cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28231217.v4
title: Building Bridges Project (data and R File)

description: This study examines whether emphasizing a cross-cutting non-political identity within the framework of the Common Ingroup Identity Model (CIIM) can improve outpartisan relations, using an imagined contact survey experiment to 733 respondents across the United States. Building on the argument that cross-cutting ties can bridge divisions between outgroup members, we hypothesize that Americans primed to think about a cross-cutting non-political identity (e.g., shared hobby) will evaluate members of the opposing party more positively. However, our findings reveal that emphasizing a cross-cutting non-political identity <i>does not</i> improve attitudes toward or willingness to interact with outpartisan members. Instead, we find that invoking a shared hobby <i>negatively</i> affects outpartisan behaviors: individuals exposed to the shared hobby treatment were <i>less</i> <i>willing</i><i> </i>to engage in conversations or activities with outpartisan members. This effect was especially prominent among those who identified strongly with their partisan identity. These results suggest that in politically polarized contexts like the United States, among individuals who strongly identify with their party, cross-cutting identities may backfire, deepening rather than bridging intergroup divisions.
DOI: 10.6084/m9.figshare.9208979.v4
title: 1000 genomes (phase 3) files with SNPs in common with HapMap3 and UK Biobank

description: This provides 2490 (mostly unrelated) individuals of the 1000 genomes project (phase 3) in PLINK bed/bim/fam format. The SNPs are restricted to the ones in common with HapMap3 and UK Biobank (~1.7M).<br><br>The R code that has been used to generate these data is also provided.<br><br>Do not forget to cite the 1000 genomes project.<br>TODO: add citation + mine<br>
DOI: 10.17632/dn82xj4bft
title: dataset of a functional MRI study in transgender individuals - Part I

description: Processed images for the ICA analyses in the "Brain network interactions in transgender individuals with gender incongruence" manuscript submitted to Neuroimage journal.
Original T1- and T2*-weighted images can be found in: doi:10.17632/hjmfrv6vmg.1
DOI: 10.6084/m9.figshare.21252306.v3
title: iron-rich olivine grain growth

description: There are EBSD and electron microscopy data for olivine samples with three iron contents (Fo30, Fo50, Fo70) annealed at different homologous temperatures for different times (0h, 3.2h, 10h, 32h, 100h) FoMM_XXX_ebsd. The file named zip is the olivine sample data of MM forsterite ratio annealed at XXX absolute temperature obtained by EBSD. Each file in the compressed folder is named "FoMM_XXX_Yh", where XXX is the absolute temperature of annealing and Y is the annealing time at that temperature. The files with the suffixes crc and cpr are the raw EBSD data of the samples, and the files with the suffix CTF are the raw data after noise reduction in the HKL Channel 5. The file named FoMM_map.zip is the map of scanning area of olivine sample with magnesium content of M. Each file in the compressed folder is named "FoMM_XXX_Yh. jpg". It is a map obtained by Mtex processing CTF data with the same file name.
DOI: 10.6084/m9.figshare.23909778.v1
title: Estimating suspended sediment concentration based on the specific heat capacity of sediment

description: Validation information of the manuscript, including the MATLAB code and the dataset.
DOI: 10.6084/m9.figshare.28589516.v1
title: Supplemental Table 2

description: Number of features that were significantly greater (i.e., log2FC, adjusted P&lt;0.05) in either co-culture vs. monoculture for all 21 pairwise combinations. Features derived from both chromatographies and ionization modes were combined into a single dataset and analyzed together.
DOI: 10.6084/m9.figshare.7376420.v1
title: 2018_Pamminger_nectar_sugar_concentrations_peerJ_R1_corr

description: Data set of nectar sugar concentration pollinators can encounter in agrecultural landscapes around the globe.
DOI: 10.25398/rd.northumbria.28382021.v1
title: Account Status qualitative survey amongst pole dancing content creators

description: Anonymised findings from a qualitative survey amongst 100 pole dancing content creators, asking them about their experiences of appealing shadowbanned content and profiles via Instagram's Account Status.
DOI: 10.6084/m9.figshare.17158661.v1
title: Concentration of saccharides in PM2.5.xlsx

description: The data used in the manuscript "Combining specific saccharides biomarkers with amino acids in atmospheric fine particulates as tracers for biogenic and biomass burning input"
DOI: 10.6084/m9.figshare.22300579.v1
title: Clinical Neuropathy Data

description: Data file in Excel format, with clinical diabetes and neuropathy parameters in a Swedish cohort, taken at baseline and follow-up in 2014. The follow-up data corresponds to the same time point where in vivo corneal confocal microscopy data/images were taken (see other datasets in the collection).
DOI: 10.6084/m9.figshare.29053274.v1
title: SRR5836474_coverage

description: dfygjdfdfgh
DOI: 10.60893/figshare.pof.26963290.v1
title: Supplementary Data

description: Experimental data for each run
DOI: 10.17632/2nn4758xzk
title: Data for: High photocatalytic and photoelectrochemical performance of a novel 0D/2D heterojunction photocatalyst constructed by ZnSe nanoparticles and MoSe2 nanoflowers

description: Nanomaterials
DOI: 10.6084/m9.figshare.14502198.v2
title: Chronic recordings in HVC with silicon probe arrays in singing zebra finches.

description: We recorded extracellularly from HVC nucelus of birds chronically implanted with 16/32 site Si Probes, while they freely sang, simultaneously with their song (recorded through an Earthworks m-30 microphone).<br>We sorted the spikes usling kilosort/klusta. We present the sorted spikes (not manually curated), the full microphone recordings, and the timestamps where the onset of each instance of a courtship song motif was detected.Data is in the .kwik format (https://klusta.readthedocs.io/en/latest/kwik/).<br>
DOI: 10.6084/m9.figshare.14555685.v1
title: Temporal changes of local and regional processes in the assembly of herbivorous insect communities

description: Data of plant and herbivorous insect communities used in the manuscript "Temporal changes of local and regional processes in the assembly of herbivorous insect communities"
DOI: 10.6084/m9.figshare.16566408.v1
title: Dueholm2021a_data.zip

description: MiDAS 4: A global catalogue of full-length 16S rRNA gene sequences and taxonomy for studies of bacterial communities in wastewater treatment plants<br>Raw data for analysis in R
DOI: 10.6084/m9.figshare.21180730.v1
title: A Mediation Model of Self-Efficacy and Depression Between Burnout and Alcohol Consumption (data set)

description: The data contains sociodemographic variables and the individual responses for the burnout, depression and audit scales and the index of self-efficacy.
DOI: 10.6084/m9.figshare.5241802.v1
title: Erratum: Vasopeptidase Inhibition Corrects the Structure and Function of the Small Arteries in Experimental Renal Insufficiency

description: <b><i>Background:</i></b> We studied whether vasopeptidase inhibition corrects the structure and function of the small arteries in experimental chronic renal insufficiency (CRI). <b><i>Methods:</i></b> After 5/6 nephrectomy (NX) surgery was performed on rats, there was a 14-week follow-up, allowing CRI to become established. Omapatrilat (40 mg/kg/day in chow) was then given for 8 weeks, and the small mesenteric arterial rings were investigated in vitro using wire and pressure myographs. <b><i>Results:</i></b> Plasma and ventricular B-type natriuretic peptide (BNP) concentrations were increased 2- to 2.7-fold, while systolic blood pressure (BP) increased by 32 mm Hg after NX. Omapatrilat treatment normalized the BNP and reduced the BP by 45 mm Hg in the NX rats. Endothelium-dependent vasorelaxation was impaired but the response to acetylcholine was normalized after omapatrilat treatment. Vasorelaxations induced by nitroprusside, isoprenaline and levcromakalim were enhanced after omapatrilat, and the responses were even more pronounced than in untreated sham-operated rats. Arterial wall thickness and wall-to-lumen ratio were increased after NX, whereas omapatrilat normalized these structural features and improved the strain-stress relationship in the small arteries; this suggests improved arterial elastic properties. <b><i>Conclusion:</i></b> Omapatrilat treatment reduced BP, normalized volume overload, improved vasorelaxation and corrected the dimensions and passive elastic properties of the small arteries in the NX rats. Therefore, we consider vasopeptidase inhibition to be an effective treatment for CRI-induced changes in the small arteries.
DOI: 10.6084/m9.figshare.6449756.v1
title: arXiv publications dataset with simulated citation relationships

description: <b>arXiv publications dataset with simulated citation relationships</b><br>https://github.com/jacekmiecznikowski/neo4index App evaluates scientific reasearch impact using author-level metrics (h-index and more)<br>This collection contains data aquired from arXiv.org via OAI2 protocol.arXiv does not provide citations metadata so this data was pseudo-randomly simulated.We evaluated scientific reasearch impact using six popular author-level metrics:* h-index,* m quotient,* e-index,* m-index,* r-index,* ar-index.<br><b>Source</b>https://arxiv.org/help/bulk_data (downloaded: 2018-03-23; over 1.3 million publications)<br><b>Files</b>* arxiv_bulk_metadata_2018-03-23.tar.gz - file downloaded using <i>oai-harvester</i> contains metadata of all arXiv publications to date.* categories.csv - file contains categories from arXiv with category-subcategory division* publications.csv - file contains information about articles like: id, title, abstract, url, categories and date* authors.csv - file contains authors data like first name, last name and id of published article* citations.csv - file contains simulated relationships between all publications using <i>arxivCite</i>* indices.csv - file contains 6 author-level metrics calculated on database using <i>neo4index</i><br><b>Statistics</b>h-index Average = 3.5836524733724495m quotient Average = 0.5831426366846965e-index Average = 7.9260187734579075m-index Average = 29.436844659143155r-index Average = 8.931101630575293ar-index Average = 3.5439082808721025h-index Median = 1.0m quotient Median = 0.4167e-index Median = 5.3852m-index Median = 17.0r-index Median = 5.831ar-index Median = 2.7928h-index Mode = 1.0m quotient Mode = 1.0e-index Mode = 0.0m-index Mode = 0.0r-index Mode = 0.0ar-index Mode = 0.0
DOI: 10.6084/m9.figshare.10314425.v1
title: Table S1. Patient demographics and pregnancy outcomes.

description: Demographic and pregnancy outcome information is shown for 4 patients in RNA-Seq analysis, 6 patients in single cell RNA-Seq analysis as well as demographic information for 7 patients in immunostaining who underwent termination.
DOI: 10.6084/m9.figshare.13635431.v1
title: 1-km spatial resolution of urban geometric datasets with global coverage

description: Grid-based building morphological parameters with global coverage at one-km<sup>2</sup> spatial resolution are currently available in GeoTIFF format. Provided datasets contains three-building morphological parameters (the mean building height <i>Have</i>, plan area density <i>PAD</i> and frontal area density <i>FAD</i>) and two-aerodynamic parameters (aerodynamic roughness length <i>z<sub>0</sub></i> and zero-place displacement <i>d</i>) and sky-view factor (<i>svf</i>).The building morphological datasets were estimated from the global databases such as population, nighttime light, impervious surface area and gross domestic products. Two aerodynamic parameters and sky-view factors are calculated using the empirical equations discussed by Kanda et al. (2013) and Kanda et al. (2005), respectively.<br><b>1. Raster files</b>: (parameter name)_2013.tifFormat: GeoTIFFProjection: WGS 1984 World Mercator projectionSpatial resolution: 1-kmData list: <i>Have_2013.tif</i>, <i>PAD_2013.tif</i>, <i>FAD_2013.tif</i>, <i>d_2013.tif</i>, <i>z0_2013.tif</i>, <i>svf_2013.tif</i><br><b>2. Building Original Data</b>Format: Microsoft Excel Workbook<i>Original_building_data.xlsx</i> contains observed building morphological parameters calculated from three- and two-dimensional building databases, and global databases (impervious surface area <i>ISA</i> and population density adjusted by nighttime light <i>PopdenVIIRS</i>) at each grid code.<br><i>Validation_analysis.xlsx</i> contains building morphological parameters calculated from three-dimensional building database (observed) and parameters estimated from global databases (predicted) at one-km spatial resolution in Berlin, Singapore and Osaka.<i>Megacities_statistic.xlsx</i> contains <i>GDP<sub>city</sub></i>, the maximum, minimum, mean value and standard deviation of each predicted building morphological parameters at 37 megacities. <br><br><b>3. Source Code</b>Programming language 1: Python site package in ArcGIS v10.3.1<i>Calculate_parameters.py</i> contains code for calculating observed building morphological parameters from grid-based two- and three-dimensional building database input. We recommend using this script after using the Split By Attributing Tools to convert a fishnet building footprint map into multiple grids.<i>Modifying_population_by_nightlight.py</i> contains code for adjusted population density by nighttime light at each grid.Programming language 2: Python v2.7<br><i>Converting_grids.py</i> contains code for converting grid-based population density adjusted by nighttime light into a global map. This source code is used after running <i>Modifying_population_by_nightlight.py</i>. <br>
DOI: 10.6084/m9.figshare.21127423.v1
title: High-resolution gridded rainfall dataset for Peru - PISCOp v2.2 dataset

description: Development of high-resolution daily and monthly gridded rainfall dataset over Peru (PISCOp) version 2.2, for the 1981–2019 period at ~10 km (0.1°) spatial resolution for the entire continental Peruvian territory. The <strong>PISCOp</strong> framework presents four main procedures: i) quality control, and ii) gap filling of raingauge datasets. Then, iii) spatial interpolation of daily and monthly rainfall using spatial predictors based on rainfall precipitation, radar-gauge merged precipitation climatologies, among others. After that, a iv) simple monthly correction factor applied to daily estimates. The dataset are based version 2.1 update.
DOI: 10.6084/m9.figshare.22365547.v1
title: MCI EEG data

description: Preprocessed EEG data, post Morlet wavelet transformation
DOI: 10.6084/m9.figshare.28331009.v1
title: Tools for ChatGPT data

description: Bangladesh is an emerging country where teachers and students of public and private universities have started using technology in the classrooms. Many teachers and students of social science faculty have an inclination to use ChatGPT for educational and research purposes. By focusing on this specific context, the study aims to bring insight into ChatGPT's perception and integration into an emerging country's educational practices
DOI: 10.17632/dpb75x9p3g
title: Electrification, Clean Cooking Technologies and Gender Inequality: Policy Insight from Sub-Saharan Africa

description: Data and Codes
DOI: 10.6084/m9.figshare.20525034.v1
title: Submit_Source_Data_and_Source_Code_layeredcontrol.zip

description: This file contains all source data and source code for "Layered Feedback Control Overcomes Performance Trade-off in Synthetic Biomolecular Networks" by Chelsea Y. Hu and Richard M. Murray
DOI: 10.6084/m9.figshare.23790393.v3
title: full_reference_return_model.rds

description: Seurat object with the integrated reference scRNA-Seq dataset of peripheral blood CD4 T lymphocytes.<br>The integrated dataset consists of new samples (Chudakov lab, to be published), and published data (Stephenson, E., Reynolds, G., Botting, R.A. <i>et al.</i> Single-cell multi-omics analysis of the immune response in COVID-19. <i>Nat Med</i> <b>27</b>, 904–916 (2021). https://doi.org/10.1038/s41591-021-01329-2).<br>Cell barcodes in samples from Stephenson<i> et al.</i> are consistent with the original paper.<br>Seurat metadata includes the most frequent TCR alpha and TCR beta clonotypes in cells.Metadata columns starting with "sortseq_" contain frequencies of the given clonotypes in repertoires of sorted Th subsets from Kasataskaya <i>et al. </i>(Sofya A Kasatskaya, <i>et al. </i>(2020) <b>Functionally specialized human CD4+</b> <b>T-cell subsets express physicochemically distinct TCRs</b> <i>eLife</i> <b>9</b>:e57063. https://doi.org/10.7554/eLife.57063)<br>
DOI: 10.6084/m9.figshare.5640193.v1
title: Dataset and R code from the article: "The interplay between facilitation and habitat type drive spatial vegetation patterns in global drylands"

description: Zip file containing the Dataset (in .csv format) and R scripts used in the article: "The interplay between facilitation and habitat type drive spatial vegetation patterns in global drylands".
DOI: 10.6084/m9.figshare.c.3636167_d4.v1
title: Additional file 3: of T-REx: Transcriptome analysis webserver for RNA-seq Expression data

description: Figure S3; k-means clustering of differentially expressed genes in the mutants. (ZIP 31925 kb)
DOI: 10.17632/nxk9r22wd6
title: GNSS Dataset (with Interference and Spoofing) Part III

description: GNSS Dataset (with Interference and Spoofing) consists of three parts: 
Part I (Raw data of 2023 12 to 20, Sept, 2023, clean data), 
Part II (Raw data of 2023 21 to 30, Sept, 2023, clean data) and 
Part III (Processed data 12 to 30, Sept, 2023; data collected with spoofing and jamming on 21 Dec, 2023; Scripts and Material) .

The data were recorded by a GNSS receiver installed on the 5th floor of the Science Hall of Yunnan University. HackRF One emits spoofing signals and the commercial jammer emits suppression jamming to attack the receiver on 21 Dec, 2023. The provided datasets are interesting for the GNSS monitoring, GNSS security, anti-jamming and anti-spoofing mechanisms based scientific communities.

These data provide the most comprehensive information available on the spatial and temporal patterns of GNSS satellites, observation and receiver parameters, referring to five constellations (GPS, Campass, Galileo, GLONASS and QZSS) and eight signal bands (L1C/A, L2C, E1, E5b, B1, B2, L1, L2). The dataset provides observations of the receiver three scenarios: normal state, affected by commercial jammers, and spoofed by SDR HackRF One. These observations include more details such as carrier-to-noise density ratio (C/N0), signal spectrum, Doppler shift, pseudorange, carrier phase, satellite health indicator, real-time position data and dilution of precision (DOP), etc. These data can be used to analyze navigation satellite operation rules, satellite covering time above the receiver, satellite overhead time prediction and GNSS monitoring system construction, provides a large amount of fine-grained data that can be used as an example to study safeguards at civil aviation airports, monitoring for harmful radio interference.
DOI: 10.17632/zn53tb4h34
title: Dataset for the electric capacitated traveling salesman problem

description: The data are used for the Electric Capacitated Travelling Salesman Problem (EC-TSP) as they are described in the article entitled Dataset for the electric capacitated traveling salesman problem. This dataset has been used for the assessment of e-cargo bikes versus typical delivery vans in terms of operational efficiency and CO2e emissions. The excel (.xlsx) files include 18 realistic datasets (9 datasets for goods’ delivery via vans and 9 datasets for e-cargo bikes deliveries) which reflect the distribution process of retail products. All the data regarding delivery demands, e-cargo capacities, travel and service times have been generated by using real-life data from a retail company that owns physical stores in the city centers of Athens, Thessaloniki, Patra and Larisa in Greece and provides cargo-bike deliveries for e-commerce clients. Finally, the word (.doc) file is the explanation memo for the excel files.
DOI: 10.6084/m9.figshare.2061291.v2
title: RT for processing personally familiar, famous and unfamiliar faces

description: Reaction time data for correct responses.<br>Data are organised as follows:<br>The first part of a column name represents trials that were incongruent (I) or congruent (C).<br>The second part of a column name represents the identity of the target face shown, famous (Fam), personally familiar (Friend) or unfamiliar (Unfam).<br>The third part of a column name represents the target view, frontal (Fr), profile (Pr) or three-quarters view (Q).<br>For example, the column labeled IFamPr refers to RT data in response to a famous target face that was incongruent in identity to the prime face and presented in profile view.
DOI: 10.6084/m9.figshare.28201511.v2
title: IoT Dataset for Bicycle, Car and Pedestrian

description: We use real-world IoT data from the RSIF (Road Safety Innovation Fund) bicycle riding project. It comprises the sensor data of bicycles following specific routes in Melbourne. We also have included the IoT datasets of Car and Person to refelct vehicle sensor and smart phone sensor data
DOI: 10.6084/m9.figshare.4054692.v1
title: Datasets for dissimilarity between exotic and native dominated grasslands

description: Butterfly community dataset, plant groups dataset, and Bray Curtis Dissimilarity between each exotic dominated pasture and the reference (native dominated) sites.
DOI: 10.15468/dl.cmgj6a
title: Occurrence Download

description: A dataset containing 1672 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Limnophila sessiliflora (Vahl) Blume)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1672 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013344-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.4751023.v1
title: Supplementary Material for: Making Sense of Outliers

description: Phonetic inquiry, particularly of the kind which looks at large numbers of items, frequently asks what a ‘typical’ example of a phenomenon of speech is like. For example, in describing the plosives of a language, it is common to calculate average closure durations or voice onset times in some contexts. In this paper, the focus is on examples from natural conversation where there are untypical patterns, and where the item of interest is, in statistical terms, an outlier. Outliers are generally excluded from linguistic analysis, and may be treated as e.g. production errors. The paper shows instead that at least some outliers are in fact part of a meaningful practice, and an orderly method by which speakers can create meaning. The phenomenon more precisely is that of intensifying emphasis, which has been described for German. We consider its phonetic exponents in American English, which are both ‘prosodic’ and ‘segmental’. We provide an account of function based on participants’ own use and displayed understanding of the phenomenon, and argue for a structurally rich account of the phenomenon which includes aspects of turn construction and sequential organisation.