cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25318/1110012501-eng
title:  Detailed food spending, Canada, regions and provinces

description: Survey of Household Spending (SHS), average household spending on detailed food categories.
DOI: 10.25318/2310025301-eng
title: Air passenger traffic at Canadian airports, annual

description: Passengers enplaned and deplaned at Canadian airports, annual.
DOI: 10.5281/zenodo.10494935
title: Simulation dataset of "Butterfly distributions of energetic electrons driven by ducted and nonducted chorus waves"

description: "Runj_bx.dat", "Runj_by.dat", "Runj_bz.dat" store two dimensional arrays corresponding to three components of the magnetic field (in field-aligned coordinates) at t = 0.2 s in Runj  (j = 1, 2, 3).

"Runj_amp_wna.dat" stores the magnetic latitudes, average magnetic amplitudes, and wave normal angles in Runj  (j = 1, 3).

"Runj_electron.dat" stores three dimensional arrays ([parameter number=5, number of electron=135,000, number of time points=952]) corresponding to informations of test electrons in Runj  (j = 1, 2, 3). The locations p, q and velocities vpar, vper1, vper2 of test electrons in different time points are recorded in turn.

p and q are desribed in Lu et al. (2019) (https://doi.org/10.1029/2019ja026586).

vpar: parallel velocity.

vper1 and vper2: two components of perpendicular velocity.
DOI: 10.5281/zenodo.10986370
title: Temperature and ice draft data

description: Temperature and ice draft data related to the submitted manuscript. More metadata will be included upon acceptance of the manuscript.
DOI: 10.5281/zenodo.1478765
title: A Canadian French Emotional Speech Dataset

description: The Canadian French Emotional (CaFE) speech dataset contains six different sentences, pronounced by six male and six female actors, in six basic emotions plus one neutral emotion. The six basic emotions are acted in two different intensities: mild ("Faible") and strong ("Fort"). This dataset is freely available under a Creative Commons license (CC BY-NC-SA 4.0). The dataset was digitally recorded at a high-resolution (192 kHz sampling rate, 24 bits per sample). A filtered and downsampled version at a lower resolution (48 kHz sampling rate, 16 bits per sample) is also available. This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. To view a copy of this license, visit Creative Commons
DOI: 10.5281/zenodo.4105900
title: VIBeS Case Studies: Featured Transition Systems and Feature Models

description: Featured Transition Systems and Feature Models used in the different evaluations presented in: Behavioural model-based testing of software product lines Devroey, X. (Author). 30 Aug 2017
DOI: 10.5281/zenodo.7011085
title: Stable Isotope Hydrology Data from Gnamma Systems in the Colorado Front Range

description: This dataset accompanies a submission to Geophysical Research Letters titled "Stable Isotopes Constrain Water Seepage from Gnammas into Bare Granitic Bedrock".
DOI: 10.5281/zenodo.8124196
title: "Mediterranean Heavy Precipitation Events in a warmer climate : robust versus uncertain changes with a large convection-permitting model ensemble" : supporting information

description: The files are supporting information (precipitating systems tracking data) for the paper :

Caillaud C, Somot S, Douville H, Alias A, Bastin S, Brienen S, Demory M-E, Dobler A, Feldmann H, Frisius T, Goergen K, Kendon E.J, Keuler K, Lenderink G, Mercogliano P, Pichelli E, Soares, P. M.M, Tölle M.H, de Vries H, Mediterranean Heavy Precipitation Events in a warmer climate : robust versus uncertain changes with a large convection-permitting model ensemble, Geophysical Research Letters, 2024.
description: Detailed information can be found in the readme_tracking_data.txt file.
DOI: 10.6084/m9.figshare.25138349.v1
title: Net Doppler (Residuum + Geometric Doppler)

description: Format is:Net DopplertimeThe calculation of the geometric doppler is done with SPICE.
DOI: 10.6084/m9.figshare.25562148.v1
title: Los Angeles VCP Study Dataset

description: This dataset contains the observational data, emission factors, annual emission amounts, and species mapping among different chemical mechanisms used in the VCP study at Los Angeles.
DOI: 10.1285/i2037-3627v1n1p16
title: The assessment of DIF on Rasch measures with an application to job satisfaction

description: The present study addresses the issue in assessment of the impact of differential item functioning on the measures obtained applying the Rasch model when the questionnaire is formed by polytomous items. An item is said to display differential item functioning when it behaves differently among different groups of respondents (for example males and females). A simulation study is used in order to deal with the issue. A differential item functioning analysis is performed making use of a real database concerning the Survey on Italian Social Cooperatives carried out in 2007.
DOI: 10.13020/ktde-6a94
title: Data and numerical simulation setup for Fluid inertia controls mixing-induced precipitation and clogging in pore to network-scale flows

description: Mixing-induced mineral precipitation, a critical process in both natural and engineering processes, presents complex challenges in terms of control and predictability. The dynamics of precipitation, particularly under the influence of fluid flow, remain poorly understood. Using microfluidic experiments and three-dimensional reactive transport simulations, we demonstrate that fluid inertia controls mineral precipitation and clogging at flow intersections, even in laminar flows. We discern distinct precipitation regimes as a function of Reynolds number: low Reynolds numbers (Re ≤ 10) lead to precipitation shut off, whereas high Reynolds numbers (Re ≥ 50) prompt rapid clogging. Additionally, when injection rates are uneven from two inlets, we observed unexpected flow bifurcation phenomena, which resulted in enhanced concurrent precipitation in both downstream channels. Finally, we extend our findings to rough channel intersections and networks and demonstrate that the identified inertial effects that shape precipitation and clogging at the pore scale are also present and even more dramatic at the network scale. The findings provide a framework for designing and optimizing processes in which precipitation is an essential component, as well as shedding light on the fundamental mechanisms governing mixing-induced mineral precipitation in flow systems.
description: We studied effects of fluid flow on mixing-induced mineral precipitation by microfluidic experiments and 3D numerical simulations.
DOI: 10.15121/1988394
title: EGS Collab Experiment 2: Hydraulic Pressure Test Results

description: The EGS Collab experiment 2 was focused on testing shear stimulation techniques. Shear stimulation, in this case, means using hydraulic pressure to cause shear slip on preexisting fracture or fault planes such that the hydraulic conductivity of the fracture or fault increases. The concept is to create a percolating network of permeable fractures by enhancing the permeability of a primarily preexisting network of fractures. To test this concept the hydraulic pressures for experiment 2 were kept below the the estimated magnitude of the least compressive principal stress based on a set of stress measurements in nearby well TV4100. All tests for experiment 2 were performed by applying hydraulic pressure to well E2-TC. Subsequent stimulations in both E2-TC and E2-TU where the injection pressure was increased above the least compressive principal stress are considered part of experiment 3, which is documented separately. The data are organized in directories labeled by the depth range isolated between packers.
DOI: 10.15121/2323451
title: EGS Collab Experiment 2: Shear Stimulation ERT Monitoring Data

description: This repository contains the electrical resistivity tomography (ERT) monitoring data that was collected before, during, and after shear stimulation attempts were conducted at EGS Collab. These tests were carried out on the SURF 4100 level during Experiment 2 in March, 2022. Flow and stimulation data corresponding to this dataset are available in a different GDR dataset, which is linked below. Also included here are the E4D input files that were used to process the ERT data. E4D is an open source ERT monitoring and inversion code which is linked for use below.
DOI: 10.1594/pangaea.863567
title: King George Island TanDEM-X DEM, link to GeoTIFF

description: We have generated a new digital elevation model for entire King George Island, Antarctica, using summer TanDEM-X bistatic SAR satellite data. The data was processed using differential SAR interferometry with an older DEM as reference. 4 TanDEM-X scenes from January 2012 were used as input. The new DEM was referenced to and validated against DGPS measurements. Height values are given in reference to ellipsoid (WGS84).
description: Method development and processing support from project BR 2105/9-1 within the DFG SPP 1158 "Antarctic Research". This data was generated within the IMCONet EU FP7 IRSES project.
DOI: 10.17189/1519551
title: MGS M THERMAL EMISSION SPECTROMETER 3 TSDR V2.0
DOI: 10.17632/djj6fmbjzs.1
title: The impact of collection portfolio expansion on key performance indicators of the Dutch recycling system for Post-Consumer Plastic Packaging Waste, a comparison between 2014 and 2017

description: This dataset corresponds to the paper: “The impact of collection portfolio expansion on key performance indicators of the Dutch recycling system for Post-Consumer Plastic Packaging Waste, a comparison between 2014 and 2017” (2019). The dataset includes two folders, one for the MFA model for 2017 and one for the model results of both the 2014 and 2017 model. Folder 1 (Tables A to I) contains the model description. Tables A, B and C list general input data for the model, such as gross collected amounts and the sorting distribution. Tables D, E, F and G relates to compositional data of separately collected post-consumer plastic packaging waste (PCPPW). In tables D and E the measured average compositions of collected materials and sorted products are listed (input STAN). The output of STAN for collected PCPPW and sorted products made therefrom, are listed in tables F and G. Tables H and I list the compositional data of PCPPW that was mechanically recovered from mixed municipal solid waste (MSW). In table H the measured average compositions of mechanically recovered PCPPW and sorted products made therefrom are listed (input STAN). The output data of STAN for mechanical recovered PCPPW and the sorted products made therefrom are listed in table I. Folder 2 (Tables J to W) shows all modelling results for 2014 and 2017. Table J lists the average gross composition of the separately collected PCPPW. Table K lists the collection fates of all the packaging types. Table L lists the sorting fates of all packaging types for separately collected PCPPW. Table M lists the sorting fates of all packaging types for mechanical recovered PCPPW. Table N lists the End-of-Life fates of all packaging types. Table O lists the average compositions of sorted products and compares those to the DKR sorting specifications to verify general compliance. In order to verify compliance of the sorted products, several interpretations had to be made to translate our list of packaging types in the list of criteria named in the specifications. The ‘benefit of the doubt’ principle was applied when required in this translation process. Table P lists the total amounts of washed milled goods produced. Table Q lists the recovered masses for the mechanical recycling process of the separately collected and sorted PCPPW. Table R lists the recovered masses for the mechanical recycling process of the mechanical recovered and sorted PCPPW. Table S lists the material composition of the produced washed milled goods. Table T and U list the share of desired polymers in the produced washed milled goods made from either separately collected and sorted or mechanical recovered and sorted PCPPW, respectively. Table V and W list the origin of contaminants in the produced washed milled goods made from either separately collected and sorted or mechanical recovered and sorted PCPPW, respectively.
DOI: 10.24378/exe.5206
title: Photon-efficient optical tweezers via wavefront shaping (dataset)

description: This is the dataset used for the Butaite et al. (2024) article "Photon-efficient optical tweezers via wavefront shaping" published in Science Advances.
description: This dataset contains experimental and simulation data supporting the findings in the paper titled "Photon-efficient optical tweezers via wavefront shaping"
DOI: 10.25545/eeyiew
title: ERWIN/Meteor Radar 2017/2018 winter observations from Eureka, Nu.

description: This data set includes mesopause region wind observations from the E-Region Wind Interferometer (ERWIN) using Doppler shifts in nightglow (three emissions) and height resolved wind observations from a SkiYMET meteor radar. These observations were taken at the Polar Environment Atmospheric Research Laboratory at Eureka, Nu.
DOI: 10.25925/20230301
title: Multi-laboratory compilation of atmospheric carbon dioxide data for the period 1983-2021; obspack_ch4_1_GLOBALVIEWplus_v5.1_2023-03-08

description: This product is constructed using the Observation Package (ObsPack) framework [Masarie et al., 2014; www.earth-syst-sci-data.net/6/375/2014/]. The framework is designed to bring together atmospheric greenhouse gas (GHG) observations from a variety of sampling platforms, prepare them with specific applications in mind, and package and distribute them in a self-consistent and well-documented product. ObsPack products are intended to support GHG budget studies and represent a new generation of cooperative value-added GHG data products. This product includes 429 atmospheric methane datasets derived from observations made by 54 laboratories from 22 countries. Data for the period 1983-2021 (where available) are included.
DOI: 10.3886/icpsr04006
title: ICPSR Annual Reports
title: Archival Version

description: Founded in 1962, the Inter-university Consortium for Political and Social Research (ICPSR) archives and facilitates online public access to social science data. The ICPSR Annual Reports chronicle the yearly progress and historical evolution of ICPRS's data archive and data dissemination programs. Each of the Reports documents achievements and innovations in the areas of data management, data preservation, metadata development, user delivery services, and online access.
description: The ICPSR Annual Reports are provided by ICPSR as Portable Document Format (PDF) files. The PDF file format was developed by Adobe Systems Incorporated and can be accessed using PDF reader software, such as the Adobe Acrobat Reader. Information on how to obtain a copy of the Acrobat Reader is provided on the ICPSR Web site.
DOI: 10.5066/p96gapcc
title: Northwestern Pond Turtle Survey Data in Northern California Forest Streams, 2021-2022

description: These data are from joint visual encounter and environmental DNA (eDNA) surveys conducted for northwestern pond turtles (Actinemys marmorata) in streams on privately-owned timberlands in northern California.
DOI: 10.5281/zenodo.10354000
title: Supplementary Material for the Paper: "Mining Architectural Information: A Systematic Mapping Study"

description: The supplementary material is composed of three files:

1. SelectedStudies.pdfcontains the 104 studies selected in this systematic mapping study.

2. PublicationVenues.pdf

contains the major publication venues of the selected studies.

3. Dataset.xlsx

contains the following Excel sheets:

(1) Architecting Activities

contains the 11 architecting activities, mined architectural information, datasets and sources used in the selected studies, and relevant studies.

(2) Automatic Approaches

contains tasks, automatic approaches, used sources, mined architectural information, and relevant studies.

(3) Semi-automatic Approaches

contains tasks, semi-automatic approaches, used sources, mined architectural information, and relevant studies.

(4) Manual Approaches

contains tasks, manual approaches, used sources, mined architectural information, and relevant studies.

(5) General Tools 

contains general tool names, description of each tool, URL of each tool (if provided), and relevant studies.

(6) Automatic Tools

contains tasks, automatic tool names, used sources, mined architectural information, URL of each tool (if provided), and relevant studies.

(7) Semi-automatic Tools

contains tasks, semi-automatic tool, used sources, mined architectural information, URL of each tool (if provided), and relevant studies.
DOI: 10.5281/zenodo.10615836
title: tRIBS Model Scenarios: Forest Treatment Effects on Watershed Responses under Warming in the Beaver Creek (2003-2018)

description: This dataset contains the model simulation setup and scenario results of the individual and combined effects of forest thinning and warming on the forest hydrologic response in the Beaver Creek watershed of central Arizona. The simulations were conducted with the Triangulated Irregular Network (TIN)-based Real-time Integrated Basin Simulator (tRIBS) model at a variable resolution of about 120 m, hourly resolution from 2003-2018 and aggregated daily values in this dataset.  Raw model outputs at hourly resolution are available upon request from the authors, but not included here due to their excessive size. 

The model setup files are organized into the tar gzipped file: BCmodel.tar.gz. This contains the following files: (1) a series of input files (*.in) used for the model simulations, and (2) the ancillary data sets required for model execution (terrain model, soil map, land cover map, initialization file, data descriptor tables). 

The model rainfall forcing files are organized into the tar gzipped file: BCrain.tar.gz. This contains the following directories: (1) rainfall data from the bias-corrected NEXRAD product, and (2) rainfall data from the NLDAS-2 product.

The model meteorological forcing files are organized into the tar gzipped file: BCweather.tar.gz. This contains the following data from bias-corrected, adjusted NLDAS-2: (1) atmospheric pressure, (2) wind speed, (3) air temperature, (4) incoming solar radiation, and (5) relative humidity. 

The daily values of the model outputs are stored in the file tRIBSModelScenarios_DailyOutputs.xlsx. This includes the scenarios (BC0, BC1, BC2, BC4, BC6, PT0, PT1, PT2, PT4, PT6) and the variables streamflow (Q), total evapotranspiration (ET), snowmelt (M), ground sublimation (Subg), and canopy sublimation (Subc). All values in mm/day over the period 10/01/2002 to 09/30/2018 (16 water years). A readme file is provided. 

More details can be found in the associated paper (this record will be updated when the paper is published):

Cederstrom, C., Vivoni, E.R., Mascaro, G., and Svoma, B. 2024. Forest Treatment Effects on Watershed Responses under Warming. Water Resources Research. (in revision).
DOI: 10.5281/zenodo.10878083
title: In situ mean GPP, ER, CH4 from 2017-01-01 to 2022-12-31 on the Bernadouze peatland and hourly temperature, water table depth, PAR,  precipitation, sentinel-2 chlorophyll index

description: This release contains data from field campaign over the Bernadouze Peatland and satellite sentinel-2 derived vegetation indice from 2017-01-01 to 2022-12-31.

Sentinel-2 derived Sphagnum chlorophyll index retrived on google earth engine from 2017-01-01 to 2022-12-31 on the Bernadouze peatland.

Hourly air temperature (K) and photosynthetically active radiations (umol.m-².s-1) derived from the S2M (SAFRAN–SURFEX, ISBA–Crocus–MEPRA) reanalysis chain on the Bernadouze peatland. Vertical resolution of 300m on the 'Couseran' massif.

Mean-spatial, hourly water table depth (m) from piezometers  over the Bernadouze peatland. Measured with 9 Orpheus Mini Water Level Logger, OTT HydroMet, Germany.

Measurements of GPP, ER, NEE, CH4 are made with a soil chamber connected to a LI-COR LI-7810 analyser, monthly from 2017-01-01 to 2022-12-31 on the Bernadouze peatland.
DOI: 10.5281/zenodo.11044554
title: Diffusion rates for GRL manuscript "Red line diffusion-like auroras driven by time domain structures associated with braking magnetotail flow bursts"

description: This dataset in MATLAB files provide electron bounce-averaged pitch-angle diffusion rates due to scattering by time domain structures and whistler-mode waves, as pertinent to the manuscript submission to the Geophysical Research Letters (doi: 10.1029/2024GL109000), titled "Red line diffusion-like aurora driven by time domain structures associated with braking magnetotail flow bursts". 

Please cite the original GRL manuscript when using TDS-driven diffusion rates from this dataset for your research.
DOI: 10.5281/zenodo.11090227
title: The beginning of a Wilson cycle in an accretionary orogen

description: suporting data
DOI: 10.5281/zenodo.11557878
title: Basalt_Source_Insight_global_melts_dataset

description: The global data set used for the present study consists of  928 major element analysis of experimental melts of peridotite (100 wt% normalized), transitional and mafic lithology with or without volatiles  compiled by Yang et al. (2019).

Yang, Z.-F., Li, J., Jiang, Q.-B., Xu, F., Guo, S.-Y., Li, Y., Zhang, J., 2019. Using Major Element Logratios to Recognize Compositional Patterns of Basalt: Implications for Source Lithological and Compositional Heterogeneities. Journal of Geophysical Research: Solid Earth 124, 3458–3490. https://doi.org/10.1029/2018JB016145
DOI: 10.5281/zenodo.7492126
title: VaryMinions

description: From business processes to course management, variability-intensive software systems (VIS) are now ubiquitous. Such systems can configure their behaviours through the activation of options, e.g., to derive variants handling building permits across municipalities, or implementing different functionalities(quizzes, forums) for a given course. These customisation facilities allow VIS to support a variety of relevant customer requirements while taking advantage of reuse for common parts, thus realising both scope and scale economies.Behavioural differences amongst variants manifest themselves in event logs.Should an anomalous behaviour happen or a refactoring of the system needed, it is mandatory to know which variant(s) have produced this behaviour. Since variant information is barely present in logs, this paper supports this task by employing machine learning techniques to map behaviours (event sequences)to variants. Specifically, we train Long Short Term Memory (LSTMs) andGated Recurrent Units (GRUs), two kinds of recurrent neural networks, to relate event sequences with the variants they belong to on six different datasets issued from the configurable process and VIS domains. Our results, after having evaluated 20 different architectures of LSTM/GRU, demonstrate that it is possible to learn effectively the trace-to-variant mapping with a good accuracy(at least 80% and up to 99%) and at scale, i.e., identifying 50 variants using5000+ traces for each variant.
description: Sophie Fortz is supported by the FNRS via a FRIA grant. Gilles Perrouin is an FNRS Research Associate.
DOI: 10.5281/zenodo.7913027
title: Resources for "Disaggregating the carbon exchange of degrading permafrost peatlands using Bayesian deep learning"

description: This dataset contains all predictors, fluxes, and footprint weights used and described in our manuscript.