cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4121/0b40e329-7b33-4b8f-a289-ab6d1893b437.v1
title: Data underlying the publication: Learning the mechanisms of network growth

description: This dataset accompanies the paper `Learning the mechanisms of network growth' by the same authors. The dataset contains 6733 networks of size 20,000 each generated in accordance to different combination of three mechanisms: fitness, aging and preferential attachment. The goal is to use machine learning to identify the combination of mechanisms that was used to create the network. The dataset includes static features from the literature and two version of our newly developed dynamic features. network growth
DOI: 10.5258/soton/d2769
title: Dataset supporting the University of Southampton Doctoral Thesis: Applications of Advanced Imaging and Simulation Methods in Analysing Delamination Fracture in Fibre Reinforced Composite Materials by Kieran Ball

description: Dataset supporting the University of Southampton Doctoral Thesis: Applications of Advanced Imaging and Simulation Methods in Analysing Delamination Fracture in Fibre Reinforced Composite Materials. All data is contained in .csv format so is accessible without any specific software. However, to get the most out of the data it should be viewed using Excel, Matlab, or Python. The data includes: -Raw DCB data -Force vs Displacement Data (this data can be used with the previous raw data to calculate each material system R-curve as shown in Appendix a of the thesis) -R-Curve Data Averaged (this was used to plot the R-curve data with confidence intervals shown in Chapter 3 of the thesis). This was a CDT SIS funded project EP/L01582X/1.
DOI: 10.25625/f1qfuh
title: GC-MS analysis, MS-Dial output after deconvolution peak picking and alignment

description: You can view any spectum in the MS-Dial output by copying it into a ms.txt file and running the R Script mass spectrum.R thereafter.
DOI: 10.6084/m9.figshare.24160836
title: New data-9.19.docx

description: Hydrogeochemical and isotopic characteristics of karst groundwater and Quaternary groundwater collected in Jinci spring in 2018
DOI: 10.6084/m9.figshare.24125589
title: Epifadin leads to rapid cell lysis of <i>S. aureus</i>

description: <b>Epifadin leads to rapid cell lysis of </b><b><i>S. aureus</i></b><b>.</b> <i>S. aureus</i> USA300 JE2 cells were applied to an agarose pad, onto which 2 µL of extracts (50 mg/mL) of the epifadin producer IVK83 (E9.czi) or ∆<i>efiTP</i> (D1_4h_time.czi) had been previously spotted. Image acquisition was started in the surrounding of the respective extract spot 15 min after <i>S. aureus</i> application. The agarose contained FM4-64 (red, 0.25 µg/mL, membrane dye) and Sytox Green (green, 0.25 µM, only visible upon membrane barrier malfunction).<br><b>Original microscopy data: </b><b>E9.czi</b> --&gt; 32.5x32.5µm crop: E9.tif --&gt; Montage of time points 0, 5, 15, 30 and 45 min: E9_1-2-4-7-10_montage.tif (_frame1-frame2..._) --&gt; timelapse video: E9_montage.tif<b>Original microscopy data: </b><b> D1_4h_time.czi </b> --&gt; 32.5x32.5µm crop: D1_1-49.tif --&gt; Montage of time points 0, 5, 15, 30, 45 and 240 min: D9_1-2-4-7-10-49_montage.tif --&gt; timelapse video: D1_montage.tif
DOI: 10.6084/m9.figshare.24125589.v2
title: Epifadin leads to rapid cell lysis of <i>S. aureus</i>

description: <b>Epifadin leads to rapid cell lysis of </b><b><i>S. aureus</i></b><b>.</b> <i>S. aureus</i> USA300 JE2 cells were applied to an agarose pad, onto which 2 µL of extracts (50 mg/mL) of the epifadin producer IVK83 (E9.czi) or ∆<i>efiTP</i> (D1_4h_time.czi) had been previously spotted. Image acquisition was started in the surrounding of the respective extract spot 15 min after <i>S. aureus</i> application. The agarose contained FM4-64 (red, 0.25 µg/mL, membrane dye) and Sytox Green (green, 0.25 µM, only visible upon membrane barrier malfunction).<br><b>Original microscopy data: </b><b>E9.czi</b> --&gt; Montage of time points 0, 5, 15, 30 and 45 min: E9_1-2-4-7-10_montage.tif --&gt; timelapse video: epifadin_extract_timelapse.m4v<b>Original microscopy data: </b><b> D1_4h_time.czi </b><b> </b>--&gt; Montage of time points 0, 5, 15, 30, 45 and 240 min: D9_1-2-4-7-10-49_montage.tif --&gt; timelapse video: epifadin_extract_timelapse.m4v
DOI: 10.57724/jci_20180226_microairpolar_mim
title: MICROAIRPOLAR_Microorganisms in microbial mats 2017-2018
DOI: 10.5281/zenodo.16282
title: Repository Information PB260 x PB266 Molecular and Phenotypic

description: This data refer to: Mendes-Moreira P, Alves ML, Satovic Z, Pacheco dos Santos J, Santos JN, Souza JC, Pêgo SE, Hallauer AR and Vaz Patto MC. 2015. <strong>Genetic Architecture of Ear Fasciation in Maize (<em>Zea mays</em>) under QTL Scrutiny. PLOS ONE.</strong> <strong>Files were used to obtain the results expressed in the paper refered above</strong> Repository Information PB260 x PB266 Molecular. Repository Information PB260 x PB266 Phenotypic
DOI: 10.6084/m9.figshare.23736258.v2
title: <strong>Map use experiment data</strong> (include all behavioural, ET and EEG metrics)

description: This data contains a total of seven files.The first file is anonymised participants' behaviour, ET and EEG metrics when using the map task (raw data for statistical tests in the manuscript). Each row represents the results for one participant under one map trial. The ET and EEG data recordings failed for subject #1, and the EEG data recordings failed for subjects #17 and #26.The second file is the material (NASA-TLX scale and post-experiment questionnaire) that participants needed to make after completing the map task. All data were collected on paper, with two photographs for a sample of one participant.The third and fourth files are a sample of one participants' raw ET data (exported from Tobii pro) and EEG data (collected via the nic2 system).The fifth file is the stimulus material used in the experiment, of which only one trial is shown as a sample.The sixth file is the NASA-TLX and self-rated difficulty results.The last file is the python code for statistical analysis. It should be noted that visualization and EEG ERP results need the input of all sample raw data, and given the size of the data, the generation of these results is not shown in the code. Please contact the authors for more detailed requests.<b>Please note that we have not disclosed all raw data given the volume of raw data and concerns about the privacy of participants. Please contact the authors at their email address for further enquiries.</b><br>
DOI: 10.5258/soton/d2646
title: Dataset supporting the University of Southampton doctoral Thesis "Observational and simulation studies of the structure of Earth's magnetotail during periods of northward IMF".

description: Dataset supporting the University of Southampton doctoral Thesis "Observational and simulation studies of the structure of Earth's magnetotail during periods of northward IMF" by Laura Fryer. This dataset contains a movie created to support the description of the analysis in Chapter 4. The movie contains the entire simulation run at a 5-minute resolution, where each time shows a 3D plot of solar wind and magnetospheric field lines from the simulation run in GUMICS. The Figures are referenced from the time since the IMF By sign change passed the nose of the magnetopause. The background colour indicates the log of the magnitude of the magnetic field strength in the X-Y and X-Z planes. The field line traces are shown in orange. The field lines have each been traced using the same starting points, at 10 RE intervals down the X axis, and additionally in a spherical shell above 60 latitude (in 10 increments) and in 45 longitude increments around the ionospheric boundary (at a radius of 3.7 RE). Note that as a consequence, we choose to observe the change in topology at set locations within the modelled magnetosphere, rather than the propagation of the same magnetic field lines throughout the run. LJF was supported by the UK's Science and Technology Facilities Council (STFC) through studentship ST/T506424/1 (2279917) Licence: Creative Commons Attribution CC-BY
DOI: 10.5281/zenodo.8358742
title: simulations for EEJ on August 24

description: data set
DOI: 10.5281/zenodo.8358741
title: simulations for EEJ on August 24

description: data set
DOI: 10.26180/5cfe1ddaaafac
title: Data and Scripts associated with Kutz et al. 2019

description: Datasets and R scripts used in "Interacting with change: diet mediates how larvae respond to their thermal environment" Functional Ecology 2019.
DOI: 10.5066/p92nvinw
title: Experimental Data on Construction and Erosion of Orbicella Coral Reefs in the Florida Keys, U.S.A.

description: The USGS Coral Reef Ecosystems Studies project provides science that helps resource managers tasked with the stewardship of coral reef resources. This data release contains data on coral-growth rates for Orbicella sp. coral colonies grown at five sites on the Florida Keys reef tract from 2013 to 2015, survey data for census-based carbonate budgeting at Hen and Chickens Reef (Islamorada, Florida), and time-series photographs taken of permanent markers used to measure reef erosion at Hen and Chickens Reef in 1998 and 2015. The time-series photographs document a loss in coral-reef elevation over 17 years at this site. The data will be used to inform resource managers of the capacity for future growth (or loss) of reefs dominated by genus Orbicella in the Florida Keys so that the reef ecosystem might be better understood and managed. The datasets included here were interpreted in Kuffner and others (2019). Kuffner, I.B., Toth, L.T., Hudson, J.H., Goodwin, W.B., Stathakopoulos, A., Bartlett, L.A., and Whitcher, E.M., 2019, Improving estimates of coral reef construction and erosion with in situ measurements: Limnology and Oceanography, https://doi.org/10.1002/lno.11184.
DOI: 10.5258/soton/wp00055
title: China 100m Population

description: DATASET: Alpha version 2010, 2015 and 2020 estimates of numbers of people per pixel ('ppp') and people per hectare ('pph'), with national totals adjusted to match UN population division estimates (http://esa.un.org/wpp/) and remaining unadjusted. 
REGION: Asia 
SPATIAL RESOLUTION: 0.000833333 decimal degrees (approx 100m at the equator) 
PROJECTION: Geographic, WGS84 
UNITS: Estimated persons per grid square 
MAPPING APPROACH: Random Forest 
FORMAT: Geotiff (zipped using 7-zip (open access tool): www.7-zip.org) 
FILENAMES: Example - CHN_ppp_v2b_2010_UNadj.tif = China (CHN) population per pixel (ppp) map for 2010 (2010) adjusted to match UN national estimates (UNadj), version 2c (v2c). 
DATE OF PRODUCTION: July 2015
DOI: 10.6073/pasta/cc6f0e4d317d29200234c7243471472a
title: North Temperate Lakes LTER: Chemical Limnology of Primary Study Lakes: Nutrients, pH and Carbon 1981 - current

description: Parameters characterizing the nutrient chemistry of the eleven primary lakes (Allequash, Big Muskellunge, Crystal, Sparkling, and Trout lakes, unnamed lakes 27-02 [Crystal Bog] and 12-15 [Trout Bog], Mendota, Monona, Wingra, and Fish) are measured at one station in the deepest part of each lake at the top and bottom of the epilimnion, mid-thermocline, and top, middle, and bottom of the hypolimnion. These parameters include total nitrogen, total dissolved nitrogen (only in the northern lakes), nitrate, ammonia, total phosphorus, total dissolved phosphorus (only in the northern lakes), dissolved reactive phosphorus (only in the southern lakes and not in Wingra and Fish after 2003), bicarbonite-reactive filtered and unfiltered silica (both discontinued in 2003), dissolved reactive silica, field pH, air equilibrated pH, total alkalinity, total inorganic carbon, dissolved inorganic carbon, total organic carbon, dissolved organic carbon, and total particulate matter (only in the northern lakes in this data set. Total particulate matter in southern lakes starting in 2000 is available in a separate dataset). Sampling Frequency: monthly during ice-free season - every 6 weeks during ice-covered season for the northern lakes. The southern lakes are similar except that sampling occurs monthly during the fall and typically only once during the winter (depending on ice conditions). Number of sites: 11
DOI: 10.7487/2014.344.1.138
title: PBrun Dec14

description: various zooplankton
DOI: 10.17632/s3st6n77pr.2
title: MatRecData: Material and Process Named Entity Recognition Dataset for EDLC

description: This dataset contains material and process data for Electric Double Layer Capacitor (EDLC) data in IOB format. This dataset has been annotated and verified by domain experts. This dataset has 5520 rows and 4 columns. The first column represents the Document ID, the second column represents the Sentence ID, the third column contains the word, and the fourth column contains the material or process tag in IOB format. This dataset contains data for 10 annotated documents among 50 documents.
DOI: 10.17864/1947.190
title: A probabilistic, empirical model of magnetospheric ultra-low frequency wave power

description: The mean and standard deviation of a series of normal probability distributions, describing magnetospheric ultra-low frequency (ULF, 1-20mHz) plasma waves observed by ground based stations, binned by solar wind properties, station and azimuthal angle (i.e. magnetic local time, or MLT). This model was constructed using fifteen years of solar wind OMNI data and a latitudinal magnetometer chain from the CANOPUS/CARISMA network.
DOI: 10.5065/d66m34s3
title: Soil chemistry and characteristics measured for incubation of microbial communities in permafrost
DOI: 10.5281/zenodo.7708800
title: Geophone data in the Rutor proglacial area (Valle d'Aosta, Italy)

description: Geophone data (PASI S.r.l. 4.5 Hz, vertical) collected along the Rutor proglacial stream, Valle d'Aosta (N 45.667063, E 7.001157 WGS84). Geophones are installed at different distances from the channel (Geo1 at 3 m, Geo2 at 6 m, Geo3 at 8 m). Raw seismic data are recorded at a sampling rate of 200 Hz, with a Amplifier Gain = 16. Time synchronization is provided by a GPS. The dataset is composed of the timestamp in UTC (dd-mmm-yyyy HH:MM) and aggregated data computed as the mean of the absolute values of the raw data calculated on a 1-min time window (in counts). Raw data at 200 Hz are recorded with a DATA-CUBE³, a 3-channel, 24-bit seismic data recorder. The signal input range of the DATA-CUBE³ is ± 2.048V = 4.096Vpp. For 24-bit ADC this equals 0.000 000 244 140 625V per count at gain 1.
description: The presented dataset is the result of the multidisciplinary work of the cc-glacier-lab of the Department of Environment, Land and Infrastructure Engineering, Politecnico di Torino. The Italian Ministry for Education and Research (MIUR), Dipartimento di Eccellenza, funded this research. The DATA-CUBE³ is provided by the Faculty of Science and Technology of the Free University of Bozen-Bolzano, Italy.
DOI: 10.17632/3fvgjyxj8w.1
title: Utilization of health insurance by patients admitted for dental surgical procedures at a tertiary care hospital in coastal Karnataka: A retrospective study 

description: In India, there are a variety of medical insurance options available. However, unlike many other countries, dental insurance plans are not common. Aim: to assess the utilization of various government and private health insurance schemes by patients admitted for dental surgical procedures at a tertiary care hospital in coastal Karnataka, India. Methods: A study was conducted retrospectively to gather data on the socio-demographics, bill details, insurance, and benefits claimed by patients who were admitted to the Department of Oral and Maxillofacial Surgery at a tertiary care hospital from May 2016 to September 2022.Results: Out of 1750 patients, only 856 (48.9%) patients have availed of insurance, 395 patients (22.6%) utilized government health insurance policies, and 461 patients (26.3%) availed of private health insurance plans. Among Government schemes, primarily Ayushman Bharat-Arogya Karnataka was used by 262 (30.6%) patients, followed by Employees' State Insurance Scheme by 110 (12.9%) patients. Among private schemes, 212 (24.8%) patients used the policies purchased by them, 19 (2.2%) patients’ medical expenses were paid by their employers, 105 (12.3%) patients utilized Manipal Arogya Suraksha and 124 (14.5%) patients used Medicare provided by the hospital.  Bivariate linear regression confirmed that the total bill amount, out-of-pocket expenditure by the patient, and insurance amount reimbursed to the hospital were significantly associated with the type of insurance (government vs. private). The study noticed a gradual rise in insured patients every year. Conclusion: Greater utilization of health insurance should be encouraged because the cost of dental treatment has always hindered the use of oral health services worldwide.
DOI: 10.23687/5e2a8dce-a769-4276-82ba-12c7e7e3566f
title: Carbon stocks in Quebec's spruce feathermoss forest (Canada)

description: This database contains the data set described in Andrieux B. et al. (in preparation) about carbon stocks in Quebec's spruce feathermoss forests. Carbon density in different reservoirs of the ecosystem is available at the plot scale (n = 72): living aboveground biomass, coarse woody debris, organic soil horizon, mineral soil (top 15 cm), mineral soil (15-35 cm) and illuvial (B) horizon (top 15 cm). Ancillary biophysical data includes geographic locations, topographic surveys, composition of the moss mat, time since fire, and soil properties (carbon content, bulk density, forest floor depth, pH, texture and amorphous metals).
DOI: 10.25346/s6/b89kxf
title: [Code] Tracking Atmospheric Rivers Globally as Elongated Targets (tARget), Version 3

description: [Code] Tracking Atmospheric Rivers Globally as Elongated Targets (tARget), Version 3
DOI: 10.25919/m2a2-qb97
title: Next-generation velocity model of the Australian crust from synchronous and asynchronous ambient noise imaging

description: The collection contains a high-resolution shear velocity model of the Australian crust. The model is constructed with passive seismic imaging. The novel imaging workflow enables integrating synchronous and asynchronous seismic stations deployed across the continent, which results in a large data set contains about 30 years of ​recordings from over 1600 stations for ambient noise tomography.
DOI: 10.5063/f1g44n7p
title: Input data for Melnychuk_etal_2016_JApplEcol

description: This file is input data for:
Melnychuk, MC, Dunton, KJ, Jordaan, A, McKown, KA, and Frisk, MG. 2016. Informing conservation strategies for the endangered Atlantic sturgeon using acoustic telemetry and multi-state mark-recapture models. Journal of Applied Ecology.
The file contains sequences of detection histories of individual tags used in this study for multi-state mark-recapture models. In the file, each digit of â  châ   represents a weekly time step. The first letter Aâ  G in the sequence represents release, and all remaining letters Aâ  G represent detection at stations Aâ  G within the time step. Zeros following release indicate time steps of no detections, and zeros preceding release are used to align the differing release dates across tagged fish. Tags, â  tagâ  , are numbered T1â  T426, Dates on which individual fish were tagged and released, â  relDateâ  , are given. Fork lengths, â  FLâ  , are given in cm.â
DOI: 10.5066/f7k935kt
title: USGS Dam Removal Science Database

description: This database is the result of an extensive literature search aimed at identifying documents relevant to the emerging field of dam removal science. In total the database contains 179 citations that contain empirical monitoring information associated with 130 different dam removals across the United States and abroad. Data includes publications through 2014 and supplemented with the U.S. Army Corps of Engineers National Inventory of Dams database, U.S. Geological Survey National Water Information System and aerial photos to estimate locations when coordinates were not provided. Publications were located using the Web of Science, Google Scholar, and Clearinghouse for Dam Removal Information.
DOI: 10.5255/ukda-sn-852179
title: Spatial and temporal dynamics of multidimensional well-being, livelihoods and ecosystem services in coastal Bangladesh
DOI: 10.5281/zenodo.1002184
title: Organic Matter And Decomposition Rate Observational Data From Salt Marshes Of North Carolina

description: This data have been collected from salt marshes in Masonboro Island and Wrightsville Beach in NC, US, in 2015 and 2016.

The data include organic matter percent, organic carbon percent, bulk density, decomposition rate, stabilization factor, marsh elevation and vegetation cover all along transects from the channel to the inner marsh.
DOI: 10.5281/zenodo.7682072
title: Bathymetry, sediment thickness, and geotechnical-geophysical properties of sediments of Lake Seracchi in Rutor proglacial area

description: This dataset contains the data of a geophysical-geotechnical investigation of Lake Seracchi (L4) of the Rutor basin, Aosta Valley, Italy, The fieldwork was mainly carried out in 10-11 July 2021. The data are: .tif ready-to-use maps of the bathymetry and the sediment thickness. Time Domain Reflectometry (TDR) data of electrical permittivity and conductivity of the lake sediments Geotechnical analyses, such as Grain Size Distribution and Atterberg's Limits, performed on the lake sediments. The details are reported in the README .txt file.
description: The presented dataset is the result of the multidisciplinary work of the cc-glacier-lab of the Department of Environment, Land and Infrastructure Engineering, Politecnico di Torino. The Italian Ministry for Education and Research (MIUR), Dipartimento di Eccellenza, funded this research.
description: {"references": ["Vergnano, A., Oggeri, C. & Godio, A. (2023) Geophysical\u2013geotechnical methodology for assessing the spatial distribution of glacio-lacustrine sediments: The case history of Lake Seracchi. Earth Surface Processes and Landforms, 1\u201324. Available from: https://doi.org/10.1002/esp. 5555"]}
DOI: 10.5281/zenodo.7697100
title: Hydrometric data in the Rutor proglacial area

description: This dataset consists of a table and 4 timetables. The table contains the correspondence between the water depth measured by the instrument at gauging station L4 (emissary of Seracchi Lake) and the wetted area in the outflow cross-section of the Seracchi Lake. The timetables contains the water depth measured at gauging stations L1 (emissary of Rutor VII Lake), L2 (Marginale Lake), L3 (emissary of Santa Margherita Lake) and L4 (emissary of Seracchi Lake), where the first column shows the time of acquisition (UTC +2, local time) and the second the water depth measured by the instrument (m). The acquisition time step is 10 minutes for all instruments. In L1, the acquisition started on 2022.06.20 and ended on 2022.09.17. In L2, the acquisition started on 2021.07.20 and ended on 2021.09.14 ; then it started again on 2022.06.21 and ended on 2022.09.17. In L3, the acquisition started on 2022.06.20 and ended on 2022.09.16. In L4, the acquisition began on 2021.07.10 and ended on 2022.11.08; there is a gap in the dataset from 2021.10.14 to 2022.05.02 due to the water level being below the instrument's measurement point. The waterdepth reported in the dataset is that measured from the measuring point of each instrument; the informations needed to obtain other related quantities (e.g. absolute water depth and water discharge) are provided in the corresponding article.
description: The presented dataset is the result of the multidisciplinary work of the cc-glacier-lab of the Department of Environment, Land and Infrastructure Engineering, Politecnico di Torino. The research has been funded by the European Union with the Alcotra-Interreg project R.I.T.A and the Italian Ministry for Education and Research (MIUR), Dipartimento di Eccellenza, funded this research.
description: {"references": ["Corte et al. (2023) submitted"]}