cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.3761562.v1222
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1221
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.1092508.v13
title: PIVlab - Time-Resolved Digital Particle Image Velocimetry Tool for MATLAB

description: PIVlab is a time-resolved particle image velocimetry (PIV) software that does not only calculate the velocity distribution within particle image pairs, but can also be used to derive, display and export multiple parameters of the flow pattern. A user-friendly graphical user interface (GUI) makes PIV analyses and data post-processing fast and efficient.<br><br>Video about the tool:<br>https://www.youtube.com/watch?v=Sp3Ounq07Qc<br>Example analyses & videos can be found on the PIVlab website:<br>http://PIVlab.blogspot.com <strong>Please ask your questions in the PIVlab forum: </strong><br><strong>http://pivlab.blogspot.de/p/forum.html</strong> Peer reviewed paper on PIVlab: <strong>Thielicke, W and Stamhuis, E.J. 2014</strong>. PIVlab – Towards User-friendly, Affordable and Accurate Digital Particle Image Velocimetry in MATLAB. <em>Journal of Open Research Software 2(1):e30,</em> DOI: http://dx.doi.org/10.5334/jors.bl Main features:<br>* completely GUI based PIV tool<br>* multi-pass, multi grid window deformation technique<br>* import bmp/ tiff/ jpeg image pairs/ series<br>* image sequencing styles A-B, C-D, ... or A-B, B-C, ...<br>* individual image masking and region of interest (ROI) selection<br>* image pre-processing (contrast enhancement, highpass, intensity capping)<br>* two different sub-pixel estimators<br>* multiple vector validation methods<br>* magnitude/ vorticity/ divergence/ shear / ...<br>* data smoothing, vector field highpass<br>* multiple colormaps<br>* streamlines<br>* extensive data extraction tools/ integration via poly lines/ circles/ area<br>* statistics (histograms, scatterplot, mean & stdev)<br>* precise particle image pair generation with user-defined parameters and several flow simulations (synthetic PIV image generator)<br>* data export (matlab, ascii, movie file, image, Paraview, ...)<br>* main features accessible via comand line scripting
DOI: 10.6084/m9.figshare.1092508.v12
title: PIVlab - Time-Resolved Digital Particle Image Velocimetry Tool for MATLAB

description: PIVlab is a time-resolved particle image velocimetry (PIV) software that does not only calculate the velocity distribution within particle image pairs, but can also be used to derive, display and export multiple parameters of the flow pattern. A user-friendly graphical user interface (GUI) makes PIV analyses and data post-processing fast and efficient.<br><br>Video about the tool:<br>https://www.youtube.com/watch?v=Sp3Ounq07Qc<br>Example analyses & videos can be found on the PIVlab website:<br>http://PIVlab.blogspot.com <strong>Please ask your questions in the PIVlab forum: </strong><br><strong>http://pivlab.blogspot.de/p/forum.html</strong> Peer reviewed paper on PIVlab: <strong>Thielicke, W and Stamhuis, E.J. 2014</strong>. PIVlab – Towards User-friendly, Affordable and Accurate Digital Particle Image Velocimetry in MATLAB. <em>Journal of Open Research Software 2(1):e30,</em> DOI: http://dx.doi.org/10.5334/jors.bl Main features:<br>* completely GUI based PIV tool<br>* multi-pass, multi grid window deformation technique<br>* import bmp/ tiff/ jpeg image pairs/ series<br>* image sequencing styles A-B, C-D, ... or A-B, B-C, ...<br>* individual image masking and region of interest (ROI) selection<br>* image pre-processing (contrast enhancement, highpass, intensity capping)<br>* two different sub-pixel estimators<br>* multiple vector validation methods<br>* magnitude/ vorticity/ divergence/ shear / ...<br>* data smoothing, vector field highpass<br>* multiple colormaps<br>* streamlines<br>* extensive data extraction tools/ integration via poly lines/ circles/ area<br>* statistics (histograms, scatterplot, mean & stdev)<br>* precise particle image pair generation with user-defined parameters and several flow simulations (synthetic PIV image generator)<br>* data export (matlab, ascii, movie file, image, Paraview, ...)<br>* main features accessible via comand line scripting
DOI: 10.6084/m9.figshare.3761562.v1225
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1224
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.9784505.v1
title: Embryo2_Dataset

description: The dataset contains the following files:1) The time-lapse 4D movie of Embryo2, a tiff file.2) The Tracking file (.txt) of Embryo 23) The lineage trees (.svg) files.<br>
DOI: 10.6084/m9.figshare.3761562.v1228
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1227
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1230
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1229
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1233
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1232
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.8313605.v1
title: ACASS Motion Capture Data (N = 396)

description: This database accompanies the rticle "Introducing ACASS: An Annotated Character Animation Stimulus Set for Controlled (e)Motion Perception Studies" (doi.org/10.3389/frobt.2019.00094).<br>It contains 396 FBX-files and one text-file (TXT-file) explaining the structure of the filenames.<br><br>Please refer to the original article for further information.<br>
DOI: 10.6084/m9.figshare.9883523.v1
title: Coloration data from Habia rubica (ES, eastern-northwestern South America)

description: Coloration data from individuals of Habia rubica in format txt. Nine body patches measuring: crown, back1, back2, rump, tail, throat, breast, belly1 and belly2
DOI: 10.6084/m9.figshare.9883514.v1
title: Coloration data from Habia rubica (PA, Panama)

description: Coloration data from individuals of Habia rubica in format txt. Nine body patches measuring: crown, back1, back2, rump, tail, throat, breast, belly1 and belly2
DOI: 10.6084/m9.figshare.9883511.v1
title: Coloration data from Habia rubica (SE, southeastern Mexico and northern Central America). Second part

description: Coloration data from individuals of Habia rubica in format txt. Nine body patches measuring: crown, back1, back2, rump, tail, throat, breast, belly1 and belly2
DOI: 10.6084/m9.figshare.9883430.v1
title: Coloration data from Habia rubica (SE, southeastern Mexico and northern Central America). First part

description: Coloration data from individuals of Habia rubica in format txt. Nine body patches measuring: crown, back1, back2, rump, tail, throat, breast, belly1 and belly2
DOI: 10.6084/m9.figshare.9883391.v1
title: Coloration data from Habia rubica (GM, Gulf of Mexico)

description: Coloration data from individuals of Habia rubica in format txt. Nine body patches measuring: crown, back1, back2, rump, tail, throat, breast, belly1 and belly2
DOI: 10.6084/m9.figshare.9883388.v1
title: Coloration data from Habia rubica (SP, southern pacific of Mexico)

description: Coloration data from individuals of Habia rubica in format txt. Nine body patches measuring: crown, back1, back2, rump, tail, throat, breast, belly1 and belly2
DOI: 10.6084/m9.figshare.9893891.v3
title: Estuarine forecasts at weather to subseasonal time scales

description: This dataset contains the model data needed to reproduce the figures in the manuscript "Estuarine forecasts at weather to subseasonal time scales" by Ross et al., submitted to Journal of Geophysical Research: Oceans <br><br><b>{variable}_daily.nc</b>These files provide daily mean hindcast and daily mean, ensemble mean forecast data used in Figures 2, 5, 8, and 9.<b><br></b><b>{variable}_instantaneous.csv</b>These files provide instantaneous hindcast and ensemble mean reforecast data used in Figures 3 and 7 and in the tables in the supporting information.<br><b>{variable}_spatial.nc</b>These files provide daily mean hindcast and daily mean,ensemble mean forecast data at all points in the model grid. These data are used in Figure 6.<br><b>reproduce_figure5.html</b>This is an HTML version of a Jupyter notebook that shows how to use the provided data to reproduce the results in Figure 5. This example was run with Python 3.6 and the listed modules installed through conda. <br>
DOI: 10.6084/m9.figshare.9893891.v2
title: Estuarine forecasts at weather to subseasonal time scales

description: This dataset contains the model data needed to reproduce the figures in the manuscript "Estuarine forecasts at weather to subseasonal time scales" by Ross et al., submitted to Journal of Geophysical Research: Oceans <br>
DOI: 10.6084/m9.figshare.5611321.v2
title: A global atlas of the dominant bacteria found in soil.

description: Data from "Manuel Delgado-Baquerizo, Angela M. Oliverio, Tess Brewer, Alberto Benavent-González, David J. Eldridge, Richard D. Bardgett, Fernando T. Maestre, Brajesh K. Singh, Noah Fierer. A global atlas of the dominant bacteria found in soil.” There are four spreadsheets with data. The spreadsheets "Dominant_taxa" contains information on the abundance for dominant bacterial taxa. The spreadsheet "Dominant_taxa_metadata" contains the associated metadata, where a description of all the variables and units can be found.The spreadsheets "Environmental_data" contains all the environmental data used in this study. The spreadsheet "Environmental_data_metadata" contains the associated metadata, where a description of all the variables and units can be found.
DOI: 10.6084/m9.figshare.5611321.v1
title: A global atlas of the dominant bacteria found in soil.

description: Data from "Manuel Delgado-Baquerizo, Angela M. Oliverio, Tess Brewer, Alberto Benavent-González, David J. Eldridge, Richard D. Bardgett, Fernando T. Maestre, Brajesh K. Singh, Noah Fierer. A global atlas of the dominant bacteria found in soil.” There are four spreadsheets with data. The spreadsheets "Dominant_taxa" contains information on the abundance for dominant bacterial taxa. The spreadsheet "Dominant_taxa_metadata" contains the associated metadata, where a description of all the variables and units can be found.The spreadsheets "Environmental_data" contains all the environmental data used in this study. The spreadsheet "Environmental_data_metadata" contains the associated metadata, where a description of all the variables and units can be found.
DOI: 10.6084/m9.figshare.3761562.v1242
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1241
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.9896339.v1
title: Supporting data from Esquivel-Muelbert, A.; Bennett, A.C.; Sullivan, M.J.P.; Baker, J.C.A.; Gavish, Y.; Johnson, M.O.; Wang, Y.; Chambers-Ostler, A.; Giannichi, M.L.; Gomes, L.; Kalamandeen, M.; Pattnayak, K.C.; Fauset, S. A Spatial and Temporal Risk Assessment of the Impacts of El Niño on the Tropical Forest Carbon Cycle: Theoretical Framework, Scenarios, and Implications. Atmosphere 2019, 10, 588.

description: Data supports the publication:<br>Esquivel-Muelbert, A.; Bennett, A.C.; Sullivan, M.J.P.; Baker, J.C.A.; Gavish, Y.; Johnson, M.O.; Wang, Y.; Chambers-Ostler, A.; Giannichi, M.L.; Gomes, L.; Kalamandeen, M.; Pattnayak, K.C.; Fauset, S. A Spatial and Temporal Risk Assessment of the Impacts of El Niño on the Tropical Forest Carbon Cycle: Theoretical Framework, Scenarios, and Implications. Atmosphere 2019, 10, 588.<br><br>Here you can find all the files needed to replicate the analyses presented in the paper.<br>It includes severity (Sev), Baseline (Base), Likelihood (Like), Temperature Anomaly (TempAnom), Forest Edge (ForEdge), Risk files for different El Niño years assess in the paper.<br>
DOI: 10.6084/m9.figshare.7980080.v1
title: condensed_species_NCBI.csv

description: The condensed_species.csv dataset is the second data product from the data merger workflow. The trait data are mapped and aggregated to NCBI species level.
DOI: 10.6084/m9.figshare.3761562.v1245
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1244
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.8251523.v2
title: Repetition bias in Macaques - raw data and guidelines

description: Guidelines to use behavior data:<br>Text files starting with 'B' (141 files) and 'S' (269 files) contain raw data recorded from respectively monkey B. and monkey S., necessary to generate figures 2, 3 and 4;Each text file corresponds with one experimental session, and contains information regarding the stimuli that was used, the recording date, and a two column matrix where each row represents a completed trial (displayed in chronological order):column 1 represents the condition # (see "01_Conditions.pptx" for a comprehensive explanation using an example) and column 2 is either '0' (trial not rewarded) or '1' (trial rewarded).<br>The stimuli used for a given session is represented with a number (line 3 of each text file) that matches the number of the images displayed in the "stimulus catalog" (see "02_Stimuli.ppt").<br>
DOI: 10.6084/m9.figshare.9784508.v1
title: Embryo3_Dataset

description: The dataset contains the following files:1) The Z-projection of the time-lapse 4D recording of Embryo3, a .tif file (13 MB)<br>2) The time-lapse 4D movie of Embryo3, a .tif file (1.14 GB)<br>3) The Tracking file (.txt) of Embryo3 (670 kB)<br>4) The lineage trees (.svg) files (85 files, up to 50 kB)<br><br>
DOI: 10.6084/m9.figshare.9917741.v18
title: ONE test

description: TestThis is a test dataset.<br><br>[experimental] ONE interface<br><br>The data is available via the ONE interface.<br><br>Installation instructions here.<br><br><br>To search and download this dataset:<br><br><br>import onelight as one<br>sessions = one.search(['trials']) # search for all sessions that have a `trials` object<br>session = sessions[0] # take the first session<br>trials = one.load_object(session, 'trials') # load the trials object<br>print(trials.intervals) # trials is a Bunch, values are NumPy arrays or pandas DataFrames<br>print(trials.goCue_times)<br><br><br>
DOI: 10.6084/m9.figshare.9917741.v17
title: ONE test

description: TestThis is a test dataset.<br><br>[experimental] ONE interface<br><br>The data is available via the ONE interface.<br><br>Installation instructions here.<br><br><br>To search and download this dataset:<br><br><br>import onelight as one<br>sessions = one.search(['trials']) # search for all sessions that have a `trials` object<br>session = sessions[0] # take the first session<br>trials = one.load_object(session, 'trials') # load the trials object<br>print(trials.intervals) # trials is a Bunch, values are NumPy arrays or pandas DataFrames<br>print(trials.goCue_times)<br><br><br>
DOI: 10.6084/m9.figshare.3761562.v1248
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1247
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.9037829.v2
title: Data for Ripperger et al. "Vampire bats that cooperate in the lab re-form their social networks in the wild" 2019. Current Biology

description: Data for "Vampire bats that cooperate in the lab re-form their social networks in the wild" 2019. Current Biology<br>
DOI: 10.6084/m9.figshare.9037829.v1
title: Data for Ripperger et al. "Vampire bats that cooperate in the lab re-form their social networks in the wild" 2019. Current Biology

description: Data for "Vampire bats that cooperate in the lab re-form their social networks in the wild" 2019. Current Biology<br>
DOI: 10.6084/m9.figshare.3761562.v1253
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1252
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1260
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1259
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1262
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1261
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.1590982.v1
title: Making Plots and Diagrams for Presentations, Papers, and Theses

description: Presentation on making plots and diagrams for presentations, papers, and theses. The primary audience, at the present time, is undergraduate and graduate students in STEM fields. The source for the presentation, its diagrams, and the Jupyter/IPython notebook to make the plots are at the provided GitHub link and are licensed CC BY 4.0. The current version of the presentation is named current.pdf. The other versions are stored by as version_X.pdf where X is the version. Note that this figshare replaces http://dx.doi.org/10.6084/m9.figshare.1590009 which had file naming issues. The abstract is below Plots and diagrams are a common visual means of conveying information in scientific talks, papers, and theses. A good plot or diagram conveys the desired information clearly and in a way that gives understanding that would be lacking in a table or description giving the same information by itself. In addition, the plot or diagram should be understandable to people with various types of colorblindness and when printed on a printer (color or greyscale) or shown on a projector. A bad plot or diagram can serve as a distraction and cause confusion, or be otherwise difficult to read. This presentation will show how to make plots and diagrams more clear and readable. In addition, computer and printing considerations will be discussed. These include screens and projectors, printers, fonts, etc.<br>
DOI: 10.6084/m9.figshare.3761562.v1265
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.3761562.v1264
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6084/m9.figshare.9964181.v1
title: grid.1013.3

description: What does Australasia Research Look like? grid.1013.3 data<br>
DOI: 10.6084/m9.figshare.9962012.v1
title: grid.1024.7

description: What does Australasia Research Look like? data for grid.1024.7
DOI: 10.6084/m9.figshare.9947027.v1
title: grid.1008.9

description: What does Australasian Research Look Like Data for institution
DOI: 10.6084/m9.figshare.9947486.v1
title: grid.9654.e

description: What does Australasian Research Look Like Data for institution
DOI: 10.6084/m9.figshare.9960032.v1
title: grid.1014.4

description: What does Australasian Research Look Like Data for institution
DOI: 10.6084/m9.figshare.9959825.v1
title: grid.266842.c

description: What does Australasian Research Look Like Data for institution
DOI: 10.6084/m9.figshare.9959060.v1
title: grid.1002.3

description: What does Australasian Research Look Like Data for institution
DOI: 10.6084/m9.figshare.9947336.v1
title: grid.1010.0

description: What does Australasian Research Look Like Data for institution
DOI: 10.6084/m9.figshare.9948371.v1
title: grid.1003.2

description: What does Australasian Research Look Like Data for institution
DOI: 10.6084/m9.figshare.9955058.v1
title: grid.1001.0

description: What does Australasian Research Look Like Data for institution
DOI: 10.6084/m9.figshare.9961070.v1
title: grid.1022.1

description: What does Australasian Research Look Like Data for institution
DOI: 10.6084/m9.figshare.9947687.v1
title: grid.1009.8

description: What does Australasian Research Look Like Data for institution
DOI: 10.6084/m9.figshare.9791096.v1
title: Clustered map files

description: Fragmentation maps based on clustered landscape patterns for use in Thompson et al (2019), Ecology Letters, Characterising extinction debt following habitat fragmentation using neutral theory
DOI: 10.6084/m9.figshare.3761562.v1271
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.