cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25452/figshare.plus.22293385.v1
title: Driving simulator indices directory

description: <b>Directory content</b>: This directory contains 21 .CSV files of 45 driving-based variables (recorded at 125 Hz) for each driver (ID_Number_SimulatorData). Moreover, it includes 21 .MP4 files with videos (recorded at 30 Hz) showing the simulator main central screen (ID_Number_SimulatorScreenVideo, for more details on the simulator configuration see<b> Method and instruments </b>section). Finally, a .CSV file reports the data descriptions (Legend_DataSimulator).<b>Method and instruments</b>: Participants drove a semi-dynamic (a four-degree-of-freedom motion platform) driving simulator (Nervtech™, Ljubljana, Slovenia) recreating a middle-sized electric automatic vehicle. In this simulator, the interaction with the virtual vehicle takes place via devices typically present in an automatic transmission car and therefore the primary controls of the simulator are physical. To control the vehicle, participants used a Skoda Octavia steering wheel (Škoda Auto a.s, Mladá Boleslav, Czech Republic), and gas and brake pedals (Sensodrive GmbH, Weßling, Germany) while seated on a Ford-Max seat installed on a rotating base turning swivel platform (Ford Motor Company, Dearborn, Míchigan, US). The system also includes Audi Q7 blinkers (Audi, Ingolstadt, Germany) and a dedicated Samsung Galaxy A tablet (Samsung Group, Seoul, South Corea). The latter allows drivers to answer questionnaires or phone messages (if requested). Speedometer and analog tachometer gauges are displayed on a dedicated screen placed behind the steering wheel. A Logitech 5.1 audio surround system (Logitech International S.A., Lausanne, Switzerland) reproduces engine sound, traffic noise, vocal warnings (e.g., the driving modality shift requests), and navigation instructions.Participants were seated, without breaks, for about 180 minutes, either driving or supervising the automation (depending on the driving modality) around the same road scenario without traffic. Participants were instructed to maintain the car in the right lane throughout the experiment (posted speed limit set to 130 km/h). The driving scenario consisted of a six-lane monotonous highway circuit developed using SCANeR studio software (AVSimulation, Boulogne-143 Billancourt, France; version DT 2.5). The road was ∼ 33.5 km long with a 3.5 m wide median. It included guardrails on both sides of the carriageway, surrounded by an empty and monotonous grassy meadow. The driving scenario was displayed via three 49″ screens with a resolution of 3840 x 2160 pixels. The screens were set into a panoramic arrangement to simulate the horizon of the virtual world (∼130° field of view), and drivers sat about 135 cm away from the main central screen. Finally, the video output of the central simulator screen was recorded through the Open Broadcaster Software [OBS] (OBS project, available at https://obsproject.com/; version 25.0.8).
DOI: 10.6084/m9.figshare.14256305.v2
title: EMPIRE Index development data

description: Datasets used in the development and characterisation of the EMPIRE Indexed.
DOI: 10.6084/m9.figshare.14348042.v1
title: Source Data for Study by Bifulco et al.

description: These source data are intended to complement our manuscript, currently posted as a preprint on medRxiv (doi: 10.1101/2020.09.03.20184051) and in revision with eLife. See manuscript for more details.<br>Abbreviations: AFib = atrial fibrillation; ESUS = embolic stroke of undetermined source; RD = reentrant driver; LA = left atrium<b><br></b><b>Fig. 2 - Source Data.</b> Spreadsheet including source data underlying <b>Fig. 2</b>: ESUS and AFib patient ID numbers; inducibility status (i.e., whether RD-sustained arrhythmia was observed in the corresponding patient-specific LA model); and LA volumetric fibrosis burden (%) extracted directly from clinical report. <b>Fig. 3 - Source Data. </b>Spreadsheet including source data underlying <b>Fig. 3</b>: For each LA model used in the study: number of pacing sites that induced RD-sustained arrhythmia; number of unique RD locations; percentage of tissue significantly depolarized in quiescent state, as presented in <b>Fig. 3F</b>. <b>Fig. 5 - Source Data. </b>Spreadsheet including source data underlying <b>Fig. 5</b>: For each episode of RD-sustained arrhythmia induced in each patient-specific LA model, the location of the pacing associated pacing site and the LA region in which the RD ultimately anchored are provided. <b>Fig. 6 - Source Data. </b>Spreadsheet including source data underlying <b>Fig. 6</b>: For each LA model used in the study, proportion of pro-RD tissue (as calculated by previously-established machine learning-based analysis of fibrosis spatial pattern) in each LA region.
DOI: 10.6084/m9.figshare.25376458.v1
title: <b>A Morphological traits dataset of Heteroptera sampled in biodiversity priority areas of southwest China</b>

description: Functional traits reveal the adaptive strategies of species to their environment, and are relevant to the formation of communities, the function of ecosystems, and the mechanisms underlying biodiversity. However, trait databases have not been established for most biological taxa, especially for insects, which encompass a vast number of species. This study measured the morphological traits of 307 species of Heteroptera insects collected in 2019 from the "Xishuangbanna Priority Conservation Area " in southwest China using sweep netting and light trapping methods. This study provides a dataset for 307 Heteroptera species, comprising 34 morphometric measurements and 17 morphological traits. The dataset contains information on species sex, abundance, and the average, maximum, and minimum values of traits. This dataset facilitates an enhanced understanding of the functional traits and ecological associations of Heteroptera insects and offers opportunities for exploring a more diverse range of research topics.See detailed descriptions here: Gao, S., Yu, W., Tian, T., Lu, Z., Zhang, X., Li, Q. & Chen, Y. A morphological traits dataset of Heteroptera sampled in biodiversity priority areas of Southwest China. <i>Scientific Data</i> <b>11,</b> 694 (2024). https://doi.org/10.1038/s41597-024-03556-x
DOI: 10.6084/m9.figshare.28252061.v1
title: NODE simulated data

description: NODE simulated dataset.
DOI: 10.6084/m9.figshare.c.3627203_d13.v1
title: Additional file 10: Table S7. of GiniClust: detecting rare cell types from single-cell gene expression data with Gini index

description: Gini index related statistics for single-cell RNA-seq data from Patel et al. study. (XLSX 1436Â kb)
DOI: 10.6084/m9.figshare.11479188.v1
title: Data for Tong et al. 2019

description: Data for A New Soil Mixing Layer Model for Simulating Solute Loss from Soil to Surface Runoff by Tong et al. (2019).
DOI: 10.6084/m9.figshare.17696072.v1
title: shared building roof image data

description: The datasets could be applied for sample data for remote sensing data classification.
DOI: 10.6084/m9.figshare.29045303.v2
title: Transgenerational epigenetic effect of kings’ aging on offspring’s caste fate mediated by sperm DNA methylation in termites Supplementary data

description: Methylation rates data in "Transgenerational epigenetic effect of kings’ aging on offspring’s caste fate mediated by sperm DNA methylation in termites"
DOI: 10.6084/m9.figshare.4542640.v1
title: Supplementary Material for: Diverse Patterns of Perilymphatic Space Enhancement in the Rat Inner Ear after Intratympanic Injection of Two Different Types of Gadolinium: A 9.4-Tesla Magnetic Resonance Study

description: <b><i>Objective:</i></b> To compare the quality of perilymphatic enhancement in the rat inner ear after intratympanic injection of two types of gadolinium with a 9.4-tesla micro-MRI. <b><i>Materials and Methods:</i></b> Gadolinium was injected into the middle ear in 6 Sprague-Dawley rats via the transtympanic route. The left ear was injected with Gd-DO3A-butrol first, and then the right ear was injected with Gd-DOTA. MR images of the inner ear were acquired 1.0, 1.5, 2.0, 2.5, 3.0, 3.5, and 4 h after intratympanic (IT) injection using an Agilent MRI system 9.4T/160/AS. The normalized signal intensity was quantitatively analyzed at the scala vestibuli (SV), scala media, and scala tympani (ST) using a Marosis M-view system. Then the normalized signal intensities (SIs) were compared between the two contrast agents. <b><i>Results:</i></b> For Gd-DO3A-butrol, the SI was as low as 1.0-1.5 throughout 1-4 h at the SV and ST of the basal turn. The maximum SI was 1.5 ± 0.5 at the SV (2 h) and 1.3 ± 0.5 at the ST (2 h). For Gd-DOTA, the 1-hour postinjection SI at the basal turn was 2.5 ± 0.5 at the SV, 1.6 ± 0.3 at the ST, and 1.2 ± 0.3 at the scala media. In the apical turn, the maximum SI was reached after 2.5 h. The maximum SI in the apical turn was 1.8 ± 0.4 at the SV (3.5 h), 1.8 ± 0.4 at the ST (4 h), and 1.4 ± 0.3 at the scala media (4 h). <b><i>Conclusions:</i></b> We were able to clearly visualize and separate the ST and SV using IT Gd and 9.4-tesla micro-MRI. We recommend using Gd-DO3A-butrol over Gd-DOTA and to perform the MRI 2.5 h after using IT Gd in the rat inner ear.
DOI: 10.6084/m9.figshare.7398593.v1
title: Untitled Item

description: Spreadsheet of the workings of a scoping review process with inclusion and exclusion criteria for selecting articles. The topic explored clinical trials and population studies on the efficacy and safety of herbal tea beverage consumption. The data steps through the scoping review process and compiles data into a chart.
DOI: 10.6084/m9.figshare.8019554.v1
title: Contact Lens selection

description: Famous file used in WEKA exercises to show how decision trees work
DOI: 10.6084/m9.figshare.c.3645692_d2.v1
title: Additional file 2: of Time-resolved dual RNA-seq reveals extensive rewiring of lung epithelial and pneumococcal transcriptomes during early infection

description: Supplemental tables. Tables S1, S4, S5 and S6. (XLSX 607 kb)
DOI: 10.17632/7gswrbggfy
title: Data for: Channel adjustments in the lower Guadalquivir River (southern Spain) over the last 250 years

description: Measurements of sinuosity index and anabranching index by analysis of historical maps and aerial photos from 1778 to 2010 of the Lower Guadalquivir River
DOI: 10.17632/rz3xg97rm5
title: A Large Scale Tweet Dataset for Urdu Text Sentiment Analysis

description: This is a dataset of tweets in the Urdu language. There are 1,140,824 tweets in the dataset, collected from Twitter for September and October 2020. This large-scale corpus of tweets is generated by performing preprocessing, which includes removing columns containing user information, retweet’s count, followers, and duplicate tweets, removing unnecessary punctuations, links, symbols, and spaces, and finally extracting emojis if present in the tweet text. This dataset's final tweet record contains columns for tweet id, text, and emoji extracted from the text with a sentiment score. Emojis are extracted to validate Machine Learning models used for the multilingual sentiment and behavior analysis.
DOI: 10.6084/m9.figshare.24087975.v2
title: data in bried on CSA HDDS and HFIAS.xlsx

description: Data was collected through cross-sectional survey of smallholder farmers in South Africa. A multistage sample technique was use to elicit information from 316 maize farmers in South Africa
DOI: 10.6084/m9.figshare.25572852.v3
title: hydride_content_images.zip

description: Hydride content prediction by image-based machine learning
DOI: 10.6084/m9.figshare.6165809.v1
title: Bioenergy crop yield data and reference

description: Bioenergy crop yield data, in .xlsx format.
DOI: 10.17632/674yyd3drw
title: Connecticut River Plume Mixing: ROMS and MATLAB files

description: This dataset is associated with a manuscript on Connecticut River plume mixing with first author Michael M. Whitney. The dataset includes source code, compilation files, and input for the Regional Ocean Modeling System (ROMS) runs used in this study. ROMS output files in NetCDF format are generated by executing the compiled ROMS code with the input files. The dataset also includes MATLAB routines and datafiles for the analysis of model results and generation of figures in the manuscript. The following zip files are included:

ROMS_v783_Yan_code.zip [ROMS source code branch used in this study]
ctplume_ROMS_compilation.zip [files to compile ROMS source code and run-specific Fortran-90 built code]
ctplume_ROMS_input.zip [ROMS ASCII and NetCDF input files for runs]
ctplume_MATLAB_analysis.zip [custom analysis routines in MATLAB used in this study]
ctplume_MATLAB_figures.zip [custom MATLAB routine for manuscript figure generation and MATLAB data files with all data fields included in figures]
ctplume_figures_tif.zip [TIF image files of each figure in manuscript]
DOI: 10.17632/cybmgzck23
title: TRAF2 saxs B8
DOI: 10.4121/21294510.v1
title: Dataset of X-ray Computed Tomography Reconstructions of Partially Saturated Vegetated Sand

description: The dataset contains the raw data of 4 reconstructed images from x-ray computed tomography. The content of the images represents the 4D <em>in-vivo</em> evolution of a vegetated sand microstructure. The pixel size is 60 microns and equal for all the 3D images. The samples are partially saturated, with a relative density of 30%, and Maize root system growing in it (Day 2 and Day 6 post germination). The sand used are two different granulometry of Hostun sand. One set of data refers to Hostun_1.5-2, with D50=1.9mm, the other refers to Hostun_31, with D50=0.33mm. The dataset can be used to recreate the image processing protocol to segment the root system and the soil matrix, as presented in Anselmucci at al, 2021a,b. The data is intended to be used with the purpose to develop an automated root-segmentation tool.
DOI: 10.6084/m9.figshare.1373899.v3
title: UNH RM2 tow tank experiment: Reduced dataset and processing code

description: Reduced dataset, processing/plotting code, and lab notebooks from the DOE/SNL Reference Model 2 cross-flow turbine tow tank testing performed at the University of New Hampshire Center for Ocean Renewable Energy (UNH-CORE). For the most recent version, see the GitHub link below.
DOI: 10.6084/m9.figshare.24210279.v1
title: Dataset for Infants expect capable agents to be highly ranked

description: Looking-time data of the research of Infants expect capable agents to be highly ranked.
DOI: 10.17632/8p2hvgdvpn
title: Annotated Chemical Apparatus Image Dataset

description: This dataset consists of 5078 annotated images of chemical apparatuses. These images were obtained by extracting diverse frames from videos of chemical experiments recorded using a smartphone. Annotations cover six experimental apparatuses and the experimenter's hands. The dataset is divided into three se ts: training, validation, and test, each with accompanying annotation texts in YOLO (You Only Look Once) format.
DOI: 10.17632/fgcxk9f5fw
title: Human-elephant conflict in Thailand 2014-2023

description: Human-elephant conflict in Thailand 2014-2023
DOI: 10.17632/gtr3d7wnj6
title: common Indian plants

description: This dataset contains leaf images of 10 common Indian plants. This dataset is created using data integration from various sources - field images , web images and images from other datasets available on various sites like IEEE and Kaggle etc. Feel free to use this dataset for your machine learning training.
DOI: 10.6084/m9.figshare.14872143.v3
title: Data and Code for Williams et al., Current Biology (2021)

description: Code to generate figures and statistics in Williams et al., "Spatial modulation of dark and bright stimulus responses in the mouse visual system," <i>Current Biology</i>, 2021. <br>Code is associated with Project description at DOI : 10.6084/m9.figshare.14852946<br>posted on '16-Jul-2021 14:39:25'
DOI: 10.6084/m9.figshare.15022698.v2
title: Single Cell Breast Cancer cell-line Atlas

description: Raw UMI counts of 35,276 single cell across 32 Breast Cancer Cell-lines profiled with DROP-seq platform.
DOI: 10.6084/m9.figshare.20399352.v1
title: seuObj.integrated.CNCC.RData

description: Seurat object related to the paper: Chen W, Liu X, Li W, Shen H, Zeng Z, Yin K, et al. Single‐cell transcriptomic landscape of cardiac neural crest cell derivatives during development. EMBO Rep. 2021;22:1–18
DOI: 10.6084/m9.figshare.28451012.v1
title: Supplementary Material for: Six Cases of Polypoidal Choroidal Vasculopathy in eyes with Choroidal Nevi

description: Introduction: To report the cases of six patients with the coexistence of Polypoidal Choroidal Vasculopathy (PCV) and choroidal nevi.
Cases presentation: Six patients with the coexistence of PCV and choroidal nevi were thoroughly evaluated by slit-lamp biomicroscopy examination, color fundus photography, optical coherence tomography (OCT), OCT angiography (OCT-A) fluorescein angiography (FA), indocyanine green angiography (ICG-A), fundus blue autofluorescence (BAF), and ocular ultrasound (OU). The typical features of PCV and nevi were present in all patients, three of whom were treated with intravitreal anti-angiogenic agents. In each clinical case, the choroidal Haller's vessels adjacent to the nevus were visibly more dilated compared to normal. Color fundus photography, OCT, OCT-A, FA, ICG-A, BAF, and OU revealed similar findings across all cases. Observations revealed that choroidal nevi could instigate modifications in the outer retina, resulting in persistent alterations capable of triggering the formation of neovascularization.
Conclusion: The occurrence of a PCV alongside nevus is an uncommon complication. We present the largest monocentric cohort of eyes with PCV associated with choroidal nevi. Findings from all exams performed were consistent across all cases, highlighting the potential link between PCV and nevi.
DOI: 10.6084/m9.figshare.28683959.v1
title: Community-based interventions for reducing social isolation and loneliness and/or promoting wellbeing in older LGBTQIA+ adults (aged 50+): A scoping review protocol

description: The scale and impact of social isolation and loneliness (SIAL) make them global health concerns. As older LGBTQIA+ adults face unique inequalities and barriers to accessing support, through discrimination and victimization, it is vital that research specifically examines their needs in order to provide tailored support or provision.Few studies have explored the impact of community-based interventions on older LGBTQIA+ adults. Meanwhile, the range of interventions, for reducing social isolation and loneliness (SIAL) and promoting wellbeing, among the general population of older adults are diverse. Although, the quality of this research is generally low and the inclusivity of these community-based interventions is unknown. Therefore, this scoping review aims to identify the international evidence for community-based interventions with older LGBTQIA+ adults.This review aims to identify, and summarise international evidence on community-based interventions designed to reduce SIAL and promote wellbeing for older LGBTQIA+ adults. Further sub-questions explore: the implementation and delivery of community-based interventions; the LGBTQIA+ sub-groups involved; identify the impact; and the research quality. This scoping review protocol has been developed using the established Joanna Briggs Institute (JBI) framework and PRISMA extension for scoping reviews.The review will provide crucial insights into community-based interventions for older LGBTQIA+ adults.
DOI: 10.6084/m9.figshare.5859702.v1
title: Community matrices and metadata

description: Community matrices and metadatas for the article submitted to PeerJ: " Variation in the Leaf and Root Microbiome of Sugar Maple (<i>Acer saccharum</i>) at an Elevational Range Limit"<br>
DOI: 10.17608/k6.auckland.12672884.v1
title: Occurrence records of marine species

description: These are the occurrence records of nearly 50,000 marine species (data downloaded from Ocean Biodiversity Information System), which are cleaned, and defined as pelagic and benthic in the column "our class" for further research (Chaudhary et al., 2017; Chaudhary, 2019). <br>
DOI: 10.17632/49xtg98wz3
title: CM chondrite carbonates 17O and clumped isotopes

description: We measured the stable isotopic composition of carbonate in 6 CM chondrites, including carbonate clumped isotopes and 17O/16O. The triple oxygen isotopes and the clumped isotopes are measured on the same aliquot of gas to avoid issues with heterogeneity in the samples.
1) results data table, averaged for each meteorite split analysed in a given session
2) isotopic compositions of fluid in equilibrium with the carbonates
3) clumped isotope low level data: replicate of reference material and samples by analytical session
4) triple oxygen low level data: validation measurements and individual replicate data
DOI: 10.17632/g4jpd7r2zf
title: Stability and performance analysis of storage root yield in a dataset of sweet potato varieties (Ipomoea batatas L.)

description: The performance of sweet potato varieties in Bangladesh is a current concern. This dataset aimed to assess the performance of storage root yield and stability of 17 sweet potato varieties released by Bangladesh Agricultural Research Institute (BARI) across five locations in Bangladesh—Gazipur, Bogura, Jamalpur, Jashore, and Chattogram—utilizing a completely randomized design (RCBD) with three replications during the 2022-23 growing season.
DOI: 10.17632/nwxv38dxsr
title: Data repository: Annual industrial and commercial heat load profiles: modeling based on k-Means clustering and regression analysis

description: This data repository includes results of the original research article “Annual industrial and commercial heat load profiles: modeling based on k-Means clustering and regression analysis”. In this article, a method to predict annual heat load profiles with a daily resolution for large consumers from industry and commerce is developed. This method is based on a cluster and regression analysis of natural gas load profiles from 797 German consumers, most with a consumption of more than 1.5 GWh/a. The data repository contains plots of all 797 original normalized load profiles and predicted normalized load profiles in the form of time series. The correlation between daily mean ambient temperature and daily normalized natural gas consumption is visualized in additional figures for each load profile. The files in this data repository are sorted by a two-digit numerical code indicating the economy division according to NACE Rev. 2 [1] (see README) and a one-digit numerical code indicating the detected clusters. The dependency of natural gas consumption on working days on mean daily ambient temperature increases from cluster 0 to cluster 3. The cluster CHP includes consumers that were excluded from the analysis, since they operate a combined heat and power plant (CHP). In a plausibility check, additional consumers were excluded from the analysis. These consumers are assigned to the cluster -1. References [1] Eurostat. NACE Rev.2: Statistical classification of economic activities in the European Community. Luxembourg: Office for Official Publications of the European Communities; 2008.
DOI: 10.17632/zsrv92557p
title: Data for: "European-wide spatial analysis of sewage treatment plants and the possible benefits to nature of advanced treatment to reduce pharmaceutical emissions"

description: This repository contains information relevant to the publication "European-wide spatial analysis of sewage treatment plants and the possible benefits to nature of advanced treatment to reduce pharmaceutical emissions" (submitted).

The file "SI_STP Removal Efficiencies" contains an overview of the selected 58 priority pharmaceuticals (Name and chemical identifiers) and removal rates by 1) primary, 2) secondary, 3) tertiary, 4) disinfection, 5) ozonation, 6) activated carbon and 7) advanced (average removal of ozonation and activated carbon). 
The file "SI_STP Treatment and Location Characteristics" contains information on the applied treatment levels and location of European sewage treatment plants.

Please read the Cover_Sheet in every excel file for a more detailed description of the data