cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5286/isis.e.rb2010023
title: Muon spin spectroscopy to probe depth-dependent carrier lifetimes in silicon photovoltaics

description: Crystalline silicon is used for &gt;90% of photovoltaic solar cells. Electron-hole pairs are produced when light of certain frequencies is absorbed. Some of these charge carriers are lost due to recombination processes in the silicon before they are collected, and the lifetime (or diffusion length) of the carriers defines the quality of a silicon wafer. A new ISIS-developed muon spin spectroscopy technique has advantages over incumbent methods as it is possible to: (i) implant the muon beam to different depths to give depth-dependent lifetime; and (ii) implant muons through metallic layers to enable lifetimes to be measured in completed cells. Our objectives are to use this technique to: (i) separate bulk- and surface-related recombination; (ii) understand passivation activation annealing processes; and (iii) make the first direct lifetime measurements in completed silicon cells.
DOI: 10.6073/pasta/4593b0279c730e136acaaf88c13e312a
title: The dataset and model code pertinent to the Everglades Peat Elevation Model (EvPEM): The salinity and inundation mesocosm experiment in freshwater and brackish water sawgrass wetlands in Florida Coastal Everglades (2015-2017).

description: This is an assembled data and Everglades Peat Elevation Model (EvPEMv1.0) Stella code used to estimate and simulate net ecosystem carbon balance (NECB) and peat elevation change in response to saltwater intrusion and level of inundations. Data from several studies were combined for the estimation of NECB, model parameterization, and calibration (Wilson, 2018; Wilson et al., 2018, 2019; Charles et al., 2019; Servais et al., 2020). The reported data includes aboveground net primary productivity (ANPP), belowground net primary productivity (BNPP), peat elevation change, and decomposition rates that were collected from outdoor laboratory mesocosm experiments conducted at the Florida Bay Interagency Science Center in Key Largo, Florida during 2015-17. The plant-soil monoliths were obtained from a freshwater peat and a brackish water peat marsh located within the Florida Coastal Everglades and transported to the Key Largo facility for the experimental manipulations. In experiments focused on the brackish water marsh, three experiments were carried out reflecting the combined effect of salinity, inundation, and peat exposure to air. The brackish water experiments characterized submerged (SUB), exposed (EXP), and extended depth of exposure of peat surface (EXTEXP) conditions, as we varied water depth relative to the peat surface. Each experiment was subjected to two salinity manipulations: (1) ambient (~10 ppt) porewater salinity (AMB) and (2) elevated (~20 ppt) salinity (SALT). The experimental design included six (2 X 3) treatments: (1) submerged ambient salinity (AMB.SUB), (2) submerged elevated salinity (SALT.SUB.), (3) exposed ambient salinity (AMB.EXP), (4) exposed elevated salinity (SALT.EXP), (5) exposed with extended exposure/dry-down ambient salinity (AMB.EXTEXP), and (6) exposed with extended exposure/dry-down elevated salinity (SALT.EXTEXP). The water level was kept 4 cm above the peat surface for the brackish water SUB treatments. Exposure for the EXP treatment was 4 cm below the soil surface. In EXTEXP treatment, the exposure of the peat surface varied from 0 to 20 cm for approximately 6 months in order to simulate drought, where the length of the dry-season was extended, relative to field conditions at the brackish water marsh. The EvPEMv1.0 code was exported from the Stella system dynamics software (version 1.9.2), and the detailed modeling framework of Stella can be found in Ishtiaq et al., 2022.
DOI: 10.6084/m9.figshare.18318875.v2
title: ZAGA_GAMLSS.R

description: Here we provide the code needed to reproduce the gamlss analyses of elasmobranch BCPUE and NCPUE between PPAs and UPAs
DOI: 10.6084/m9.figshare.18318878.v1
title: Gamlss_dataset.xlsx

description: Here we provide the data needed to reproduce the gamlss analyses of elasmobranch BCPUE and NCPUE between PPAs and UPAs
DOI: 10.6084/m9.figshare.18318884.v1
title: RDA_Biomass.csv

description: Here we provide the data needed to reproduce the multivariate analysys (partial redundancy analysis) of elasmobranch BCPUE between PPAs and UPAs
DOI: 10.6084/m9.figshare.18318893.v1
title: RDA_ELA.R

description: Here we provide the script needed to reproduce the multivariate analyses (partial redindancy analysis) of elasmobranch BCPUE and NCPUE between PPAs and UPAs
DOI: 10.17632/95n8kx8h54.1
title: Data from 'Climate, immigration and speciation shape terrestrial and aquatic biodiversity in the European Alps'

description: Alignments and phylogenetic trees used in Jardim de Queiroz L et al. Climate, immigration and speciation shape terrestrial and aquatic biodiversity in the European Alps. Proceedings B. Accepted.
DOI: 10.6084/m9.figshare.18318881.v3
title: imm_mat_analysis.RData

description: Here we provide the data needed to reproduce the kernel density plots and gamlss analysis of mature and immature elasmobranch both generla pattern and comparing PPAs and UPAs
DOI: 10.6084/m9.figshare.18318887.v1
title: RDA_Dens.csv

description: Here we provide the data needed to reproduce the multivariate analysys (partial redundancy analysis) of elasmobranch NCPUE between PPAs and UPAs
DOI: 10.6084/m9.figshare.20375598.v1
title: Disease in regenerating pine forests linked to temperature and pathogen spillover from the canopy

description: Excel file with the data used in the study.
DOI: 10.5281/zenodo.5840211
title: Pressure oscillations data as storm precursors

description: The folders contain the derived data product from REMS pressure that study the storm precursors.
DOI: 10.5066/f70k27r0
title: Post-wildfire debris-flow monitoring data, 2014 Silverado Fire, Orange County, California, November 2014 to January 2016

description: This data release includes time-series data from two monitoring stations in a small drainage basin burned in the 2014 Silverado Fire, Orange County, California. One station (upper station) is located in the headwaters of the study area (33 4539.10N, 117 3517.48W, WGS84). The other station (lower station) is located at the outlet of the study area (33 4504.61N, 117 3512.54W). The data were collected between November 15, 2014 and January 14, 2016. The data include continuous 1-minute time series of rainfall and soil water content recorded at the both stations and intermittent (during rain storms) 50-Hz time series of flow-induced ground vibrations recorded by geophones at the lower station. The soil water content measurements were made at 2 depths below the ground surface (5 and 10 cm) between 2014-11-15 and 2015-04-24, and 4 depths below the ground surface (5, 10, 15, and 20 cm) between 2015-04-24 and 2016-01-14. The ground vibrations were measured by two 4.5 Hz vertical axis geophones (Geospace SNG 11D/PC902/OPEN-30m) located approximately 3 m from the channel bank and separated by 11.8 m in the streamwise direction. Details of this study are described in the journal article: McGuire LA, Renger FK, Kean JW, Staley DM, Mirus BB. Incorporating spatially heterogeneous infiltration capacity into hydrologic models with applications for simulating post-wildfire debris flow initiation. Hydrological Processes. 2018. https://doi.org/10.1002/hyp.11458
DOI: 10.5281/zenodo.6514913
title: Crater Populations on the Walls of Complex Craters found near the Lunar Southern Pole

description: Date: May 2, 2022<br> Authors: C. L. Talkington and P. Montalvo<br> Notes: ArcMap 10.7.1 was used in addition to the CraterTools Add in toolset (Kniessl et al., 2011) and DEM data from the PDS Geosciences Node (https://pds-geosciences.wustl.edu/lro/lro-l-lola-3-rdr-v1/lrolol_1xxx/data/lola_gdr/polar/jp2/) to visualize the craters. Complex craters were selected from previous studies (Cannon et al., 2020; Deutsch et al., 2020; Tye et al., 2015) as regions of interest. The counts from this work span the walls of 16 complex craters found near the lunar southern pole, while those cited refer to the floor regions (Cannon et al., 2020; Deutsch et al., 2020), or the entire crater (Tye et al., 2015). Craters were included within the analysis from definitions described by Deutsch et al., (2020) as circular features with central depressions. We considered primary craters only, and those with morphologies reflecting secondary crater populations (crater chains or clusters) were omitted. Crater sizes range from sub km range to 35 km in diameter. Their slope conditions range from very shallow to very steep. PDS Geoscience Node DEM used ldem_80s_20m. This DEM has a resolution of 20 m/pixel and was updated 6/2/2017.<br> Data format, .csv files:<br> - Column A: Diameter. Crater diameter [km]<br> - Column B: Slope angle of crater [deg] determined by the 500 m buffer size from the determined crater radius.
description: This work was supported by NASA/EPSCoR (18-EPSCoR R3-0057)
description: {"references": ["Kniessl, T., van Gasselt, S., & Neukum, G. (2011). Map-projection-independent crater size-frequency determination in GIS environments. New software tool for ArcGIS. Planetary and Space Science, 59, 1243-1254, doi:10.1016/j.pss.2010.03.015", "Deutsch, A. N., Head, J. W., & Neumann, G. A. (2020). Analyzing the ages of south polar crater on the moon: Implications for the sources and evolution of surface water ice. Icarus, 336, 113455, doi: 10.1016/j.icarus.2019.113455", "Tye, A. R., Fassett, C. I., Head, J. W., Mazrico, E., Basilevsky, A. T., Neumann, G. A., et al. (2015). The age of lunar south circumpolar craters Haworth, Shoemaker, Faustini, and Shackleton: Implications for regional geology, surface processes, and volatile sequestration. Icarus, 255, 70-77. doi:10.1016/j.icarus.2015.03.016", "Cannon, K. M., Deutsch, A. N., Head, J. W., & Britt, D. T (2020). Stratigraphy of Ice and Ejecta Deposits at the Lunar Poles. Geophysical Research Letters, 46, e2020GL088920. doi:10.1029/2020GL088920", "PDS Geosciences Node: https://pds-geosciences.wustl.edu/lro/lro-l-lola-3-rdr-v1/lrolol_1xxx/data/lola_gdr/polar/jp2/"]}
DOI: 10.5281/zenodo.6615708
title: Reproducibility material for ground motion validation of hybrid models

description: Code and data repository to reproduce research on the effect of model hybridization on ground motion prediction.
description: Southern California Earthquake Center research award 18074 (RA, PP) Southern California Earthquake Center research award 19014 (RA, PP) Southern California Earthquake Center research award 20023 (RA, PP) Southern California Earthquake Center research award 21059 (RA, PP) Society of Exploration Geophysicists Foundation scholarship (RA) Harvard Radcliffe Institute fellowship (PP)
DOI: 10.13020/d6cx04
title: Semantic Relatedness and Similarity Reference Standards for Medical Terms

description: This is a collection of reference standards created to test and validate computerized approaches to quantifying the degree of semantic relatedness and similarity between medical terms. Each dataset consists of a list of term pairs that have been evaluated by various healthcare professionals (e.g., medical coders, residents, clinicians) to determine the degree of semantic relatedness and similarity. The details pertaining to each dataset are provided in the referenced publications.
description: 1. MayoSRS.csv: A set of 101 medical concept pairs manually rater by medical coders for semantic relatedness.

2. MiniMayoSRS.csv: A subset of 29 medical concept pairs manually rater by medical coders for semantic relatedness with high inter-rater agreement.

3. UMNSRS_similarity.csv: A set of 566 UMLS concept pairs manually rated for semantic similarity using a continuous response scale.

4. UMNSRS_relatedenss.csv: A set of 588 UMLS concept pairs manually rated for semantic relatedness using a continuous response scale.

5. UMNSRS_similarity_mod449_word2vec.csv: Modification of the UMNSRS-Similarity dataset to exclude control samples and those pairs that did not match text in clinical, biomedical and general English corpora. Exact modifications are detailed in the referenced paper. The resulting dataset contains 449 pairs.

6. UMNSRS_relatedness_mod458_word2vec.csv: Modification of the UMNSRS-Similarity dataset to exclude control samples and those pairs that did not match text in clinical, biomedical and general English corpora. Exact modifications are detailed in the referenced paper. The resulting dataset contains 458 pairs.
DOI: 10.17188/1270399
title: Materials Data on Y2O3 by Materials Project

description: Y2O3 crystallizes in the monoclinic C2/m space group. The structure is three-dimensional. there are three inequivalent Y3+ sites. In the first Y3+ site, Y3+ is bonded in a 7-coordinate geometry to seven O2- atoms. There are a spread of Y–O bond distances ranging from 2.25–2.59 Å. In the second Y3+ site, Y3+ is bonded to six O2- atoms to form a mixture of edge and corner-sharing YO6 octahedra. The corner-sharing octahedral tilt angles are 0°. There are a spread of Y–O bond distances ranging from 2.21–2.48 Å. In the third Y3+ site, Y3+ is bonded in a 7-coordinate geometry to seven O2- atoms. There are a spread of Y–O bond distances ranging from 2.26–2.75 Å. There are five inequivalent O2- sites. In the first O2- site, O2- is bonded to five Y3+ atoms to form distorted OY5 square pyramids that share corners with seven OY4 tetrahedra, corners with two equivalent OY4 trigonal pyramids, edges with two equivalent OY6 octahedra, edges with two equivalent OY5 square pyramids, edges with three OY4 tetrahedra, and edges with three equivalent OY4 trigonal pyramids. In the second O2- site, O2- is bonded to four Y3+ atoms to form OY4 tetrahedra that share a cornercorner with one OY6 octahedra, corners with five equivalent OY5 square pyramids, corners with four OY4 tetrahedra, corners with three equivalent OY4 trigonal pyramids, edges with two equivalent OY6 octahedra, an edgeedge with one OY5 square pyramid, and edges with two equivalent OY4 tetrahedra. The corner-sharing octahedral tilt angles are 49°. In the third O2- site, O2- is bonded to four Y3+ atoms to form distorted OY4 trigonal pyramids that share a cornercorner with one OY6 octahedra, corners with two equivalent OY5 square pyramids, corners with nine OY4 tetrahedra, corners with two equivalent OY4 trigonal pyramids, edges with three equivalent OY5 square pyramids, and edges with two equivalent OY4 trigonal pyramids. The corner-sharing octahedral tilt angles are 37°. In the fourth O2- site, O2- is bonded to four Y3+ atoms to form distorted OY4 tetrahedra that share corners with two equivalent OY6 octahedra, corners with two equivalent OY5 square pyramids, corners with four OY4 tetrahedra, corners with six equivalent OY4 trigonal pyramids, an edgeedge with one OY6 octahedra, edges with two equivalent OY5 square pyramids, and an edgeedge with one OY4 tetrahedra. The corner-sharing octahedral tilt angles are 13°. In the fifth O2- site, O2- is bonded to six Y3+ atoms to form OY6 octahedra that share corners with six OY4 tetrahedra, corners with two equivalent OY4 trigonal pyramids, edges with two equivalent OY6 octahedra, edges with four equivalent OY5 square pyramids, and edges with six OY4 tetrahedra.
DOI: 10.25919/qbbv-v359
title: Bio-optical Data from Chilean Coastal waters 2017 - 2020

description: This is a collection of data consisting of pigment concentration and composition, particulate and dissolved absorption co-efficients and total suspended matter concentration. The data relates to samples collected in Chilean coastal waters where aquaculture is present. The data will be used to develop a local algorithm for retrieved satellite estimates of bio-optical parameters in the water column.
DOI: 10.5281/zenodo.3629898
title: Carbon dioxide, methane, and chemical data from Batang Ai reservoir

description: The dataset contains biogeochemical <em>in situ</em> field measurements taken in Batang Ai reservoir (located on the Borneo Island, Malaysia). Samples were taken over four sampling campaigns from 2016 to 2018. Data was used to analyse carbon dioxide and methane flux patterns and to calculate the carbon footprint of the reservoir in the paper: “The carbon footprint of a Malaysian tropical reservoir: measured versus modeled estimates highlight the underestimated key role of downstream processes” (https://doi.org/10.5194/bg-17-1-2020).
DOI: 10.5281/zenodo.4017865
title: DEXSAGE Daily Experiences of Successful Ageing

description: This data was collected as a part of the EU-funded project DEXSAGE Daily Experience of Successful Ageing. The study collected information on older adult’s daily activities. This included objective (e.g. what, where or with whom) as well as subjective (e.g. enjoyment, stress) characteristics of events that happened during the day. Data collection took place in Poland between January and April 2020. Each respondent provided information in response to four different questionnaires: <strong>Questionnaire 1</strong> collected background information. <strong>Questionnaire 2 </strong>collected data on activities as they happened. Respondents received telephone calls at a random time over the day and were asked to report what they were doing, including providing details about that activity. <strong>Questionnaire 3</strong> collected information on the major activity during the day. It was part of the end-of-the-day reports, as opposed to Questionnaire 2 which was inquiring about an activity ‘in situ’. <strong>Questionnaire 4</strong> inquired about the event that, on the given day, had the strongest effect on individual’s wellbeing – whether positive or negative. Please read Methodological Information which includes information about sample composition, response rate, data techniques as well as guidelines on how to merge the datasets.
DOI: 10.17632/ffgxxzx298.1
title: Thermal and visible aerial imagery

description: Thermal and visible aerial images, with their metadata, captured using the UAV Matrice 100 equiped with a visible camera (Zenmuse X3) and a thermal camera (Zenmuse XT) of a planar scene at Universidad del Valle, Cali, Colombia. The thermal images were captured using the Zenmuse XT camera on board of a Matrice 100 UAV. Altitude = 100.4 m, Speed = 6.4 m/s and Overlap ratio = 90%. The visible images were captured using the Zenmuse X3 camera on board of a Matrice 100 UAV. Altitude = 80.9 m, Speed = 6.4 m/s and Overlap ratio = 80%. Also, a georeferenced orthoimage was generated using the captured visible images and the Agisoft Metashape software. In addition, homography matrices were obtained from a small number of correspondences manually selected between the orthoimage and every thermal and visible image. File "ORTHOUV2018.TIFF" = The georeferenced orthoimage. Folder "THERMAL" - Files "LWIRXX" = Thermal aerial images. - Files "HORTHOtoLWIRXX" = The homographies between the orthoimage and the thermal aerial images. - Files "LWIR.kml" = The geospatial data related to the thermal images. Folder "VISIBLE" - Files "VSXX" = Visible aerial images. - Files "HORTHOtoVSXX" = The homographies between the orthoimage and the visible aerial images. - Files "VS.kml" = The geospatial data related to the visible images.
DOI: 10.15482/usda.adc/1361524
title: Data from: Color Analysis of Storage Roots from the USDA, ARS Sweetpotato Germplasm Collection
DOI: 10.17909/8cd3-0d10
title: HST Imaging of NGC 1325

description: These images were analyzed by Hosseinzadeh et al. (2022) to place limits on the progenitor of SN 2021yja.
DOI: 10.5258/soton/d2290
title: Dataset for the journal article 'Optical Time Domain Backscattering of Antiresonant Hollow Core Fibers'

description: Dataset supporting journal publication 'Optical Time Domain Backscattering of Antiresonant Hollow Core Fibers' to be published in Optics Express. Uploaded Archive (ZIP) includes 14 data files that are purely numerical (.txt)
DOI: 10.5281/zenodo.4739716
title: RIGHTS UP - Interviews with activists protesting mass tourism in Barcelona [Transcripts - English translations]

description: Four in-depth interviews based on a semi-structured questionnaire are presented in these transcripts (PDF files). The collectives are: Arran, Barris per Viure, Defensem Park Güell and Las Kellys. These interviews were recorded in Barcelona and L'Hospitalet de Llobregat in January 2020. The interviews were originally made in Spanish language, and these transcripts are a non-literal translation created by the researcher/interviewer. These interviews followed the ethics guidelines for researchers and a written consent form was signed by the human participant, after discussing the objectives, scope and potential risks and harms associated to the involvement in the study. The Ethics Committee at Ca' Foscari, University of Venice approved the ethics guidelines for the "RIGHTS UP" project on July 2nd, 2018.
DOI: 10.5281/zenodo.977772
title: Dataset: Quantifying Cell Densities And Biovolumes Of Phytoplankton Communities And Functional Groups Using Scanning Flow Cytometry, Machine Learning And Unsupervised Clustering

description: This dataset contains all relevant data for the manuscript (in submission) "<em>Quantifying cell densities and biovolumes of phytoplankton communities and functional groups using scanning flow cytometry, machine learning and unsupervised clustering</em>".

Code written to analyse this dataset (which may be adapted for other flow cytometry datasets) is found at https://zenodo.org/record/999747

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Naming convention for raw flow cytometry data files (located in /Script 3. Generating raw data subset/input/):

[Allparameters] _ [Year] - [Month] - [Date]  [Hour] [u] [Minute] _ [Depth]

e.g: Allparameters_2014-07-31 08u08_1.0m

The date, time and depth indicate the location and time at which the measurement was taken.
description: We are presently using this dataset for multiple publications that are in preparation. To avoid duplicated efforts, we request that you contact the authors if you are interested in pursuing a research project with this data. 

Contact information: 
Mridul K. Thomas - mrit {at} dtu {dot} dk
Francesco Pomati - francesco {dot} pomati {at} eawag {dot} ch
DOI: 10.5281/zenodo.6984741
title: Abstraction Example

description: Example of an abstraction in an interlocking.
DOI: 10.5281/zenodo.6984742
title: Abstraction Example

description: Example of an abstraction in an interlocking.
DOI: 10.34740/kaggle/dsv/4077956
title: LUFlow Network Intrusion Detection Data Set
DOI: 10.6084/m9.figshare.20486037
title: Test_cases_for_reliability_assessment_for_large-scale_offshore_wind_farm_electrical_collector_system_based_on_mixed-integer_linear_programming.xlsx

description: This dataset contains test cases for "Reliability Assessment for Large-Scale Offshore Wind Farm Electrical Collector System Based on Mixed-Integer Linear Programming".
DOI: 10.6084/m9.figshare.20486037.v5
title: Test_cases_for_reliability_assessment_for_large-scale_offshore_wind_farm_electrical_collector_system_based_on_mixed-integer_linear_programming.xlsx

description: This dataset contains test cases for "Reliability Assessment for Large-Scale Offshore Wind Farm Electrical Collector System Based on Mixed-Integer Linear Programming".
DOI: 10.6084/m9.figshare.20486037.v4
title: Test cases for reliability assessment of the offshore wind farm electrical collector system based on MILP.xlsx

description: This dataset contains test cases for reliability assessment of the offshore wind farm electrical collector system based on MILP