cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18141/1425617
title: SOFC Microstructures (PFIB-SEM and synthetic) from JPS 2018

description: This is the microstructural data used in the publication "Mesoscale characterization of local property distributions in hetergeneous electrodes" by Tim Hsu, William K. Epting, Rubayyat Mahbub, et al., published in the Journal of Power Sources in 2018. (DOI 10.1016/j.jpowsour.2018.03.025). Included are a commercial cathode and anode active layer (Materials and Systems Research, Inc., Salt Lake City, UT) imaged by Xe plasma FIB-SEM (FEI, Hillsboro, OR), and four synthetic microstructures of varying particle size distribution widths generated by DREAM3D (BlueQuartz Software, Springboro, OH). For the MSRI electrodes, both the original greyscale and the segmented versions are provided. Each .zip file contains a "stack" of .tif image files in the Z dimension, and an .info ascii text file containing useful information like voxel sizes and phase IDs. More details can be found in the pertinent publication at http://dx.doi.org/10.1016/j.jpowsour.2018.03.025.
DOI: 10.5281/zenodo.3445407
title: SeaFlow data v1: High-resolution abundance, size and biomass of small phytoplankton in the North Pacific

description: SeaFlow is an underway flow cytometer that provides continuous shipboard observations of the abundance and optical properties of the smallest phytoplankton. Here we present data sets consisting of SeaFlow-based cell abundance, forward light scatter, and pigment fluorescence of individual cells, as well as derived estimates of cell diameter and carbon biomass for the picophytoplankton, which includes the cyanobacteria <em>Prochlorococcus</em>, <em>Synechococcus</em> and small-sized <em>Crocosphaera</em> (&lt; 5 µm), and eukaryotic phytoplankton less than 5 µm in diameter. Data were collected in surface waters (~ 5 m depth) from 25 oceanographic cruises carried out in the Northeast Pacific Ocean between 2010 and 2018. Thirteen cruises provide high spatial resolution (~ 1 km) measurements across 32,500 km of the northeast Pacific Ocean and 14 near-monthly cruises beginning in 2015 provide seasonal distributions at the long-term sampling site of the Hawaii Ocean Time-Series. These data sets expand our knowledge of the current spatial and temporal distributions of picophytoplankton in the surface ocean. Details of the SeaFlow project can be found here
description: This work was supported by grants from the Simons Foundation (#574495 to FR, #329108 to EVA and AEW, and #426570SP and #549894 to EVA), the Gordon and Betty Moore Foundation (#3776 to EVA) and the National Aeronautics and Space Administration (#80NSSC17K0561 to FR)
DOI: 10.5281/zenodo.4130692
title: Data and code for paper "Reciprocal interactions between tumour cell populations enhance growth and reduce radiation sensitivity in prostate cancer."

description: This repository contains raw data and code for the manuscript with DOI: 10.1038/s42003-020-01529-5.
DOI: 10.5281/zenodo.4267033
title: COVID-19 Twitter data, keyword stream 2020-01-13 to 2020-06-06

description: Twitter data was collected through the Twitter API, specifically through the filter streaming endpoint, using the Crowdbreaks platform (crowdbreaks.org) The data used in this work consists of a total of 353,993,900 tweets (thereof 267,026,740 retweets) posted by 26,262,332 users in a 146 day observation period, i.e. from January 13 to June 7, 2020. These tweets have been identified by Twitter to be in English language and match one or more of the keywords "wuhan", "ncov", "coronavirus", "covid" and "sars-cov-2". The data is complete with respect to these keywords, except during a period between mid-March to mid-April when volume exceeded the 1% threshold imposed by Twitter and was subsampled by an (unknown) degree. The following fields are published: id: Tweet ID is_retweet: Whether or not tweet is a retweet num_retweets: Number of retweets user.id: Id of tweeting user country_code: country code as predicted by local-geocode (https://github.com/mar-muel/local-geocode)
DOI: 10.5281/zenodo.4560461
title: Mineral maps for Dawes crater using Multiband Imager (MI_MAP_02) reflectance data

description: These mineral maps are derived using Multiband Imager (MI_MAP_02) reflectance data and Hapke radiative transfer modeling. These maps present the abundance of the four major lunar minerals (plagioclase, olivine, low-Ca pyroxene, high-Ca pyroxene) at a spatial resolution of ~62 m/pixel. Details about the methods can be found in Lemelin et al. (2015) and Lemelin et al. (2019). These maps suggest that at least 3 pixels, corresponding to approximately 11,500 m<sup>2</sup>, at the bottom of the Dawes crater match the mineral composition of the Apollo 17 norites studied by Cernok et al. (2021): 6-7 wt. % olivine, 47-52 wt. % orthopyroxene, 6-7 wt. % clinopyroxene and 35-41 wt. % plagioclase. Cernok et al. (2021) <em>Sample-based evidence for an ancient (~4.2 Gyr) formation of the Serenitatis Basin on the Moon</em>, Communications Earth & Environment (In press). Lemelin et al. (2015) <em>Lunar central peak mineralogy and iron content using the Kaguya Multiband Imager: Reassessment of the compositional structure of the lunar crust, </em>JGR - Planets, 120(5), 869-887. Lemelin et al. (2019) <em>The compositions of the lunar crust and upper mantle: Spectral analysis of the inner rings of lunar impact basins</em><strong>, </strong>Planetary and Space Science, 165, 230-243.
DOI: 10.5281/zenodo.7182597
title: MUDscope dataset

description: MUDscope dataset
description: This work has been supported by the INTERSCT project, Grant No. NWA.1160.18.301, funded by Netherlands Organisation for Scientific Research (NWO). The findings reported herein are solely responsibility of the authors.
DOI: 10.5525/gla.researchdata.1151
title: 5G-Enabled Contactless Multi-User Presence and Activity Detection for Independent Assisted Living

description: The dataset represents a combination of activities captured through wireless channel state information, using two USRP X300/X310 devices, to serve a system that was designed to detect presence and activities amongst multiple subjects. The dataset was divided into 16 classes, each represents a particular number of subjects and activities. More details can be found in the readme file.
DOI: 10.6080/k0b27shn
title: Paired V1-V2 neuronal spiking responses in anesthetized macaque monkey
title: CRCNS.org v1v2-1

description: These data consist of simultaneous extracellular recordings of neuronal populations in visual areas V1 and V2 of sufentanil-anesthetized macaca fascicularis. V1 recordings were performed using a Utah array; V2 recordings were performed using a set of tetrodes. Animals were shown sets of oriented gratings (1.28s), with each presentation followed by a blank screen (1.5s). This data set includes 5 recording sessions, in 3 animals. The data for each recording session includes the spike times, and information about the stimuli presented and receptive field location of each unit. Each data set includes an average of 112.2 V1 units and 29.4 V2 units. Units consist of both well-isolated single units and multiunit activity. The recorded V1/V2 populations had overlapping spatial receptive fields.

Also included in the data set is a short MATLAB script for some basic data visualization. These data were previously published in the following:

Coordinated Neuronal Activity Enhances Corticocortical Communication
Amin Zandvakili & Adam Kohn
Neuron, 87, 827–839 (09 August 2015)
http://doi.org/10.1016/j.neuron.2015.07.026

Cortical areas interact through a communication subspace
J Semedo, A Zandvakili, CK Machens, BM Yu & A Kohn
Neuron, 2019
http://doi.org/10.1016/j.neuron.2019.01.026
DOI: 10.6084/m9.figshare.13110746
title: Count-based football KPIs

description: Count-based metrics extracted from the 2016 UEFA Men’s European Football Championship and the 2017 UEFA Women’s Championship. Key metrics by player position and gender were extracted from match action logs and integrated as a single dataset. The resulting dataset of length $n = 4211$ contains 33 variables. The gender target variable is expressed as 1 for male players and 0 for female players. There are 2700 male instances and 1511 female instances. The dataset contains two categorical variables; match period is expressed as 1H for the first half, 2H for the second half, and E1, E2, and P for the two possible overtimes and the penalties respectively, player position in the team formation has the following options: Defender, Midfielder, Forward, Goalkeeper, Substitute Defender, Substitute Midfielder, Substitute Forward and Substitute Goalkeeper. Table \ref{tab:stats} shows the mean value and standard deviation per gender of each of the 30 numerical features of the dataset.
DOI: 10.6084/m9.figshare.16308090
title: Supplementary Data 1

description: Supplementary Data 1 for <i>Communications Biology</i> manuscript entitled: The genome of a dipterocarp <i>Shorea leprosula</i> highlights the ecological relevance of drought in aseasonal tropical rainforests.<br>Supplementary Data 1: Source data for Ks distribution figures.
DOI: 10.6084/m9.figshare.16638325.v1
title: Supplementary data for Communication Biology manuscript

description: Data used for figures in the <b>Aggregation state of <i>Mycobacterium tuberculosis</i> impacts host immunity and augments pulmonary disease pathology</b> Afsal Kolloli<sup>1</sup>, Ranjeet Kumar<sup>1</sup>, Pooja Singh<sup>1,2</sup>, Anshika Narang<sup>1</sup>, Gilla Kaplan<sup>3</sup>, Alex Sigal<sup>4,5,6</sup>, Selvakumar Subbian<sup>1,</sup>*
DOI: 10.15139/s3/unj8fx
title: SPURS-2 ROMS 1-Feb-2017 - 31-Jan-2018

description: These files contain output from the ROMS model for the eastern Tropical Pacific, 1-Feb-2017 - 31-Jan-2018. There are 4 files, the first one is for 1-Feb - 30-April, the second is for 1-May - 31-July, etc. The README file contains the vertical levels and the spurs_grd.nc.1 file contains the grid on which horizontal velocity components u and v and density / salinity are computed. Files in this folder are compressed. Uncompressed files are in netCDF format.
DOI: 10.17188/1273967
title: Materials Data on CsPbBr3 by Materials Project

description: CsPbBr3 is Orthorhombic Perovskite structured and crystallizes in the orthorhombic Pnma space group. The structure is three-dimensional. Cs1+ is bonded in a 8-coordinate geometry to eight Br1- atoms. There are a spread of Cs–Br bond distances ranging from 3.74–4.23 Å. Pb2+ is bonded to six Br1- atoms to form corner-sharing PbBr6 octahedra. The corner-sharing octahedra tilt angles range from 15–23°. All Pb–Br bond lengths are 3.03 Å. There are two inequivalent Br1- sites. In the first Br1- site, Br1- is bonded in a distorted see-saw-like geometry to two equivalent Cs1+ and two equivalent Pb2+ atoms. In the second Br1- site, Br1- is bonded in a 5-coordinate geometry to three equivalent Cs1+ and two equivalent Pb2+ atoms.
DOI: 10.17608/k6.auckland.15071226
title: Ho & Nyaga et al Supplementary Data

description: Supplementary Data 1: Supplementary Tables 1 - 14Supplementary Data 2: Luciferase assay data for Figure 4
DOI: 10.5281/zenodo.4739278
title: Lunar samples record an impact 4.2 billion years ago that may have formed the Serenitatis Basin

description: These files serve as publicly available data to follow the publication titled 'Lunar samples record an impact 4.2 billion years ago that may have formed the Serenitatis Basin' accepted in <em>Communications Earth & Environment (Nature Springer). </em> <strong>Supplementary Data 1. </strong>A zip folder containing iSALE code modelling input parameters for 1) Serenitatis Basin formation at 4.5 and 4.0 Gyr; 2) Dawes crater and ejecta formation, and 3) Dawes ejecta landing. Details on the modelling are provided in Supplementary Methods 1.2 and Supplementary Discussion 2.3. of the published article. <strong>Supplementary Data 2. </strong>An Excel spreadsheet containing U-Pb and Pb-Pb dating results presented in Supplementary Table 2. <strong>Supplementary Movie 1.</strong> Mg distribution in the Atom Probe Tomography microtip M3 of shocked lunar apatite. Polygonal grains of lunar apatite can be recognized by the magnesium decoration of grain boundaries. <strong>Supplementary Movie 2.</strong> Mg-decorated grain boundaries in the Atom Probe Tomography microtip M3 of shocked lunar apatite. Mg atoms (blue dots) and a 0.13 at. % magnesium isosurface (purple) in a 5 nm slice of the apatite data as it is moved through the needle from one side to the other, show the shape of the grain boundaries.
DOI: 10.5281/zenodo.5013687
title: Identification of a Pathway for Electron Uptake in Shewanella oneidensis

description: Data for figures for "Identification of a Pathway for Electron Uptake in <em>Shewanella oneidensis</em>" <strong>Abstract</strong> Extracellular electron transfer (EET) could enable electron uptake into microbial metabolism for the synthesis of complex, energy dense organic molecules from CO<sub>2 </sub>and renewable electricity<sup>1-6</sup><sup> </sup>. Theoretically EET could do this with an efficiency comparable to H<sub>2</sub>-oxidation<sup>7,8</sup> but without the need for a volatile intermediate and the problems it causes for scale up<sup>9</sup>. However, significant gaps remain in understanding the mechanism and genetics of electron uptake. For example, studies of electron uptake in electroactive microbes have shown a role for the Mtr EET complex in the electroactive microbe <em>Shewanella oneidensis</em> MR-1<sup>10-14</sup>, though there is substantial variation in the magnitude of effect deletion of these genes has depending on the terminal electron acceptor used. This speaks to the potential for novel and/or differentially utilized genes involved in electron uptake. To address this, we screened gene disruption mutants for 3,667 genes, representing ≈ 99% of all non-essential genes, from the <em>S. oneidensis</em>whole genome knockout collection using a redox dye oxidation assay. Confirmation of electron uptake using electrochemical testing allowed us to identify five genes from <em>S.</em><em> oneidensis</em> that are indispensable for electron uptake from a cathode. Knockout of each gene eliminates extracellular electron uptake, yet in four of the five cases produces no significant defect in electron donation to an anode. This result highlights both distinct electron uptake components and an electronic connection between aerobic and anaerobic electron transport chains that allow electrons from the reversible EET machinery to be coupled to different respiratory processes in <em>S. oneidensis</em>. Homologs to these genes across many different genera suggesting that electron uptake by EET coupled to respiration could be widespread. These gene discoveries provide a foundation for: studying this phenotype in exotic metal-oxidizing microbes, genetic optimization of electron uptake in <em>S. oneidensis</em>; and genetically engineering electron uptake into a highly tractable host like <em>E. coli </em>to complement recent advances in synthetic CO<sub>2</sub> fixation<sup>15</sup>.
DOI: 10.5683/sp2/xv14u3
title: Replication Data for: Skorska, Coome, Peragine, Aitken, VanderLaan

description: Skorska MN, Coome LA, Peragine DE, Aitken M, VanderLaan DP. 2020 Data from: An anthropometric study of sexual orientation and gender identity in Thailand.
DOI: 10.6073/pasta/6a5cc305e93c2baf9283facee688c504
title: Hyperspectral imagery for Hog Island, VA, 2013

description: High resolution hyperspectral imagery Hog Island, Northampton County, VA, collected on May 26, 2013 on behalf of the USACE Engineer Research and Development Center using the Coastal Zone Mapping and Imaging Lidar (CZMIL) system. CZMIL integrates a lidar sensor with topographic and bathymetric capabilities, a digital camera and a hyperspectral imager on a single remote sensing platform for use in coastal mapping and charting activities.Â LiDAR data is provided as a separate VCRLTER dataset. Four data entities are included here: RADIANCE data across (a) 48 and (b) 96 spectral bands at 1 and 2 meters spatial resolution, respectively; and atmospherically-corrected FLAASH reflectance data (c & d) across the same bands and resolutions.Â The 48-band data cover the spectral range of 369.1 to 1040.0 nm (+/- 7.1 nm) and the 96-band data cover a similar range of 360.4 to 1038.4 nm (+/- 3.6 nm).Â Individual bands are described in the metadata for each data entity. Both the FLAASH reflectance and the radiance data have had a water mask applied to them; therefore no hyperspectral data is currently available for nearshore and offshore environments nor for deeper marsh creeks and ponds. FLAASH zip files also include the corresponding ENVI template files containing the FLAASH Atmospheric Model Input Parameters.
DOI: 10.6080/k0dn4374
title: Extracellular recordings from area MT of awake macaques in response to naturalistic movies
title: CRCNS.org mt-2

description: The dataset contains activity of 45 neurons in the area MT of awake macaques in
                response to naturalistic movies. The data were originally published in:
                Shinji Nishimoto, Jack L. Gallant (2011) A three-dimensional
                spatiotemporal receptive field model explains responses of area MT neurons to
                naturalistic movies. The Journal of Neuroscience, 31(41):14551-64.
DOI: 10.6084/m9.figshare.14872146
title: GAN_CNT

description: Generation of tangible structures using deep learning technique: conditional generative adversarial network (GAN). The four models of conditional GAN were trained by scanning electron microscope (SEM) images of carbon nanotubes with different magnifications. Trained models stored in this file can generate virtual structure of carbon nanotube at arbitrary composition.
DOI: 10.6084/m9.figshare.16306089
title: Supplementary Table 10: Collinear blocks of Shorea leprosula

description: Supplementary Table 10 for <i>Communications Biology</i> manuscript entitled: The genome of a dipterocarp <i>Shorea leprosula</i> highlights the ecological relevance of drought in aseasonal tropical rainforests.<br>Supplementary Table 10: Collinear blocks of <i>Shorea leprosula </i>in <i>T. cacao</i>
DOI: 10.6084/m9.figshare.16306194
title: Supplementary Data 3

description: Supplementary Data 3 for <i>Communications Biology</i> manuscript entitled: The genome of a dipterocarp <i>Shorea leprosula</i> highlights the ecological relevance of drought in aseasonal tropical rainforests.<br>Supplementary Data 3: The BEAST files (.xml) under two different calibration settings.
DOI: 10.6084/m9.figshare.9696218
title: High resolution mapping of global urban extents from 1870 to 2100 by integrating data and model driven approaches

description: Dynamics of urban extent, especially with a long temporal span and global coverage, are important to evaluate the impacts of anthropogenic activities on natural and human environments. Although satellite-based observations can provide the historical transformation of urban extent, the temporal span of the remotely sensed data is limited, resulting in an incomplete understanding of the urban land dynamics. A global urban extent dynamic dataset of hindcasting and forecasting with satellite-derived observations could be useful to investigate the long-term impact of global urbanization for decision making. In this study, we modelled global urban extent dynamics from 1870 to 2100, using a urban cellular automata (CA) model with consideration of historical trends of urban growth over a long temporal span and the satellite-derived urban extent time series data (1992-2013). We conducted historical hindcasting (1870-1990) using the urban shrink model developed in this study. We also projected future (2020-2100) global urban land extent dynamics under the five Shared Socioeconomic Pathways (SSPs). We found that global urban area was largest under SSP5 (i.e., fossil-fuelled development), having a global urban area more than 40 times that of 1870. The resulting dataset shows a relatively complete cycle of urban development at a grid cell level for more than two hundred years, which can be used to assess the long-term effect of global urbanization on urban land environmental changes. In addition, our results could be useful for exploring the human-environment interactions in Earth systems models.<br>
DOI: 10.5281/zenodo.3967332
title: Gridded Oleander XBT Data

description: CMV Oleander XBT data, gridded and monthly averaged from 1977-2018. The data is mapped to fill in gaps in time where XBT data was not taken. Error values are reported when data are mapped.
DOI: 10.1594/ieda/321392
title: Processed CurrentMeter Data from the Adare Basin near Antarctica acquired during the Nathaniel B. Palmer expedition NBP1101 (2011)

description: This data set was acquired with a CurrentMeter during Nathaniel B. Palmer expedition NBP1101 conducted in 2011 (Chief Scientist: Dr. Josh Kohut; Investigator(s): Dr. Bruce Huber and Dr. Arnold Gordon). These data files are of Matlab Binary format and include Temperature, Current Measurement, and Salinity data and were processed after data collection. Data were acquired as part of the project(s): Ross Sea Expedition, and funding was provided by NSF grant(s): ANT08-39039.
DOI: 10.25318/3310041501_eng
title: Business or organization reporting of ransomware attack to insurance company in the last 12 months, fourth quarter of 2021

description: Business or organization reporting of ransomware attack to insurance company in the last 12 months, by North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership, fourth quarter of 2021.
DOI: 10.25318/3310041501_fra
title: Déclaration par les entreprises ou les organismes d’une attaque par rançongiciel à une compagnie d’assurance au cours des derniers mois, quatrième trimestre 2021

description: Déclaration par les entreprises ou les organismes d’une attaque par rançongiciel à une compagnie d’assurance au cours des 12 derniers mois, selon le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, quatrième trimestre de 2021.