev)
DOI: 10.17632/pvs3m7vwhd
title: Clinical features and natural course of pediatric longitudinal melanonychia: A retrospective cohort study in Korea - Supplemental Material

description: Supplementary figures (1-6) and tables (1-4)
DOI: 10.17632/y3s8prm2w6
title: Дополнительные материалы к статье "Факторы риска послеоперационных исходов у пациентов с ХОБЛ: анализ базы данных eICU"

description: Дополнительные материалы к статье "Факторы риска послеоперационных исходов у пациентов с ХОБЛ: анализ базы данных eICU".
Материалы включают в себя: 
Таблица Д1 – Результаты регрессионного анализа Кокса (исходы: летальность в ОРИТ, госпитальная летальность).
Таблица Д2 – Результаты логистического регрессионного анализа (исходы: необходимость проведения ИВЛ, использование препаратов с целью гемодинамической поддержки).
Таблица Д3 – Результаты логистического регрессионного анализа (исходы: пребывание в ОРИТ &gt; 1 д., пребывание в стационаре &gt; 5 д.).
Таблица Д4 – Результаты логистического регрессионного анализа (исходы: длительность ИВЛ &gt; 1 д.).
Дополнительный рисунок 1 - Результаты логистического регрессионного анализа (исход: длительность ИВЛ &gt; 1 д., только статистически значимые параметры).
Приложение Д1 – Положение STROBE, перечень пунктов, которые должны быть представлены в отчетах о когортных исследованиях.
DOI: 10.17632/yv2g4jv858
title: Data for: Groundwater Recharge on a Hill

description: MATLAB code used to generate the figures in the paper.
DOI: 10.6084/m9.figshare.12731939.v3
title: Degenerative Joint Disease (DJD) dataset

description: DJD prevalence for the appendicular joints and the spine of a Spanish population dated from the 15th to the 18th century.
DOI: 10.6084/m9.figshare.21554460.v1
title: Moderated Mediation Research Data

description: This data contains research data that were analyzed and reported in the main paper.
DOI: 10.6084/m9.figshare.28604867.v1
title: Transcriptome profile of early matured Macrobrachium rosenbergii (Giant Freshwater Prawn) from Taiwand

description: The data shared herewith are the integral part of the data descriptor. Manuscript #SDATA-24-04460
DOI: 10.6084/m9.figshare.28678436.v1
title: Distributed Tensor Principal Component Analysis with Data Heterogeneity

description: As tensors become widespread in modern data analysis, Tucker low-rank Principal Component Analysis (PCA) has become essential for dimensionality reduction and structural discovery in tensor datasets. Motivated by the common scenario where large-scale tensors are distributed across diverse geographic locations, this paper investigates tensor PCA within a distributed framework where direct data pooling is theoretically suboptimal or practically infeasible. We offer a comprehensive analysis of three specific scenarios in distributed Tensor PCA: a homogeneous setting in which tensors at various locations are generated from a single noise-affected model; a heterogeneous setting where tensors at different locations come from distinct models but share some principal components, aiming to improve estimation across all locations; and a targeted heterogeneous setting, designed to boost estimation accuracy at a specific location with limited samples by utilizing transferred knowledge from other sites with ample data. We introduce novel estimation methods tailored to each scenario, establish statistical guarantees, and develop distributed inference techniques to construct confidence regions. Our theoretical findings demonstrate that these distributed methods achieve sharp rates of accuracy by efficiently aggregating shared information across different tensors, while maintaining reasonable communication costs. Empirical validation through simulations and real-world data applications highlights the advantages of our approaches, particularly in managing heterogeneous tensor data.
DOI: 10.6084/m9.figshare.2962231.v1
title: Data for insurance study

description: Data for manuscript entitled "Don't worry, it's insured: The deterrence of insurance fraud"
DOI: 10.17632/7tvmyhx887
title: Data for: Directed Technological Change & Cross-Country Income Differences: A Quantitative Analysis

description: cross country real output per worker, real physical capital per worker and skill composition of labor force
DOI: 10.17632/pjfjzy4b7h
title: Dataset and original codes for Single Cell RNA Sequencing Analysis of Oncolytic virus- and mRNA Vaccine-treated Mouse Tumors

description: This repository contains single-cell RNA sequencing datasets and original codes used to investigate tumor microenvironment changes following treatment with an oncolytic virus (T22H07) or a mRNA vaccine (M22H04). The data include cell material and sequencing quality control criteria, marker gene expression profiles of major cell clusters, copy number variation (CNV) analysis of cancer cell clusters, gene pairs indicating cell-to-cell communication efficacy, and gene expression profiles of neutrophils and macrophages. The codes set include PBS-treated tumor barcodes, PBS-treated tumor genes, PBS-treated tumor matrix, T22H07-treated tumor barcodes, T22H07-treated tumor genes, T22H07-treated tumor matrix, M22H04-treated tumor barcodes, M22H04-treated tumor genes, and M22H04-treated tumor matrix. The dataset serves as supplementary information for the publication titled "Heterologous Prime-boost with a mRNA Vaccine and an Oncolytic Virus Enhances Tumor Regression Through Overcoming Intratumoral Immune Suppression".
DOI: 10.17632/vrrczgst8d
title: Dataset for PLS-SEM

description: This dataset contains quantitative responses that explain the perception of intrinsic motivation, extrinsic motivation, teacher professional identity, and teacher resiliency in facing teaching challenges from 797 Malaysian teachers. It aims to shed light on the relationship between (1) extrinsic motivation and teacher resiliency; (2) intrinsic motivation and teacher resiliency. Also, it aims to examine the relationship between teacher professional identity and teacher resiliency.  The data can be interpreted by looking at the PLS algorithm for the assessment of the measurement model and structural model.
DOI: 10.6084/m9.figshare.25730088.v1
title: Data-Museum REF Impact

description: How do museums and galleries help academics create societal impact? An analysis of the UK REF2021 Impact Case StudiesThe shared data provides categorisation of the REF2021 ICSs in Art and Design: History, Practice and Theory in terms of the types of impacts generated through UK museums and galleries and the evidence used to support impact claims. It also includes the mentions of the UK museums or galleries in REF2021 ICSs across the four Main Panels and graphs and analysis of results.
DOI: 10.17632/thykm5ty7k
title: Newmark's Method for the SDOF System

description: Matlab code for find out the DVA curve from the numerical value of the force function. You can Edit the numerical Force value.
DOI: 10.6084/m9.figshare.12649688.v1
title: Suppl data LABS 2 DM Seven Yr Remission

description: Supplemental data for LABS 2 Diabetes Remission status after 7 years
DOI: 10.6084/m9.figshare.13681924.v1
title: Internet-based cognitive behavioral therapy for tinnitus in the United States (ICBT study): Pre-intervention cross-sectional data

description: This data set was generated as a part of the clinical trial to examine the efficacy of the Internet-based cognitive behavioural therapy (ICBT) for tinnitus distress in the US population (Clinicaltrials.gov registration numbers NCT04004260 & NCT04335812). Various recruitment strategies including distributing study flyers in ENT and audiology clinics across the south-east Texas, advertising in the social media (e.g., American Tinnitus Association Facebook page) and television media were used. This pre-intervention cross-sectional data include data of individuals who were trying to enrol in an ICBT trial. Most of the individuals in this data went on to participate in a pilot trial which examined the feasibility, an RCT which examined the efficacy of ICBT (NCT04004260), or an efficacy trial that compared the ICBT intervention with applied relaxation (IRA) interventions (NCT04335812).<br>The attached documents include the dataset, demographic questionnaire and metadata which provide additional details about the dataset.<br>
DOI: 10.6084/m9.figshare.21962249.v2
title: Noise Map Data

description: Noise map area and decibel levels.
DOI: 10.6084/m9.figshare.24988230.v2
title: Antimicrobial resistance surveillance report, Yasothon Hospital, Yasothon, Thailand, 01 Jan 2023 to 31 Dec 2023

description: The AMASS Version 3.0 (BETA) Build 3026 that was released on 8 January 2024 provide updates including:Add “Annex C: Cluster signals”. This supplementary report shows the information of potential clusters which are identified using the SatScan (www.satscan.org);Add processed data files in the folder “Report_with_patient_identifiers” so that users can use the processed data files (e.g. deduplicated and merged data files for each AMR pathogen) for any further analysis and internal use;<i>Enterococcus faecalis</i> and <i>E. faecium</i> are explicitly included in the pathogens under the survey (while <i>Enterococcus</i><i> </i>spp. are used in the AMASS version 2.0);Add a few antibiotics in the list of antibiotics for a few pathogens under the survey;Use only Python rather than R + Python (as used in the AMASS version 2.0)The application can be downloaded from https://www.amass.websiteThis is a repository of the files for Yasothon Hospital.The attached four files are:1) The AMR surveillance report automatically generated from AMASS Version 3.0 (BETA) Build 3026 using hospital admission and microbiology data of Yasothon Hospital in Thailand2) Data dictionary for microbiology data file of Yasothon Hospital (configured by the hospital to be used with the exported dataset from WHONET version 2022 and the AMASS Version 3.0 (BETA) Build 3026 application)3) Data dictionary for hospital admission data of Yasothon Hospital (configured by the hospital to be used with the exported dataset from HOSxP and AMASS Version 3.0 (BETA) Build 3026 application)4) Data dictionary for wards from microbiology data file of Yasothon Hospital (configured by the hospital to be used with the AMASS Version 3.0 (BETA) Build 3026 application)Please note that the three data dictionary files can be re-used with the data files of the hospital in the future in cases when variables names and values in the raw data remained unchanged.
DOI: 10.6084/m9.figshare.25021028.v1
title: High-quality MAGs assembled from raw milk metagenomes

description: High-quality MAGs assembled from raw milk metagenomes. Assembly of Metagenome Assembled Genomes (MAGs) was done using metaSPAdes (3.13), followed by binning with MetaBAT2 (2.12.1) and quality assessment with checkM (1.0.18). High-quality MAGs, of at least 90% completeness and less than 5% contamination were assigned taxonomy with GTDB-tk (2.1.1). Metadata is attached in the csv file. <br>
DOI: 10.17632/2x76p9k3br
title: Car safety systems and speeding violations

description: This data set supports the research paper, "Are Car Safety Systems Associated with More Speeding Violations? Evidence from Police Records in Israel", published in 2023. This paper uses complete national data for the installation of three leading safety systems and speeding tickets issued over the course of an entire year, to pinpoint the impact of these safety systems at a national level. 

Authors: Shani R. Vertlib, Stav Rosenzweig, Ofir D. Rubin, and Aviv Steren.
DOI: 10.17632/49nvs73y35
title: Analysis for: The prosodic marking of rhetorical questions in Standard Chinese

description: The present study investigates the prosody of information-seeking (ISQs) and rhetorical questions (RQs) in Standard Chinese, in polar and wh-questions. Like in other languages, ISQs and RQs in Standard Chinese can have the same surface structure, allowing for a direct prosodic comparison between illocution types (ISQ vs. RQ). Since Standard Chinese has lexical tone, the use of f0 as a cue to illocution type may be restricted. We investigate the prosodic differences between ISQs and RQs as well as the interplay of prosodic cues to RQs. In terms of f0, results showed that RQs were lower in f0, with the f0 range on the first word being expanded followed by f0 compression. RQs were further longer in duration and more often realized with non-modal voice quality (glottalized voice) as compared to ISQs. These prosodic cues were largely manipulated in tandem (illocutionary pairs with larger durational differences also showed larger differences in mean f0; voice quality, in turn, seemed to be an additional cue). We suggest three possible explanations (assertive force, focus, speaker attitude) that unite the present findings on RQs in Standard Chinese with the findings on RQs in other, non-tonal languages.

This is a report on the statistical analyses of the production experiment for the manuscript:

The prosodic marking of rhetorical questions in Standard Chinese (Katharina Zahner-Ritter, Yiya Chen, Nicole Dehé & Bettina Braun)
DOI: 10.17632/zwptfcrjth
title: Data for: Global real interest rate dynamics from the late 19th century to today

description: The first Excel file "Complete data" contains the original Macrohistory data from Jorda, Schularick, and Taylor (2017) as well as the capital share database by Bengtsson and Waldenström (2017). The file also contains most of the regression outputs we have estimated in the paper, including all of the main results. The Stata file contains the code for most of the regressions and summary statistics in the paper. The second Excel file "Data R" contains the data, which we have used to estimate the time series factor model for the 3 variables at hand. The time series factor model was estimated in R instead (see "Factor model.r") based on code provided by Gilbert and Meijer (2005).
DOI: 10.6084/m9.figshare.14582283.v1
title: GSE148673

description: Samples from various cancer types sequenced from humans. <br>
DOI: 10.6084/m9.figshare.20332842.v1
title: Genomes, transcriptomes and proteomes for Agogonia voluta and Ophirina chinija

description: Genomes, transcriptomes and proteomes for Agogonia and O. chinija
DOI: 10.6084/m9.figshare.22691767.v1
title: Dataset of "Bioavailability of macro and micronutrients across global topsoils: Main drivers and global change impacts"

description: Dataset of "Bioavailability of macro and micronutrients across global topsoils: Main drivers and global change impacts"
DOI: 10.6084/m9.figshare.6493454.v1
title: Theraphosidae Abundance Panul Park & Huechuraba

description: abundance data of Theraphosid spiders in areas disturbed and andisturbed.
DOI: 10.17632/mppr364p7s
title: Data for: Automatic Extraction and Representation of Procedural Knowledge from Maintenance Manuals

description: Manuals and datasets used for procedural knowledge graph construction
DOI: 10.6084/m9.figshare.24432948.v1
title: Simulated Sequence Genotypes

description: A simulated dataset for demonstrating how to partition heritability by functional annotations using MPH (https://jiang18.github.io/mph/)
DOI: 10.6084/m9.figshare.25365829.v1
title: Modified Allen CCF 2017 for cortex-lab/allenCCF

description: These files contain the 10 µm resolution Common Coordinate Framework (CCF) "template" volume and "annotation" volume, 2017 version. They are modified from the original datasets according to the code here: https://github.com/cortex-lab/allenCCF/blob/master/setup_utils.m. The code in the cortex-lab/allenCCF repository is designed to work with these files.
DOI: 10.17632/p3hpvbdwkf
title: suppl JAAD-D-23-02496, “Differentiating Generalized Pustular Psoriasis From Acute Generalized Exanthematous Pustulosis

description: Supplemental tables
DOI: 10.6084/m9.figshare.19131260.v2
title: elegans-trans-splicing

description: Contains all the files generated as part of the analysis of the following paper: Quantitative analysis of C. elegans transcripts by Nanopore direct-cDNA sequencing reveals terminal hairpins in non trans-spliced mRNAs. Bernard, et al. 2022 <br> Also contains the necessary files for running notebooks locally. Source code available at : https://github.com/FlorianBrnrd/elegans-trans-splicing
DOI: 10.6084/m9.figshare.22345111.v1
title: Data from Each Participating Country

description: Each file contains the summary data for all the questions in each country.