cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6990611
title: AfroMAFT Corpus: Language Adaptation Corpus for African languages

description: Language Adaptation Corpus for 17 African languages, English, French, and Arabic. We used this corpus to train the following pre-trained language models: AfroXLMR AfriMT5 AfriByT5 AfriMBART If you use this corpus, please cite the MAFAND paper and mC4 paper.
DOI: 10.5281/zenodo.6990608
title: African News Corpus

description: This consist of a monolingual news corpus for 19 languages from various sources like VOA, BBC, isolezwe etc. - The <strong>BBC</strong> corpus (except for Yoruba) was extracted from the AfriBERTa corpus, please cite the AfriBERTa paper if you use it. A big thank you to Kelechi Ogueji for providing this corpus - The <strong>VOA</strong> corpus was extracted from the MOT corpus, please cite the MOT paper if you use it. - The <strong>Isolezwe</strong> (<strong>xho</strong>, <strong>zul</strong>) was crawled as part of the Lacuna NER/POS project with Masakhane, please cite the MAFAND paper for that. - The <strong>nya</strong> data was part of the AI4D paper. - We thank Jonathan Mukiibi for providing the <strong>lug</strong> news corpus. - If you use the corpus for <strong>amh</strong>, <strong>hau</strong>, <strong>ibo</strong>, <strong>kin</strong>, <strong>lug</strong>, <strong>luo</strong>, <strong>pcm</strong>, <strong>swa</strong>, <strong>wol</strong>, <strong>yor</strong>, please cite our MAFT paper. We provide a description of the sources in the paper.
DOI: 10.5281/zenodo.6990609
title: African News Corpus

description: This consist of a monolingual news corpus for 19 languages from various sources like VOA, BBC, isolezwe etc. - The <strong>BBC</strong> corpus (except for Yoruba) was extracted from the AfriBERTa corpus, please cite the AfriBERTa paper if you use it. A big thank you to Kelechi Ogueji for providing this corpus - The <strong>VOA</strong> corpus was extracted from the MOT corpus, please cite the MOT paper if you use it. - The <strong>Isolezwe</strong> (<strong>xho</strong>, <strong>zul</strong>) was crawled as part of the Lacuna NER/POS project with Masakhane, please cite the MAFAND paper for that. - The <strong>nya</strong> data was part of the AI4D paper. - We thank Jonathan Mukiibi for providing the <strong>lug</strong> news corpus. - If you use the corpus for <strong>amh</strong>, <strong>hau</strong>, <strong>ibo</strong>, <strong>kin</strong>, <strong>lug</strong>, <strong>luo</strong>, <strong>pcm</strong>, <strong>swa</strong>, <strong>wol</strong>, <strong>yor</strong>, please cite our MAFT paper. We provide a description of the sources in the paper.
DOI: 10.6084/m9.figshare.20502045
title: The Influence of Droplet Distribution Coverage and Additives on the Heat Transfer Characteristics of Spray Cooling under the Influence of Different Parameters.zip

description: In this paper, a single-nozzle open-loop spray cooling experiment platform was established. Based on the surface heat transfer coefficient obtained from the experiment, combined with the visualization system to observe the distribution of droplets during the spray cooling process, the influence of heating power, medium flow rate, nozzle height and typical additives on heating surface coverage and heat transfer characteristics were investigated. The main conclusions are as follows: Considering the temperature distribution characteristics of the heating surface and the shape of the spray cone, the heat transfer performance can be optimized by increasing the coverage rate under high heat flux when the flow rate changes, appropriately reducing the coverage rate under low heat flux, and appropriately reducing the coverage rate when the height changes, which makes the coverage completely in the droplet concentration area to improve the surface heat transfer capacity. Besides, the heat transfer coefficients were improved by 29.3%, 21.8% and 23.8% with different additives (CTAB, ethanol and CTAB-ethanol mixtures) in the working fluid. Each solution had an optimal concentration and heat transfer deterioration was observed at high concentrations.
DOI: 10.6084/m9.figshare.20502045.v1
title: The Influence of Droplet Distribution Coverage and Additives on the Heat Transfer Characteristics of Spray Cooling under the Influence of Different Parameters.zip

description: In this paper, a single-nozzle open-loop spray cooling experiment platform was established. Based on the surface heat transfer coefficient obtained from the experiment, combined with the visualization system to observe the distribution of droplets during the spray cooling process, the influence of heating power, medium flow rate, nozzle height and typical additives on heating surface coverage and heat transfer characteristics were investigated. The main conclusions are as follows: Considering the temperature distribution characteristics of the heating surface and the shape of the spray cone, the heat transfer performance can be optimized by increasing the coverage rate under high heat flux when the flow rate changes, appropriately reducing the coverage rate under low heat flux, and appropriately reducing the coverage rate when the height changes, which makes the coverage completely in the droplet concentration area to improve the surface heat transfer capacity. Besides, the heat transfer coefficients were improved by 29.3%, 21.8% and 23.8% with different additives (CTAB, ethanol and CTAB-ethanol mixtures) in the working fluid. Each solution had an optimal concentration and heat transfer deterioration was observed at high concentrations.
DOI: 10.6084/m9.figshare.20501772
title: figshare_Masoumeh.zip

description: Simulated surface brightness maps for M51-, N6946-, M33-like galaxies with the SKA-1MID UDT-noise sky level at the observed frequency of 1.4 GHz for case 1 and case 2, thermal and nonthermal emissions, at redshifts between 0.1-3.0 in steps of 0.1. The surface brightness is in units of microJy/beam. The grid sizes are presented in the fits file at each redshifts. See for more details M. Ghasemi-Nodehi, et al. (2022). <br> Please acknowledge use of these fits files in any publications and cite "M. Ghasemi-Nodehi, et al., Monthly Notices of the Royal Astronomical Society, Volume 515, Issue 1, September 2022, Pages 1158–1174", https://doi.org/10.1093/mnras/stac1393 .
DOI: 10.6084/m9.figshare.20501772.v1
title: figshare_Masoumeh.zip

description: Simulated surface brightness maps for M51-, N6946-, M33-like galaxies with the SKA-1MID UDT-noise sky level at the observed frequency of 1.4 GHz for case 1 and case 2, thermal and nonthermal emissions, at redshifts between 0.1-3.0 in steps of 0.1. The surface brightness is in units of microJy/beam. The grid sizes are presented in the fits file at each redshifts. See for more details M. Ghasemi-Nodehi, et al. (2022). <br> Please acknowledge use of these fits files in any publications and cite "M. Ghasemi-Nodehi, et al., Monthly Notices of the Royal Astronomical Society, Volume 515, Issue 1, September 2022, Pages 1158–1174", https://doi.org/10.1093/mnras/stac1393 .
DOI: 10.6084/m9.figshare.19640817
title: All datasets

description: Datasets for statistical analysis and graphs
DOI: 10.6084/m9.figshare.19640817.v1
title: All datasets

description: Datasets for statistical analysis and graphs
DOI: 10.6084/m9.figshare.20449605
title: Supplementary materials

description: The specific use of the dataset is described in "Transcriptome analysis reveals the effect of pasteurized colostrum on the growth traits of Holstein calves".
DOI: 10.6084/m9.figshare.20449605.v2
title: Supplementary materials

description: The specific use of the dataset is described in "Transcriptome analysis reveals the effect of pasteurized colostrum on the growth traits of Holstein calves".
DOI: 10.6084/m9.figshare.20449605.v1
title: Supplementary materials

description: The specific use of the dataset is described in "Transcriptome analysis reveals the effect of pasteurized colostrum on the growth and development of Holstein calves".
DOI: 10.6084/m9.figshare.20497182
title: FISHtoFigure_ARRIVE_Author Checklist - Full.pdf

description: ARRIVE author checklist for FISHtoFigure manuscript
DOI: 10.6084/m9.figshare.20497182.v1
title: FISHtoFigure_ARRIVE_Author Checklist - Full.pdf

description: ARRIVE author checklist for FISHtoFigure manuscript
DOI: 10.34740/kaggle/dsv/4084516
title: Health Workforce Shortage Areas
DOI: 10.34740/kaggle/dsv/4084526
title: AutoXGB
DOI: 10.17632/r4jjhtjyyp.2
title: Impact Assessment of COVID-19 Lockdown on Vertical Distributions of NO2 and HCHO from MAX-DOAS Observations and Machine Learning Models

description: Data used in the manuscript submitted to JGR-Atmospheres with a title of "Impact Assessment of COVID-19 Lockdown on Vertical Distributions of NO2 and HCHO from MAX-DOAS Observations and Machine Learning Models".
DOI: 10.18112/openneuro.ds003739.v1.0.3
title: Perturbed beam-walking task
DOI: 10.25318/1410001801-eng
title: Labour force characteristics by sex and detailed age group, annual, inactive

description: Number of persons in the labour force (employment and unemployment) and not in the labour force, unemployment rate, participation rate, and employment rate, by sex and detailed age group, last 5 years.
DOI: 10.5281/zenodo.5181743
title: Database 'Documents of Ancient Greek Music' (dDAGM) 1.1

description: This database has been created by Dr Tosca A.C. Lynch (https://oxford.academia.edu/ToscaLynch) and includes all the notes attested in the ancient Greek musical documents collected in the standard edition (<em>DAGM = </em>Pöhlmann, E. and West, M.L., 2001, <em>Documents of Ancient Greek Music</em>, Oxford: OUP). Dr Lynch will present historically informed interpretations of these data in a series of articles devoted, respectively, to <strong>the</strong> <strong>Classical/Hellenistic harmonic system and the relative documents</strong> (marked as <strong>BC</strong> in this database), and <strong>the Imperial harmonic system and the relative documents</strong> (marked as <strong>AD</strong> in this database). Dubious readings follow Pöhlmann and West; <em>DAGM</em> 17-18 are grouped with the Imperial documents, as discussed in the articles.<br> The Greek musical notation fonts used in <em>dDAGM</em> have been designed by Stefan Hagel (Austrian Academy of Sciences, Vienna).<br> <br> In its current form, Database Documents of Ancient Greek Music is not very user-friendly; an enhanced, accessible version of this database shall be developed by Tosca A.C. Lynch in the coming years.<br> Please contact Dr Lynch if you have further questions.
description: In its current form, Database Documents of Ancient Greek Music is not very user-friendly; an enhanced, accessible version of this database shall be developed by Tosca A.C. Lynch in the coming years. Visualisations of the data concerning Classical scores are included in two articles that are about to be published in Greek and Roman Musical studies: Lynch, T. A.C. (2022a) 'Unlocking the Riddles of Classical Greek Melodies I: Dorian Keys to the Harmonic Revolution of the New Music and the Hellenistic Musical Documents', Greek and Roman Musical Studies 10.2. Lynch, T. A.C. (2022b). 'Unlocking the Riddles of Classical Greek Melodies II: the Revolution of the New Music in the Ashmolean Papyri (DAGM 5–6) and Athenaeus' Paean (DAGM 20)', Greek and Roman Musical Studies 10.2. Imperial evidence will be discussed in two articles currently in preparation: Lynch, T. A.C. (forthcoming 1). 'Unlocking the Riddles of Imperial Greek Melodies I: the "Lydian" metamorphosis of the Classical harmonic system in the Imperial musical documents'. Lynch, T . A.C. (forthcoming). 'Unlocking the Riddles of Imperial Greek Melodies II: Ptolemy's harmogaí, the Louvre aulos and the Imperial Musical Documents'.
DOI: 10.5281/zenodo.5943044
title: Datasets - Core-periphery Models for Hypergraphs

description: Contains data for "Core-periphery Models for Hypergraphs" to be presented at KDD 2022.
DOI: 10.5281/zenodo.6746453
title: Proteinaceous Matter and Liquid Water in Fine Aerosols in Nanchang, Eastern China: Seasonal Variations, Sources, and Potential Connections

description: DATA-JGR-A
DOI: 10.5281/zenodo.6537709
title: The model output for the hypothermia case during the 2021 Ultramarathon

description: The datasets are WRF model outputs for the hypothermia case during the 2021 Ultramarathon. The essential datasets are selected to support the study "Simulation of the effect of small-scale mountains on weather conditions during the May 2021 Ultramarathon in Gansu Province, China".
DOI: 10.5281/zenodo.6642230
title: seshatdb (Equinox Packaged Data)

description: This is the first official release of Equinox Data on GitHub / Zenodo.
DOI: 10.6084/m9.figshare.13665941
title: Understanding and Improving Risk Assessment after Myocardial Infarction using Automated Left Ventricular Shape Analysis

description: 3D Shape and Contraction Analysis Pipeline. Please, unzip the pipeline and check 'ReadMe' for details on how to run it.<br>Reference paper: https://doi.org/10.1016/j.jcmg.2021.11.027<br>
DOI: 10.6084/m9.figshare.19285469.v2
title: Parameter_Sweep_Model_Results.xlsx

description: Results of parametric analyses performed for Goldman et al. (in prep). Spreadsheet is organized into six tabs by model configuration, in a manner similar to Figure 4 of the main manuscript. Each tab name is organized by basal boundary condition (roller or flexure), pre-stress condition (BLE or CE), temperature-dependence of the host rock Young's modulus (T-ind or T-dep), initial elastic (IE) or fully relaxed viscoelastic (VE) deformation, and the number of model configurations included (45 or 12).<br>Results include model iteration number, depth to magma chamber crest (Dc), chamber volume (Vm), aspect ratio (Rz/Rr), pressure change required for tensile failure (delP to TF), initial chamber volume (Vo), final chamber volume (Vf), absolute volume change and relative volume change (del V), rupture location (expressed in degrees from chamber mid-level, with positive indicating a counterclockwise direction), and where applicable, the corresponding panel of a figure from the main manuscript.<br>
DOI: 10.6084/m9.figshare.19286900.v1
title: Akaroa JGR ArcMap files

description: ArcMap file (Akaroa_JGR_map.mxd) and all associated shapefiles and data included in this file, which are presented in Figure 1 of Goldman et al. (in prep).<br>
DOI: 10.6084/m9.figshare.19287386.v1
title: Parametric Sweep input files

description: Input datasets for running the parametric analyses reported by Goldman et al. (in prep) in COMSOL Multiphysics for a water-loaded edifice and lithosphere. Variables are as follows:<br>aspRat: magma chamber aspect ratio<br>Vm: magma chamber volume (km^3)<br>Dc: depth to chamber crest below z = 0 (positive downward, km)<br>OP: "overpressure" or change in the value of pressure applied to the magma chamber wall that results in tensile failure of the chamber wall (MPa)<br>
DOI: 10.5281/zenodo.48002
title: SynISAR

description: The database contains synthesized inverse synthetic aperture radar images of seven aircraft models.
DOI: 10.5281/zenodo.6468262
title: Strategic low-cost energy investment opportunities and challenges towards achieving universal electricity access (SDG7) in forty-eight African nations

description: The attached modeling results underpin the study "Strategic low-cost energy investment opportunities and challenges towards achieving universal electricity access (SDG7) in forty-eight African nations". The study provides insights into energy supply and demand, power generation, investments and total system costs, SD7 indicators, job creation as well as carbon dioxide emissions for each African nation (48 in total). An energy systems model enhanced with geospatial data was developed to evaluate energy supply requirements to cover the energy needs of the African continent during the period 2015-2030 and achieve universal access by 2030. The model was developed using the open-source modeling system for long-term energy planning OSeMOSYS and the geospatial electrification outlook (GEP). The objective function is to minimise the total energy system costs. The TEMBA model produces aggregate energy, and detailed power system results in each country in the African continent. The power sector results are also reported with power pool aggregation. The OSeMOSYS model and input data used to produce these results can be found at JoPapp/jrc_temba: v1.0.2 [Data set]. Zenodo.https://doi.org/10.5281/zenodo.6468278 (Authors: Ioannis Pappis. (2021)).
description: Cite as: Pappis, Ioannis (2021). Strategic low-cost energy investment opportunities and challenges towards achieving universal electricity access (SDG7) in forty-eight African nations. (v.1.2.) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.6468262
DOI: 10.17632/js324r65y9.1
title: Topographic datasets of hummocks, debris avalanche deposits, and their source areas around Mt. Erciyes

description: this dataset includes UAS-derived digital elevation model, hummock boundaries, and reconstructed source area of debris avalanche around Mt. Erciyes, central Turkey. supplementary data for doi:10.5194/nhess-2017-110 map projection: EPSG:32636 (UTM Zone 36N)
DOI: 10.21227/b9pt-8x03
title: MiniFrance

description: We introduce a novel large-scale dataset for semi-supervised semantic segmentation in Earth Observation, the MiniFrance suite. MiniFrance has several unprecedented properties: it is large-scale, containing over 2000 very high resolution aerial images, accounting for more than 200 billions samples (pixels); it is varied, covering 16 conurbations in France, with variousclimates, different landscapes, and urban as well as countryside scenes; and it is challenging, considering land use classes with high-level semantics. Nevertheless, the most distinctive quality of MiniFrance is being the only dataset in the field especially designed for semi-supervised learning: it contains labeled and unlabeled images in its training partition, which reproduces a life-like scenario.
DOI: 10.15129/35149510-7fa5-46b8-80d9-233dbb582a28
title: Data for: "Control of Light-Atom Solitons and Atomic Transport by Optical Vortex Beams Propagating through a Bose-Einstein Condensate"

description: Data set for the publication "Control of Light-Atom Solitons and Atomic Transport by Optical Vortex Beams Propagating through a Bose-Einstein Condensate" in Phys. Rev. Lett. (2022). The dataset is organised in five folders, which contain the data required to produce the four figures of the paper, and then the plotting scripts to produce those figures. Raw data is in .csv format whereas the scripts for plotting data are Python and Mathematica files. Full technical information is provided in a readme file within the data set.
DOI: 10.5281/zenodo.3787265
title: Rivers of Mesopotamia

description: The main waters in ancient Mesopotamia (shape files). Including the main rivers Euphrates and Tigris and their main tributaries, the wadis of the Khabur Valley and the main lakes in the area. The attribute table includes their english name, also the german names, their rank of importants to the main rivers and an ID number based on their alphabetical sequence.
DOI: 10.5286/isis.e.rb2010212-1
title: Uncovering the magnetic structures of geometrically frustrated layered iron oxofluorophosphates

description: KFe(PO3F)2 and (NH4)2Fe(PO3F)2Cl are two new representatives of the layered iron oxofluorophosphate family AFe(PO3F)2 (A = K, NH4, (NH4)2Cl). Their crystal structures comprise different cationic buffers between Fe(PO3F)2 layers in which Fe atoms form equilateral triangular sublattices. Magnetization measurements indicate antiferromagnetic interactions and supressed magnetic order. The latter arises from the combination of low dimensionality and the geometrically frustrated Fe sublattice. Despite significantly different interlayer distances, both compounds order at comparable temperatures around 3 K suggesting possible unconventional exchange interactions. Since complex incommensurate magnetic structures are expected as their ground states, neutron powder diffraction using the high-resolution cold neutron diffractometer WISH will help to uncover their magnetic structures.
DOI: 10.3886/icpsr09372.v2
title: Survey of Consumer Attitudes and Behavior, December 1987
title: Version 2

description: These surveys were undertaken to measure changes in consumer attitudes and expectations, to understand why these changes occur, and to evaluate how they relate to consumer decisions to save, borrow, or make discretionary purchases. This type of information is essential for forecasting changes in aggregate consumer behavior. Since the late 1940s, these surveys have been produced quarterly through 1977 and monthly thereafter. Each monthly survey contains approximately 40-50 questions and probes a different aspect of consumer confidence. Open-ended questions are asked concerning evaluations and expectations about personal finances, employment, price changes, and the national business situation. Additional questions probe buying intentions for automobiles and the respondent's appraisals of present market conditions for purchasing houses, automobiles, and other durables.
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: Created variable labels and/or value labels..
description: Datasets: 
 
 DS1: Dataset
description: Survey of Consumer Attitudes and Behavior Series
description: The codebook is provided by ICPSR as a Portable Document Format (PDF) file. The PDF file format was developed by Adobe Systems Incorporated and can be accessed using PDF reader software, such as Adobe Acrobat Reader. Information on how to obtain a copy of the Acrobat Reader is provided on the ICPSR Web site.
description: Population of the United States aged 18 and older in households.
description: National sample of dwelling units selected by area probability sampling.
DOI: 10.6084/m9.figshare.5856876.v1
title: Dataset of CO2 concentrations observed in snowpacks of the Cape Breton Highlands

description: These three files complete a dataset corresponding to findings published in the article "Explaining CO<sub>2</sub> fluctuations observed in snowpacks" by Laura Graham and David Risk (St. Francis Xavier University, Antigonish, NS, Canada) in 2018 in <i>Biogeosciences</i>. <br>The 2014_NM1 and 2014_NM2 files are 2013-2014 winter datasets (CO<sub>2</sub>, wind, snow depth) for the two sites (NM1 and NM2). These two files are filtered so that CO<sub>2</sub> values given are for only during times of consistent snowpack, as defined in our paper. The 2015_NM2 file is the 2-week period of CO<sub>2</sub>, snow depth, and wind data analyzed for winter 2015.