cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7284/129380
title: Splitbeam Echosounder data collected during research cruise AR29 using a Kongsberg EK80 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144743
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AR55 using a Hawaii UHDAS instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144752
title: Multiplexed data collected during research cruise AR55 using a WHOI dsLog gyro instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144746
title: Expendable Probe data collected during research cruise AR55 using a Sippican MK21 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144756
title: Flowmeter data collected during research cruise AR55 using a Thiel Thiel Flowmeter instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144737
title: Fluorometer data collected during research cruise AR55 using a WET Labs WETStar instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144740
title: GNSS (Global Navigation Satellite System) data collected during research cruise AR55 using a C&C C-Nav 3050 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144755
title: GNSS (Global Navigation Satellite System) data collected during research cruise AR55 using a Kongsberg DPS112 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144744
title: Gravimeter data collected during research cruise AR55 using a Bell BGM-3 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144754
title: INS (Inertial Navigation System) data collected during research cruise AR55 using a Applanix POS/MV-320 V5 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.25810/gmqk-we21
title: FIRED RWANDA

description: This is event- and daily-level polygons for the Fire event delineation (FIRED) product for Rwanda from November 2000  to July 2021. It is derived from the MODIS MCD64A1 burned area product (see https://lpdaac.usgs.gov/products/mcd64a1v006/ for more details). The MCD64A1 is a monthly raster grid of estimated burned dates. Firedpy (www.github.com/earthlab/firedpy) is an algorithm that converts these rasters into events by stacking the entire time series into a spatial-temporal data cube, then uses an algorithm to assign event identification numbers to pixels that fit into the same 3-dimensional spatial temporal window. This particular dataset was created using a spatial parameter of 5 pixels and 11 days. The primary benefit to this dataset over others is the ability to calculate fire spread rate. For each of these products (events and daily) the event identification numbers are the same, but the event-level product has only single polygons for each entire event, while the daily product has separate polygons for each date per event.  See the accompanying metadata files for the statistics provided by each data set. See the associated paper for more details on the methods and more:

Balch, J.K.; St. Denis, L.A.; Mahood, A.L.; Mietkiewicz, N.P.; Williams, T.M.; McGlinchy, J.; Cook, M.C. FIRED (Fire Events Delineation): An Open, Flexible Algorithm and Database of US Fire Events Derived from the MODIS Burned Area Product (2001–2019). Remote Sens. 2020, 12, 3498. https://doi.org/10.3390/rs12213498
DOI: 10.7284/144747
title: Meteorological Station data collected during research cruise AR55 using a Vaisala WXT520 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144748
title: Meteorological Station data collected during research cruise AR55 using a Vaisala WXT520 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144750
title: Multibeam Echosounder data collected during research cruise AR55 using a Kongsberg EM710 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144751
title: Multibeam Echosounder data collected during research cruise AR55 using a Kongsberg EM710 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144760
title: pCO2 (Partial Pressure of Carbon Dioxide) data collected during research cruise AR55 using a General Oceanics 8050 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144741
title: Radiometer data collected during research cruise AR55 using a Eppley RAD instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144742
title: Radiometer data collected during research cruise AR55 using a Biospherical QSR-2150 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144757
title: Speedlog data collected during research cruise AR55 using a Furuno DS-60 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144753
title: Splitbeam Echosounder data collected during research cruise AR55 using a Kongsberg EK80 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144758
title: SSV (Sound Speed Velocimeter) data collected during research cruise AR55 using a Valeport Thru-Hull SVS instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144749
title: Water Temperature data collected during research cruise AR55 using a Sea-Bird SBE-48 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144759
title: Transmissometer data collected during research cruise AR55 using a Sea-Bird C-Star instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144738
title: TSG (Thermosalinograph) data collected during research cruise AR55 using a Sea-Bird SBE-45 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144568
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise AR57 using a Hawaii UHDAS instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144577
title: Multiplexed data collected during research cruise AR57 using a WHOI dsLog gyro instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144571
title: Expendable Probe data collected during research cruise AR57 using a Sippican MK21 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144581
title: Flowmeter data collected during research cruise AR57 using a Thiel Thiel Flowmeter instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144561
title: Fluorometer data collected during research cruise AR57 using a WET Labs WETStar instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144565
title: GNSS (Global Navigation Satellite System) data collected during research cruise AR57 using a C&C C-Nav 3050 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144580
title: GNSS (Global Navigation Satellite System) data collected during research cruise AR57 using a Kongsberg DPS112 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144569
title: Gravimeter data collected during research cruise AR57 using a Bell BGM-3 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144579
title: INS (Inertial Navigation System) data collected during research cruise AR57 using a Applanix POS/MV-320 V5 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144572
title: Meteorological Station data collected during research cruise AR57 using a Vaisala WXT520 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144573
title: Meteorological Station data collected during research cruise AR57 using a Vaisala WXT520 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144575
title: Multibeam Echosounder data collected during research cruise AR57 using a Kongsberg EM710 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144576
title: Multibeam Echosounder data collected during research cruise AR57 using a Kongsberg EM710 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144585
title: pCO2 (Partial Pressure of Carbon Dioxide) data collected during research cruise AR57 using a General Oceanics 8050 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144566
title: Radiometer data collected during research cruise AR57 using a Eppley RAD instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144567
title: Radiometer data collected during research cruise AR57 using a Biospherical QSR-2150 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144564
title: Singlebeam Echosounder data collected during research cruise AR57 using a Knudsen 3260 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144582
title: Speedlog data collected during research cruise AR57 using a Furuno DS-60 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144578
title: Splitbeam Echosounder data collected during research cruise AR57 using a Kongsberg EK80 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144583
title: SSV (Sound Speed Velocimeter) data collected during research cruise AR57 using a Valeport Thru-Hull SVS instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144574
title: Water Temperature data collected during research cruise AR57 using a Sea-Bird SBE-48 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144584
title: Transmissometer data collected during research cruise AR57 using a Sea-Bird C-Star instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/144562
title: TSG (Thermosalinograph) data collected during research cruise AR57 using a Sea-Bird SBE-45 instrument system onboard the platform RV Neil Armstrong

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/130356
title: Splitbeam Echosounder data collected during research cruise SKQ201805T using a Kongsberg EK60 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.5281/zenodo.5711975
title: DisFull_Lnc: discover full-length long noncoding RNAs without transcriptional initiation profiles

description: DisFull_Lnc aims to identify full-length lncRNAs directly from raw RNA-seq data without H3K4me3 profiles from the corresponding sample.
DOI: 10.5281/zenodo.5652282
title: DisFull_Lnc: discover full-length long noncoding RNAs without transcriptional initiation profiles

description: DisFull_Lnc aims to identify full-length lncRNAs directly from raw RNA-seq data without H3K4me3 profiles from the corresponding sample.
DOI: 10.5281/zenodo.5714756
title: Supporting data for the Total ELectricity Loads (TELL) model

description: This is the raw data supporting the Total ELectricity Loads (TELL) model developed by the Integrated Multisector Multiscale Modeling (IM3) project led by Pacific Northwest National Laboratory. Information about the model itself and code to extract and work with this raw data can be found at: https://github.com/IMMM-SFA/tell. There are five core datasets in this package: 1) EIA_930 contains data on hourly electricity demand for 68 balancing authorities in the U.S. 2) EIA_861 contains an annual summary of the characteristics of the power industry in the U.S. 3) Population contains annual estimates of county- and state-level population in the U.S. 4) County_Shapefiles contains a set of shapefiles that define county boundaries for counties in the U.S. 4) State_Shapefiles contains a set of shapefiles that define state boundaries for states in the U.S.
DOI: 10.6084/m9.figshare.17032436
title: Extended data - DE50-MD blood biomarker - Riddell, Hildyard, Harron, Wells, Piercy.

description: Folder contains extended data for Longitudinal assessment of blood-borne musculoskeletal disease biomarkers in the DE50-MD dog model of Duchenne muscular dystrophy • Early vs late euthanasia raw data• Early vs late euthanasia figures
DOI: 10.6084/m9.figshare.17032436.v1
title: Extended data - DE50-MD blood biomarker - Riddell, Hildyard, Harron, Wells, Piercy.

description: Folder contains extended data for Longitudinal assessment of blood-borne musculoskeletal disease biomarkers in the DE50-MD dog model of Duchenne muscular dystrophy • Early vs late euthanasia raw data• Early vs late euthanasia figures
DOI: 10.6084/m9.figshare.17032430
title: Underlying data - DE50-MD blood biomarker – MYOM3 WB TIFFs - Riddell, Hildyard, Harron, Wells, Piercy.

description: This folder contains all raw MYOM3 western blot images for the manuscript: Longitudinal assessment of blood-borne musculoskeletal disease biomarkers in the DE50-MD dog model of Duchenne muscular dystrophy. Data derived from these western blots can be found in the data folder “Underlying data - DE50-MD blood biomarker - Riddell, Hildyard, Harron, Wells, Piercy.” within this project file.
DOI: 10.6084/m9.figshare.17032430.v1
title: Underlying data - DE50-MD blood biomarker – MYOM3 WB TIFFs - Riddell, Hildyard, Harron, Wells, Piercy.

description: This folder contains all raw MYOM3 western blot images for the manuscript: Longitudinal assessment of blood-borne musculoskeletal disease biomarkers in the DE50-MD dog model of Duchenne muscular dystrophy. Data derived from these western blots can be found in the data folder “Underlying data - DE50-MD blood biomarker - Riddell, Hildyard, Harron, Wells, Piercy.” within this project file.
DOI: 10.6084/m9.figshare.17032370
title: Underlying data - DE50-MD blood biomarker - Riddell, Hildyard, Harron, Wells, Piercy.

description: Folder contains raw data for Longitudinal assessment of blood-borne musculoskeletal disease biomarkers in the DE50-MD dog model of Duchenne muscular dystrophy• CK raw data• MYOM3 raw data – legend: grey cells represent samples not included in analysis either due to fault with gel or oversaturation of bands• MSTN raw data• MiR raw data – legend: orange cells represent values that were removed from analysis based on exclusion criteria• PCA raw data - legend: orange cells represent missing values that were replaced with the mean for that specific genotype and age-group• Sample ID details for all biomarkers<br>• ARRIVE E10 checklist
DOI: 10.6084/m9.figshare.17032370.v1
title: Underlying data - DE50-MD blood biomarker - Riddell, Hildyard, Harron, Wells, Piercy.

description: Folder contains raw data for Longitudinal assessment of blood-borne musculoskeletal disease biomarkers in the DE50-MD dog model of Duchenne muscular dystrophy• CK raw data• MYOM3 raw data – legend: grey cells represent samples not included in analysis either due to fault with gel or oversaturation of bands• MSTN raw data• MiR raw data – legend: orange cells represent values that were removed from analysis based on exclusion criteria• PCA raw data - legend: orange cells represent missing values that were replaced with the mean for that specific genotype and age-group• Sample ID details for all biomarkers<br>• ARRIVE E10 checklist
DOI: 10.5281/zenodo.1486046
title: Gravity Spy Training Set

description: We present an updated version of the training set used in the Gravity Spy citizen science project. This training set, curated further from the one discussed in detail here and available here 10.5281/zenodo.1476156, was utilized to train the convolutional neural network employed in the Gravity Spy project. We anticipate moving forward to release more labelled Gravity Spy data sets, including a data set containing the annotations provided by our citizen science volunteers. <strong>Data Set Information</strong> There are three files provided in this data set <strong>trainingset_v1d1_metadata.csv</strong> This file has many columns, <em>gravityspy_id, label, </em>and <em>sample_type.</em><em> gravityspy_id </em>is the unique 10 character hash given to every Gravity Spy sample. <em>label</em> is the string label of the sample. <em>sample_type </em>indicates whether this sample was used in the paper for testing training or validating the models. This is provided for those who would like to do direct comparisons to the network described in the paper. Additional columns contain some metadata information about the glitch <em>event_time,ifo,peak_time,peak_time_ns,start_time,start_time_ns,duration,search,process_id,event_id,peak_frequency,central_freq,bandwidth,channel,amplitude,snr,confidence,chisq,chisq_dof,param_one_name,param_one_value,</em> <em><strong>trainingsetv1d1.h5</strong></em> This file contains the exact arrays used in the paper for every Gravity Spy sample. Each Gravity Spy sample is defined by four different images with varying temporal duration, <em>0.5, 1.0, 2.0, and 4.0</em> second, respectively. This also determines the naming conventions of the PNGs: <em>interferometer_gravityspyid_spectrogram_duration.png (e.g. H1_Fv3p6eROvA_spectrogram_0.5.png, H1_Fv3p6eROvA_spectrogram_1.0.png, H1_Fv3p6eROvA_spectrogram_2.0.png, H1_Fv3p6eROvA_spectrogram_4.0.png</em>). This file contains all the information needed for each sample in the Gravity Spy dataset (i.e. the label, the sample type of the sample, the unique id of the sample, and the image data for that sample. /1080Lines/validation/xUEyaWr34c Group<br> /1080Lines/validation/xUEyaWr34c/0.5.png Dataset {1, 140, 170}<br> /1080Lines/validation/xUEyaWr34c/1.0.png Dataset {1, 140, 170}<br> /1080Lines/validation/xUEyaWr34c/2.0.png Dataset {1, 140, 170}<br> /1080Lines/validation/xUEyaWr34c/4.0.png Dataset {1, 140, 170} <strong>trainingsetv1d1.tar.gz</strong> Contains the raw PNGs of the Gravity Spy training set. The structure of the folder is <em>/"label"/"sample_type"/"pngs"</em> <strong>Data Set Parsing Information</strong> To read and crop out the plot axis and labels of the provided PNGs, the following small python code using scikit-image should work. from skimage import io image_data = io.imread("filename_of_image") x=[66, 532]; y=[105, 671] image_data = image_data[x[0]:x[1], y[0]:y[1], :3]
DOI: 10.5281/zenodo.1476550
title: Gravity Spy Training Set

description: We present an updated version of the training set used in the Gravity Spy citizen science project. This training set, curated further from the one discussed in detail here and available here 10.5281/zenodo.1476156, was utilized to train the convolutional neural network employed in the Gravity Spy project. We anticipate moving forward to release more labelled Gravity Spy data sets, including a data set containing the annotations provided by our citizen science volunteers. <strong>Data Set Information</strong> There are three files provided in this data set <strong>trainingset_v1d1_metadata.csv</strong> This file has many columns, <em>gravityspy_id, label, </em>and <em>sample_type.</em><em> gravityspy_id </em>is the unique 10 character hash given to every Gravity Spy sample. <em>label</em> is the string label of the sample. <em>sample_type </em>indicates whether this sample was used in the paper for testing training or validating the models. This is provided for those who would like to do direct comparisons to the network described in the paper. Additional columns contain some metadata information about the glitch <em>event_time,ifo,peak_time,peak_time_ns,start_time,start_time_ns,duration,search,process_id,event_id,peak_frequency,central_freq,bandwidth,channel,amplitude,snr,confidence,chisq,chisq_dof,param_one_name,param_one_value,</em> <em><strong>trainingsetv1d1.h5</strong></em> This file contains the exact arrays used in the paper for every Gravity Spy sample. Each Gravity Spy sample is defined by four different images with varying temporal duration, <em>0.5, 1.0, 2.0, and 4.0</em> second, respectively. This also determines the naming conventions of the PNGs: <em>interferometer_gravityspyid_spectrogram_duration.png (e.g. H1_Fv3p6eROvA_spectrogram_0.5.png, H1_Fv3p6eROvA_spectrogram_1.0.png, H1_Fv3p6eROvA_spectrogram_2.0.png, H1_Fv3p6eROvA_spectrogram_4.0.png</em>). This file contains all the information needed for each sample in the Gravity Spy dataset (i.e. the label, the sample type of the sample, the unique id of the sample, and the image data for that sample. /1080Lines/validation/xUEyaWr34c Group<br> /1080Lines/validation/xUEyaWr34c/0.5.png Dataset {1, 140, 170}<br> /1080Lines/validation/xUEyaWr34c/1.0.png Dataset {1, 140, 170}<br> /1080Lines/validation/xUEyaWr34c/2.0.png Dataset {1, 140, 170}<br> /1080Lines/validation/xUEyaWr34c/4.0.png Dataset {1, 140, 170} <strong>trainingsetv1d1.tar.gz</strong> Contains the raw PNGs of the Gravity Spy training set. The structure of the folder is <em>/"label"/"sample_type"/"pngs"</em> <strong>Data Set Parsing Information</strong> To read and crop out the plot axis and labels of the provided PNGs, the following small python code using scikit-image should work. from skimage import io image_data = io.imread("filename_of_image") x=[66, 532]; y=[105, 671] image_data = image_data[x[0]:x[1], y[0]:y[1], :3]