cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7442327
title: CO2, O2, and Alkalinity in Lake Geneva

description: Dataset contain hourly measurments of CO2, O2, Alkalinity, and other environmental dataset as well as GPP rate computed in the pelagic and littoral environment of Lake Geneva.
DOI: 10.5281/zenodo.7696283
title: Dissipative Solitons and Switching Waves in Dispersion-Modulated Kerr Cavities

description: Execution tested with Matlab 2020a or newer on Windows. Unzip folder to access files. <br> Contact miles.anderson@epfl.ch for any serious questions on the contents.<br> All matlab code remains under copyright by the authors: Miles Anderson and Tobias J. Kippenberg, and is provided solely to be used to reproduce the figures of the aforementioned paper and example simulation results pertaining to the paper. Figure data and generation code is found in "Figure Data\Scripts and Data". Run matlab scripts in the given folder to generate the figures. Other relevant figures containing data is found in "\Other". Seven example matlab simulation scripts are found in "Simulation Example Code". Running 'lle_cavity_v4_CW_FI_Low2' models CW Faraday Instability appearance from Figure 3, in dimensionless units. Running 'lle_cavity_v4_Soliton_FI_1' models a dissipative soliton with Kelly sidebands or higher-order dispersive waves in dispersion modulated cavity, from Figure 4, in dimensionless units. Running 'lle_cavity_v4_SW_FI_Low2' models a switching wave with FI-motivated satellites in dispersion modulated cavity, from Figure 7, in dimensionless units. Running 'lle_SiNcavity_v4_SW_FaradaySatellite_F9C15R6_1_1b' (or just '1') uses experimental data to reproduce the experiment for the pulse-driven switching wave according to the LLE, the results of which are shown in Figure 7(f) of the main paper, and Figure S5 of the supplementary information. Running 'lle_SiNcavity_v4_SW_FaradaySatellite_F2C15R5_2_3' (and also '3_1') uses experimental data to reproduce the experiment for the pulse-driven switching wave according to the LLE, the results of which are shown in Figure 8 and 9 of the main paper, and Figure S6 of the supplementary information. Running 'lle_SiNcavity_v4_SolitonHDW_F1C16R6TM_5_s2' uses experimental data to reproduce the experiment as seen in Figure 6 for the pulse-driven soliton according to the LLE, results of which are shown in Figure S9 of the supplementary information. The script parameters may be modified to find results under different driving conditions and over different time periods and sampling rates as required. M. Anderson apologises in advance for the complexity, readability, and optimisation of the script. This work was supported by Contract No. D18AC00032 (DRINQS) from the Defense Advanced Research Projects Agency (DARPA). This material is based upon work supported by the Air Force Office of Scientific Research under Grant No. FA9550-19-1-0250. This work was further supported by the European Union’s Horizon 2020 Program for Research and Innovation under Grant No. 812818 (Marie Skłodowska-Curie ETN MICROCOMB) and by the Swiss National Science Foundation under Grant Agreement No. 192293.
DOI: 10.6080/k00z715x
title: Gallant Lab Natural Movie 4T fMRI Data
title: CRCNS.org vim-2

description: This data set contains BOLD fMRI responses in human subjects viewing natural
                  movies.
                  The data were originally published in:
                  Nishimoto, S., Vu, A. T., Naselaris, T., Benjamini, Y., Yu, B., & Gallant, J. L. (2011).
                  Reconstructing visual experiences from brain activity evoked by natural movies.
                  Current Biology, 21(19), 1641-1646.
DOI: 10.6084/m9.figshare.21953030.v1
title: DATA- Queervertising-reviewed.xlsx

description: Analysis of 63 advertisements with some representation of imagery or representation related to gay men or lesbians community for the period 1960-2021 in Spain.
DOI: 10.4225/15/59fff1c5ea8fc
title: Chemtax version 1.95 for calculating the taxonomic composition of phytoplankton populations
DOI: 10.5445/ir/1000156431
title: Version 8 IMK/IAA MIPAS ozone profiles: nominal observation mode

description: The data set comprises ozone data of the Earth's middle atmosphere region for the years 2002-2012 as derieved from the nominal mode mid infrared spectra measurements collected by the MIPAS instrument on board of the Envisat satellite. The data version is V8.
DOI: 10.5281/zenodo.7557403
title: Abeshu-etal_2023_GMD: Model Input and Output data

description: 1. Input data required to conduct the experiment 2. Model output data for reproducing the manuscript figures
DOI: 10.5285/e44bbc45-9924-401b-a7b8-7939fbb61db2
title: Chronological sedimentological data (radiocarbon 14C) for cores LC7 and LC12 sediment record from Blaso, a large, epishelf lake in NW Greenland collected July-August 2017

description: The dataset comprises of analyses of two sediment cores (LC12 and LC7), extracted from Blaso, a large epishelf lake on the margin of 79 degrees N Ice Shelf, NW Greenland in July-August 2017. The data are used to constrain ice shelf dynamics over the last 8500 calibrated years before present (cal. years B.P., where present is A.D. 1950). Data for the LC7 and LC12 sediment records consist of radiocarbon (14C) chronology data. Overlapping 2 m-long sediment cores were recovered with a UWITEC KOL 'Kolbenlot percussion piston corer to a total sediment depth of 3.74 m (LC7) and 5.24 m (LC12). Accelerator mass spectrometry (AMS) was used for radiocarbon (14C) dating. Core LC7: 87 m water depth; 79.589 degrees N, 22.494 degrees E. Core LC12: 90 m water depth; 79.5948 degrees N, 22.44233 degrees E. This project was funded by the Natural Environment Research Council (NERC) through Standard Grant NE/N011228/1. We thank the Alfred Wegner Institute, and particularly Angelika Humbert and Hicham Rafiq, for their significant logistic support through the iGRIFF project. Additional support was provided from Station Nord (Jorgen Skafte), Nordland Air, Air Greenland and the Joint Arctic Command. Naalakkersuisut, Government of Greenland, provided Scientific Survey (VU-00121) and Export (046/2017) licences for this work
description: Overlapping 2 m-long sediment cores were recovered with a UWITEC KOL 'Kolbenlot' percussion piston corer to a total sediment depth of 3.74 m (LC7) and 5.24 m (LC12) in Blaso (LC7: 79.589 degrees N, 22.494 degrees E, 87m; LC12: 79.5948 degrees N, 22.44233 degrees E, 90m). The chronology for LC7 and LC12 was established using accelerator mass spectrometry (AMS) radiocarbon (14C) dating. Where possible, calcareous microfossils (mixed benthic foraminifera) were dated, and bulk (acid insoluble organic matter) sediment was only dated in the absence of microfossils. Cores were also inspected for other datable macrofossils (mosses, algae, shells) but were found to be barren. 14C dating of samples from the lake cores, together with macro-fossils (molluscs, gastropods) from the raised marine deposits, was undertaken at the NERC Radiocarbon Laboratory (Environment) in East Kilbride, UK (SUERC-), the Keck-CCAMS, University of California, Irvine, US (UCIAMS-) and Beta Analytic, Miami, US (BETA-). Radiocarbon ages were calibrated to calendar years before present (cal. years BP, where present is A.D. 1950) using the calibration software CALIB 8.1.0 (Stuiver et al., 2021), the Marine13 calibration curve (Reimer et al., 2013), and a marine reservoir of 550 years (delta R = 150) (Morner and Funder, 1990). The Marine20 calibration was not used owing to its unsuitability for sea-ice dominated polar environments (Heaton et al., 2020).
description: UWITEC KOL 'Kolbenlot' percussion piston corer CALIB 8.1.0
DOI: 10.5281/zenodo.5854661
title: Dataset: "Joint structural annotation of small molecules using liquid chromatography retention order and tandem mass spectrometry data"

description: Dataset used in the experiments of the publication: "Joint structural annotation of small molecules using liquid chromatography retention order and tandem mass spectrometry data" by Bach et al. <strong>File description:</strong> cfmid4.tar: MS² spectra simulated using CFM-ID (v4.0.7) for all molecular candidate structures db_layout.png: Visualization of the SQLite database (DB) layout massbank.sqlite.gz: DB containing all needed data to (re-)run the experiments shown in the paper. Please read "DB_README.md" for further details. The database file can be unpacked using gzip. metfrag.tar: MetFrag input files and MS² scores for all candidate sets computed using the MetFrag software. sirius_scores.tar: MS² scores for all candidates and measured spectra using the SIRIUS software. sirius_inputs.tar: Input (ms-files) for the SIRIUS software. DB_README.md: Description of each table in the "massbank.sqlite" SQLite DB. db_processing_scripts.tar: Scripts to re-produce the "massbank.sqlite" and a README.md providing further information on the process. massbank__2020.11__v0.6.1.sqlite: Base SQLite DB from which the "massbank.sqlite" was build up. It was created using the "massbank2db" (v0.6.1) Python package using the MassBank release 2020.11. substructure_fingerprints.tar: Pre-computed substructure counting fingerprints for all candidates related to our experiments. <strong>Instructions:</strong> The "massbank.sqlite" can be directly used with the Structure Support Vector Machine Model (SSVM) described in the manuscript and implemented in the "ssvm" Python package. If desired, the database can be re-produced using the scripts provided in "db_processing_scripts.tar": Create a directory for all data Download and extract the ... Processing scripts MS² scorer outputs (e.g. metfrag.tar) Pre-computed substructure fingerprints Follow the instructions given in the "README.md" of the "db_processing_scripts.tar"
DOI: 10.1285/i1825229xv7n2p53
title: The floating upwelling system (FLUPSY) for breeding of Venerupis decussata (Linnaeus, 1758) juveniles in a coastal lagoon in Sardinia (Italy)

description: 1 - In recent years, interest in farming the grooved carpet shell Venerupis decussata (Linnaeus, 1758) in Sardinian lagoons has greatly increased due to a decrease in clam populations. Aquaculturists around the world have developed a variety of different clam farming systems, notably for the Manila clam, Venerupis philippinarum (Adams e Reeve, 1850). 
2 - The aim was to test the aquaculture of V. decussata using the FLoating UPwelling SYstem (FLUPSY) to evaluate their growth rate over two seasons: spring 2011 (from 10 March, 2011, to 21 May, 2011), and autumn 2011 (from 18 October, 2011, to 28 December, 2011). The study was carried out in the Tortoli coastal lagoon, Eastern Sardinia (Italy; latitude 39 56 N, longitude 9 41 E). 
3 - V. decussata juveniles with mean shell lengths of 10.880.91 mm in spring and 8.95  0.75 mm in autumn, mean shell thicknesses of 5.21 0.54 mm in spring and 3.36  0.27 mm in autumn, and mean total weight of 0.33 0.09 g in spring and 0.1 2 0.03 g in autumn, were bred following FLUPSY. To compare this with the aquaculture of these V. decussata juveniles under natural conditions, a control group was transplanted to a separate area in the lagoon. The shell length, shell thickness and total weight were measured fortnightly and monthly from the FLUPSY and natural farming, respectively. Temperature, salinity, pH, dissolved oxygen and chlorophyll a were monitored monthly using a multiparameter probe. 
4 - At the end of the seasons, V. decussata showed the mean spring parameters of shell length 19.60  1.11 mm, shell thickness 9.99  0.54 mm and total weight 1.87  0.23 g, and the mean autumn parameters of shell length 15.87  1.34 mm, shell thickness 6.70  0.69 mm and total weight 0.79  0.20 g. Comparisons with the natural control system showed significant improvements for FLUPSY. 
5 - The use of the FLUPSY appears to be useful for the breeding of V. decussata juveniles, particularly during the spring season.
DOI: 10.15139/s3/mw9olb
title: EQUATESv1.0: Inventory Emissions (SMOKE inputs) -- 2002-2017 US_12km

description: Data Summary: Emissions Inventory and Summary Files from the EQUATES Project The EQUATES base year emissions are from the 2017 NEI. For each sector in the 2017 NEI one of four approaches was applied to estimate emissions for the entire 2002-2017 time period: Develop new methods for creating consistent emissions for all years, Use 2016 or 2017 model platform emissions and create scaling factors based on activity data and/or emission control information, Use existing modeling platform data for earlier years (2002-2015), or Leave emissions flat at 2017 NEI levels. See Foley et al. (2023) for information on the emissions modeling methods used for each sector. Data Files in This Repository A Unix-based utility is used to package the emissions files together into tar files and then compress them into .GZ files with GNU Zip compression for easier download. Available data files include: Monthly and annual emissions totals for the Contiguous United States (CONUS) for 9 pollutants: NOX, SO2, CO, PM2.5, primary organic carbon (POC), primary elemental carbon (PEC), VOC, non-methane organic gases (NMOG), NH3. Files are located in the emission_summary_files folder. This folder also includes a README_EQUATES_v1.0_emissions_summaries.txt file with additional information about the different emissions summaries. Emissions inventory files (EQUATES_INV__version1.0.tar.gz) and meteorology files (met.tar.gz) for the CONUS for 2002-2017 suitable for input into the Sparse Matrix Operator Kernel Emissions (SMOKE) emission processor. In addition to the year-specific data files users should also download the ancillary_data_version1.0.tar.gz file which includes general ancillary files needed for SMOKE processing related to speciation, spatial allocation (gridding), and temporalization. These file are needed for all the emission inventory years. A README file describing the inventory data is available HERE. Downloading Files Using Wget See the file README_EQUATES_v1.0_download_via_wget.txt in this repository for instructions on downloading the tar packages using GNU Wget. User Support Please direct questions about the EQUATES datasets to the CMAS User Forum EQUATES category.
DOI: 10.15142/t3td19
title: SDNET2018: A concrete crack image dataset for machine learning applications

description: SDNET2018 is an annotated image dataset for training, validation, and benchmarking of artificial intelligence based crack detection algorithms for concrete. SDNET2018 contains over 56,000 images of cracked and non-cracked concrete bridge decks, walls, and pavements. The dataset includes cracks as narrow as 0.06 mm and as wide as 25 mm. The dataset also includes images with a variety of obstructions, including shadows, surface roughness, scaling, edges, holes, and background debris. SDNET2018 will be useful for the continued development of concrete crack detection algorithms based on deep learning convolutional neural networks, which are a subject of continued research in the field of structural health monitoring. .jpe
DOI: 10.17188/1199678
title: Materials Data on MgH2 by Materials Project

description: MgH2 is Rutile structured and crystallizes in the tetragonal P4_2/mnm space group. The structure is three-dimensional. Mg2+ is bonded to six equivalent H1- atoms to form a mixture of corner and edge-sharing MgH6 octahedra. The corner-sharing octahedral tilt angles are 50°. There is two shorter (1.95 Å) and four longer (1.96 Å) Mg–H bond length. H1- is bonded in a trigonal planar geometry to three equivalent Mg2+ atoms.
DOI: 10.17632/43h7zzp67k.3
title: ThielViewer - an interactive visualization tool for: Do emergency ventilators deliver preset tidal volumes? - Mechanical ventilation in a human cadaver model of asynchronous cardiopulmonary resuscitation.

description: This repository contains a compiled software tool to process and review respiratory data from CSV files on Windows operating systems. It was written for a raw dataset [1] obtained in a study of simulated CPR in Thiel-embalmed cadavers [research paper - coming soon]. The tool visualizes measured flow, airway pressure and esophageal pressure. Additionally, it derives and plots volumes, as well as transpulmonary pressure, as described in the accompanying data publication [data publication - coming soon]. To improve orientation, the program can highlight segments of the study protocol within the tracings. The plots are fully interactive, can be rescaled, zoomed in, and panned back and forth.
DOI: 10.17632/sp4g8h7v8k.1
title: RGB-BMP Steganalysis Dataset

description: This dataset contains 3000 RGB-BMP images, dimensions 512x512, for steganography, steganalysis and similar image processing applications.
DOI: 10.25318/1310014101-eng
title:  Deaths, by cause, Chapter I: Certain infectious and parasitic diseases (A00 to B99)

description: Number of deaths caused by certain infectious and parasitic diseases, by age group and sex, 2000 to most recent year.
DOI: 10.25493/yvwp-9aq
title: Layer-specific distributions of segmented cells in Area FG4 (FusG) of BigBrain

description: This dataset contains cortical image patches of the cytoarchitectonic Area FG4 (FusG), extracted from microscopic scans of the original tissue sections of the BigBrain model ([Amunts et al., 2013](https://www.science.org/doi/10.1126/science.1235381)), together with manual annotations of cortical layers and automatic segmentations of cell bodies, as well as individual and averaged reports of cortical thicknesses and densities of cells. The histological sections were prepared as described in the original publication of the BigBrain. The cell instance segmentations have been computed using openly accessible code ([https://github.com/FZJ-INM1-BDA/celldetection](https://github.com/FZJ-INM1-BDA/celldetection)) and a pre-trained model for Contour Proposal Networks (CPN; preprint at [https://arxiv.org/abs/2104.03393](https://arxiv.org/abs/2104.03393)).
DOI: 10.3886/icpsr00029.v1
title: Knights of Labor Assemblies, 1879-1889
title: Version 1

description: This data collection provides information on the characteristics of almost 12,000 Knights of Labor Assemblies in the United States, Canada, and other nations for the period 1879 to 1889. Information is provided on the location of each assembly in the United States and Canada, their dates of origin, occupational categories and status, annual membership, the racial, sex, and ethnic composition of local assembly members, the population in 1880 and 1890 of the geographic location of local assemblies, and the last date in existence of local assemblies.
description: ICPSR data undergo a confidentiality review and are altered when necessary to limit the risk of disclosure. ICPSR also routinely creates ready-to-go data files along with setups in the major statistical software formats as well as standard codebooks to accompany the data. In addition to these procedures, ICPSR performed the following processing steps for this data collection: Checked for undocumented or out-of-range codes..
description: Datasets: 
 
 DS1: Dataset
description: The data maps are provided as ASCII text files, and the codebook is provided by ICPSR as a Portable Document Format (PDF) file.
description: Knights of Labor Assemblies mainly in the United States and Canada in the period 1879 to 1889.
DOI: 10.5281/zenodo.6123020
title: Projected changes in droughts and extreme droughts in Great Britain are strongly influenced by the choice of drought index: UKCP18-based SPI and SPEI data

description: Standardised Precipitation Index (SPI; McKee et al., 1993) and Standardised Precipitation Evapotranspiration Index (SPEI; Vicente-Serrano et al., 2009) computed from UKCP18 Strand 3 simulations (Met Office Hadley Centre, 2018). This data was produced for the study by Reyniers et al. (<em>in prep</em>) analysing (diferences in) drought projections using these indicators. The methodology used to produce this data can be found there if/when the paper is accepted, however do not hesitate to reach out with any further questions. Please note the RCM data was bias adjusted prior to SPI and SPEI computation. There is one file per ensemble member containing the full simulated period on a monthly time step, using aggregation periods of 1, 3, 6, 12, 24 and 36 months for the computation of SP(E)I. <strong>References</strong> McKee, T. B., Doesken, N. J., Kleist, J., et al.: The relationship of drought frequency and duration to time scales, in: Proceedings of the 8th Conference on Applied Climatology, vol. 17, pp. 179–183, Boston, 1993 Met Office Hadley Centre (2018): UKCP18 Regional Projections on a 12km grid over the UK for 1980-2080. Centre for Environmental Data Analysis, <em>date of citation</em>. https://catalogue.ceda.ac.uk/uuid/589211abeb844070a95d061c8cc7f604 Reyniers, N., Osborn, T. J., Addor, N., Darch, G.: Projected changes in droughts and extreme droughts in Great<br> Britain are strongly influenced by the choice of drought index. Hydrology and Earth System Sciences, <em>in prep. for HESS</em> Vicente-Serrano, S. M., Beguería, S., and López-Moreno, J. I.: A Multiscalar Drought Index Sensitive to Global Warming: The Standardized Precipitation Evapotranspiration Index, Journal of Climate, 23, 1696–1718, https://doi.org/10.1175/2009JCLI2909.1, 2009.
DOI: 10.5281/zenodo.7338912
title: Data for 2022JD037579_HC Liu

description: This data repository inlucdes datasets for the paper published by Z. B Wang about the <em>Relative humidity dependence of growth factor and real refractive index for sea salt/malonic acid internally mixed aerosols</em>.
DOI: 10.5285/5c9eb939-ebc3-46f6-8690-ed1d9c46bca6
title: Nanoindentation of shales from the Horn River Basin, North West Canada

description: This dataset contains results from nanoindentation testing of five shale samples from the Horn River Basin (core from wells A100B/94 and D94A/94). The samples are from the following formations:
A3 Fort Simpson, A6 Fort Simpson, D1 Muskwa, A16 Otter Park, and A20 Evie.	
The data is in two sets. Set 1 includes nanoindentation data from all samples, with grids conducted both parallel and perpendicular to the bedding plane. In Set 2, additional chemical analysis of select grids (on samples A3, A6 and A20) was undertaken using SEM/EDS. Both sets include the following tab-separated .txt files:
grid_para.txt [Load-displacement-time data for each indent (parallel indentation)]; grid_para_summary.txt [Reduced elastic modulus, hardness and creep modulus for each indent (parallel indentation)]; grid_perp.txt [Load-displacement-time data for each indent (perpendicular indentation)]; grid_perp_summary.txt [Reduced elastic modulus, hardness and creep modulus data for each indent (parallel indentation)].
Set 2 also includes .tif files containing SEM images and EDS chemical analysis of the grids. 
The data has been filtered to remove indents which show 'pop-in' behaviour or time-displacement curves that do not conform to a logarithmic fit.
ACKNOWLEDGMENT -
The authors wish to thank the Natural Environment Research Council (NERC) for funding this research through the SHAPE-UK project (grant numbers NE/R018057/1, NE/R017840/1, and NE/R017565/1), which forms Challenge 3 of the UKUH (Unconventional Hydrocarbons in the UK Energy System) programme.