cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34943/e76dbd47-403d-45a5-8e13-c4b8d9a8dd3b
title: Endeavour South Acoustic Doppler Current Profiler 75 kHz Deployed 2012-06-14

description: The RDI Workhorse Long Ranger ADCP 75 kHz (13429) was deployed on 2012-06-14 at Endeavour South. This south section of the Endeavour Hydrothermal Vents includes two moorings to monitor the regional circulation. This device is a Acoustic Doppler Current Profiler 75 kHz. Acoustic Doppler Current Profilers (ADCP) are hydroacoustic instruments, similar to sonars. ADCPs measure current speed and direction at multiple predetermined depths simultaneously. ADCPs use the Doppler effect of sound waves that are scattered by particles in seawater over a depth range. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 2.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/054538f6-535b-4fcb-a003-de5fe40a7806
title: Endeavour South Acoustic Doppler Current Profiler 75 kHz Deployed 2012-06-14

description: The RDI Workhorse Long Ranger ADCP 75 kHz (13429) was deployed on 2012-06-14 at Endeavour South. This south section of the Endeavour Hydrothermal Vents includes two moorings to monitor the regional circulation. This device is a Acoustic Doppler Current Profiler 75 kHz. Acoustic Doppler Current Profilers (ADCP) are hydroacoustic instruments, similar to sonars. ADCPs measure current speed and direction at multiple predetermined depths simultaneously. ADCPs use the Doppler effect of sound waves that are scattered by particles in seawater over a depth range. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.21227/2z6h-3b02
title: VARS Data

description: While resistance training promotes muscle hypertrophy, accessibility of equipment is a barrier. This study evaluated a wearable VAriable Resistance Suit (VARS) as a novel and alternative method to achieve muscle hypertrophy. It was hypothesized that by providing adjustable, bi-directional and speed dependent resistance, VARS can target specific muscles to improve muscle strength, size and mass in an accessible and portable device. Twelve untrained healthy male adults (22.08 ± 4.1 years old) participated in a 8-week long resistance training using VARS to strengthen four muscles (biceps brachii, triceps brachii, biceps femoris, rectus femoris) of their non-dominant arm and leg using VARS. The results showed significant improvements in the muscle strength measured by isokinetic dynamometer – 49.9±9.6% increase in isokinetic force and 30.6±7.6% increase in isometric force. Muscle size and body composition were also assessed using ultrasound imaging and bioelectrical impedance analysis, revealing moderate improvements but they did not reach statistically significant differences. The study demonstrates the efficacy and feasibility of VARS as a resistance training tool to achieve muscle hypertrophy and its potential extension to clinical populations to treat muscle atrophy, dystrophy or sarcopenia.
DOI: 10.25919/b127-m886
title: Parkes observations for project P1183 semester 2023OCTS_04

description: We have detected a total of 48 bursts of FRB 20220529 using the Parkes UWL receiver, with 29 of them detected during full polarization observations. Our previous cooperating observations of FAST and Parkes for FRB 20220529 have revealed significant variations in flux distribution during different active periods. However, only 3 bursts from Parkes have been observed simultaneously with FAST, one of which has the potential to improve the spectrum limits of repeating FRBs by more than an order of magnitude. To further investigate FRB 20220529, we have scheduled regular FAST observations every fortnight, tracking the source for 20 minutes each time. Additionally, we have been granted another 10 hours of FAST time to facilitate simultaneous observations of FRB 20200529 using both the FAST and Parkes telescopes. Therefore, we propose to continue monitoring the source of FRB 20220529 using the Parkes UWL receiver, ensuring high-time resolution and employing full-polarization observations to: (1) detect more bursts using the Parkes UWL receiver, with corresponding simultaneous observations from FAST, in order to obtain robust constraints on the radiation spectrum of repeating FRBs; (2) explore additional clues regarding the active periods of FRB 20220529; (3) study the microstructure of the bursts.
DOI: 10.25919/f5xq-fq18
title: Parkes observations for project P1162 semester 2023OCTS_06

description: Pulsar timing is a powerful tool in studying pulsar physics. Discovering more exotic pulsar systems or timing pulsars with higher precision is an essential part of pulsar astronomy. As a recently discovered millisecond pulsar, PSR J1402+13 is an interesting source for follow-up timing observations. First, its apparent spin-down rate, as reported in the catalogue, was the highest among known millisecond pulsars, causing a seeming tension with the spin-up theory. Second, its apparent high flux density and small distance seemed to give a high timing precision. We have observed J1402+13 with high cadence in the past 9 months and obtained a phase-coherent solution, which gives a much lower pdot (~ 10^{-20} s/s) thus solves the tension with the spin-up theory. We apply for another 15 hours to observe the pulsar to further extend the timing baseline, which will refine our timing solution and help us clearly evaluate its timing precision and potential to be used for pulsar timing arrays. The observation will also help us study the scintillation effect of the pulsar and measure its steep spectral index. The more comprehensive measurements of the pulsar will also facilitate observations in optical and gamma-ray bands.
DOI: 10.25919/s8eh-3b16
title: Parkes observations for project PX600 semester 2020APRS_98

description: The Galactic Center (GC) is a key target for the radio component of Breakthrough Listen (BL) program. Offering the largest amount of stars in any given direction in the sky, the GC is widely cited as a location believed to harbour advanced civilizations, and it is also the most energetic region in the Milky Way. We aim to conduct BL-GC Survey with Parkes radio telescope for around 350 hours. We will cover the frequency range from 700 MHz to 4 GHz, utilizing the newly installed ultra-wideband receiver. Our team has already leveraged both standard and bespoke tools to construct a flexible software stack to search data for signals of interest. We will look for signals from extraterrestrial intelligence (ETI) by searching for both simple narrow-band signals and complex modulated signals. Along with that, as an ancillary science, we will also search for accelerated pulsars — likely orbiting a supermassive black hole at the centre of the Milky Way Galaxy. Data products produced during this program will also be publically available to engage larger pulsar community
DOI: 10.25345/c5125qm43
title: MassIVE MSV000093793 - Identification of a Resistance Exercise-Specific Signaling Pathway that Drives Skeletal Muscle Growth
title: This data set contains phosphoproteomic data and proteomic data across four 16-plex TMT channels. The goal of the project was to identify the proteomic and phosphoproteomic signature of resistance and endurance exercise.
DOI: 10.5281/zenodo.10472238
title: Relational Data Imputation with Graph Neural Networks

description: This archive contains the datasets and files necessary to run the code in https://github.com/rcap107/GRIMP.
DOI: 10.5281/zenodo.10472239
title: Relational Data Imputation with Graph Neural Networks

description: This archive contains the datasets and files necessary to run the code in https://github.com/rcap107/GRIMP.
DOI: 10.5066/p91cx553
title: Video acquired from an Uncrewed Aerial System, UAS, and hydroacoustic measurements of flow velocity obtained along the North Santiam River, Oregon, in July 2022

description: A reach of the North Santiam River, Oregon, was used as a case study in an ongoing effort to develop and test image velocimetry algorithms for estimating surface flow velocities in river channels from remotely sensed data. Video was acquired from an unoccupied aircraft system, UAS, and used as input to the image velocimetry algorithms. Direct measurements of flow velocity were obtained using an acoustic Doppler current profiler, ADCP, and used to assess the accuracy of the image velocimetry algorithms.

The UAS-based video was acquired from a DJI Matrice 210 quadcopter equipped with a Zenmuse X4S optical camera on July 25, 2022. The video is provided in its native form, with a frame rate of 30 Hertz and an *.mov file format. The video was acquired from a nominal flying height of 120 meters above ground level and has a duration of 32 seconds.

The in situ velocity measurements were collected using a SonTek M9 RiverSurveyor ADCP deployed from a cataraft. The SonTek RiverSurveyor Live software package was used to set up the ADCP prior to data collection, control the instrument, view the data in real-time, and save the raw data into MATLAB *.mat data files. A total of four passes back and forth across the channel were completed at a single cross section located within the field of view of the UAS-based video. These files were then read into the USGS Velocity Mapping Toolbox (VMT) and further processed to combine the four passes into a single mean cross section and compute depth-averaged velocities (Parsons et al., 2013). The VMT output was summarized by creating a single ASCII text file consisting of a header row with variable names and four columns: 1) x_meters: easting (x) spatial coordinate in meters; 2) y_meters: northing (y) spatial coordinate in meters; 3) u_meters_per_second: east (u) component of the depth averaged velocity vector in meters per second; and 4) v_meters_per_second: north (v) component of the depth averaged velocity vector in meters per second. The spatial coordinates are in the UTM Zone 10 projection, WGS84 datum.
 
Reference cited:
Parsons, D. R., Jackson, P. R., Czuba, J. A., Engel, F. L., Rhoads, B. L., Oberg, K. A., Best, J. L., Mueller, D. S., Johnson, K. K., & Riley, J. D. 2013. Velocity Mapping Toolbox, VMT: a processing and visualization suite for moving-vessel ADCP measurements. Earth Surface Processes and Landforms, 38(11), 1244–1260. https://doi.org/10.1002/esp.3367
DOI: 10.3886/e101721v1-144823
title: US Department of Education College Scorecard Data

description: The College Scorecard project is designed to increase transparency, 
putting the power in the hands of students and families to compare how 
well individual postsecondary institutions are preparing their students 
to be successful. This project provides data to help students and 
families compare college costs and outcomes as they weigh the tradeoffs 
of different colleges, accounting for their own needs and educational 
goals.<br>
description: Not applicable – see data dictionary for further explanation of included measurements <br><br>
description: Response Rates: 3,925 degree granting undergraduate institutions (percentage unknown)<br>
description: Presence of Common Scales: IPEDS codes used to name and define variables – see data dictionary for full definition <br><br>
description: No sampling; all degree granting undergraduate institutions in the US.<br>
description: <br>All undergraduate degree-granting institutions of higher education.<br>. Smallest Geographic Unit: Latitude and Longitude points for school locations
description: self-enumerated questionnaire; Collected annually through surveys administered by the Department of Education's National Center for Education Statistics (NCES). <br>
DOI: 10.26093/cds/vizier.36650078
title: First eROSITA all sky survey (eRASS1) simulation

description: VizieR online Data Catalogue associated with article published in journal Astronomy & Astrophysics with title 'Detecting clusters of galaxies and active galactic nuclei in an eROSITA all-sky survey digital twin.' (bibcode: 2022A&A...665A..78S)
DOI: 10.6073/pasta/f31349bebdc304f758718f4798d25458
title: Chemistry of stream water from the Luquillo Mountains

description: Stream water is collected weekly at the Luquillo Mountain (Luquillo Experimental Forest) sites listed below. These data sets begin as early as 1983; LTER sampling began in 1988. Stream water samples are grab samples taken from the water/air interface at stream channel center on the sampling day (usually Tuesdays). A continuous record of stream stage (height) is recorded by a datalogger at some ongoing stream sampling sites. Average daily streamflows are available from the USGS and at other locations (Hydrology and Meteorology) on this site. All samples are measured for pH and conductivity, and then filtered (pre-combusted Whatman GF/F glass fiber filter) prior to further analysis. From 1983-1994 samples were cooled and returned to the San Juan chemistry laboratory for analysis. During those years, samples for NH4 and NO3 analyses were refrigerated continuously until analysis. Subsamples for NH4 analysis were also preserved with 1 molar H2SO4. From 1994 on, samples for NH4 and NO3were frozen until analysis, were not acidified, and all analyses were conducted at the University of New Hampshire. Stream water Sampling SitesDescriptions of LTER LUQ stream water weekly sample chemistry data from 1988 onwards. Chemical concentrations are recorded as mg/L or mg/L as appropriate. Values below detection limits are recorded as 1/2 the detection limit. 
 
 
 Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
 
 
 
 The following sites in the Luquillo Experimental Forest (LEF) are represented here: 
 
 
 
 
 Quebrada Sonadora, QS, El Verde stream. 
 
 
 
 
 Quebrada Toronja, QT, QT1 El Verde stream.
 
 
 
 
 Rio Espiritu Santo 4, RES4, LEF North Stream. 
 
 
 
 
 Quebrada Prieta A, QPA, El Verde stream. 
 
 
 
 
 Quebrada Prieta B, QPB, El Verde stream. 
 
 
 
 
 Quebrada Prieta, QP, El Verde stream. 
 
 
 
 
 Puente Roto Mameyes, MPR, Bisley distributary stream (previously "PRM").
 
 
 
 
 Quebrada uno-Bisley, Q1, Bisley stream.
 
 
 
 
 Quebrada dos-Bisley, Q2, Bisley stream.
 
 
 
 
 Quebrada tres-Bisley, Q3, Bisley stream Rio Mameyes Gage  MG Bisley stream. 
 
 
 
 
 Rio Mameyes Gage,  MG, Bisley stream. 
 
 
 
 
   Rio Icacos, RI, LEF South stream. 
 
 
 
 
   Rio Sabana, RS, LEF West stream. 
 
 
 
 
   Quebrada Guaba, QG, LEF South stream Icacos tributary.
DOI: 10.26183/5tgs-yk36
title: Experiences of Providing Volunteer Animal Therapy Services in Western Sydney NSW- A Multi-Species Ethnographic Study 

description: This study is a multispecies ethnographic study aiming to explore and develop an in-depth understanding of the experiences of dogs and dog handlers providing volunteer dog therapy services for Paws Pet Therapy organisation. This dataset contains qualitative interview transcripts from the research project. 
Data is provided Open Access. 
<p>To discuss the data please contact principal author Nicole Peel m.peel@westernsydney.edu.au ORCID 0000-0003-0806-1230
DOI: 10.5281/zenodo.7274659
title: Twenty-two thousand Common Era benthic foraminifera from the Santa Barbara Basin

description: Here we provide an image and 2D shape dataset of recent benthic foraminifera from two core records sampled from the center of the Santa Barbara Basin that span an ~800-year-long interval during the Common Era (1249-2008 CE). Information on more than 36,000 objects is included, of which more than 22,000 are complete or partially damaged benthic foraminifera. Skeletonized objects classified also include planktonic foraminifera, ostracods, pteropods, diatoms, radiolarians, fish teeth and skeletal structures, shark dermal denticles, and benthic foraminifer test fragments. The image dataset was produced using a high-throughput imaging method (<em>AutoMorph</em>) designed to extract 2D data from photographic images of fossils. This repository contains 8 distinct data types uploaded as distinct files, and includes the following: <strong><em>bulk_images.zip</em>: </strong>Bulk images with objects identified by <em>segment</em> boxed in red <strong><em>individual_images.zip</em>:</strong> EDF images of individual objects within the dataset <strong><em>identification_files.zip</em>:</strong> Classifications for individual objects, including both general categories and species-specific classifications (when possible) for benthic foraminifera <strong><em>cleaning_scripts.zip</em>:</strong> Directory containing R scripts used to clean object category misspellings or inconsistencies <strong><em>outline_images.zip</em>:</strong> EDF images of objects successfully extracted for 2D outlines and measurements; included for quality control. This includes one text file (unextracted_objects_2D.txt) listing objects with failed extractions <strong><em>2d_coordinates.zip</em>:</strong> CSV files containing all extracted outline coordinates for each of the samples imaged, a text file of failed 2D extractions (unextracted_objects_2D.txt), and a summary CSV file including coordinates for all extracted objects (all_coordinates.csv) <strong><em>2d_properties.zip</em>:</strong> 2D measurements for all objects <strong><em>metadata_tables.zip</em>: </strong>Tables 1, 2, and 3 and Supplementary Table 1 from a forthcoming data descriptor publication, describing sample metadata, including site coordinates, sample names, object information, and summary statistics The dataset we provide here comprises the most extensive publicly available archive of benthic foraminiferal morphology and 2D morphological variation to date.
DOI: 10.5281/zenodo.7274658
title: Twenty-two thousand Common Era benthic foraminifera from the Santa Barbara Basin

description: Here we provide an image and 2D shape dataset of recent benthic foraminifera from two core records sampled from the center of the Santa Barbara Basin that span an ~800-year-long interval during the Common Era (1249-2008 CE). Information on more than 36,000 objects is included, of which more than 22,000 are complete or partially damaged benthic foraminifera. Skeletonized objects classified also include planktonic foraminifera, ostracods, pteropods, diatoms, radiolarians, fish teeth and skeletal structures, shark dermal denticles, and benthic foraminifer test fragments. The image dataset was produced using a high-throughput imaging method (AutoMorph) designed to extract 2D data from photographic images of fossils. This repository contains 8 distinct data types uploaded as distinct files, and includes the following:



	
bulk_images.zip: Bulk images with objects identified by segment boxed in red
	
individual_images.zip: EDF images of individual objects within the dataset
	
identification_files.zip: Classifications for individual objects, including both general categories and species-specific classifications (when possible) for benthic foraminifera
	
cleaning_scripts.zip: Directory containing R scripts used to clean object category misspellings or inconsistencies
	
outline_images.zip: EDF images of objects successfully extracted for 2D outlines and measurements; included for quality control. This includes one text file (unextracted_objects_2D.txt) listing objects with failed extractions
	
2d_coordinates.zip: CSV files containing all extracted outline coordinates for each of the samples imaged, a text file of failed 2D extractions (unextracted_objects_2D.txt), and a summary CSV file including coordinates for all extracted objects (all_coordinates.csv)
	
2d_properties.zip: 2D measurements for all objects
	
metadata_tables.zip: Tables 1, 2, and 3 and Supplementary Table 1 from a forthcoming data descriptor publication, describing sample metadata, including site coordinates, sample names, object information, and summary statistics



The dataset we provide here comprises the most extensive publicly available archive of benthic foraminiferal morphology and 2D morphological variation to date.
DOI: 10.5281/zenodo.7830123
title: Twenty-two thousand Common Era benthic foraminifera from the Santa Barbara Basin

description: Here we provide an image and 2D shape dataset of recent benthic foraminifera from two core records sampled from the center of the Santa Barbara Basin that span an ~800-year-long interval during the Common Era (1249-2008 CE). Information on more than 36,000 objects is included, of which more than 22,000 are complete or partially damaged benthic foraminifera. Skeletonized objects classified also include planktonic foraminifera, ostracods, pteropods, diatoms, radiolarians, fish teeth and skeletal structures, shark dermal denticles, and benthic foraminifer test fragments. The image dataset was produced using a high-throughput imaging method (<em>AutoMorph</em>) designed to extract 2D data from photographic images of fossils. This repository contains 8 distinct data types uploaded as distinct files, and includes the following: <strong><em>bulk_images.zip</em>: </strong>Bulk images with objects identified by <em>segment</em> boxed in red <strong><em>individual_images.zip</em>:</strong> EDF images of individual objects within the dataset <strong><em>identification_files.zip</em>:</strong> Classifications for individual objects, including both general categories and species-specific classifications (when possible) for benthic foraminifera <strong><em>cleaning_scripts.zip</em>:</strong> Directory containing R scripts used to clean object category misspellings or inconsistencies <strong><em>outline_images.zip</em>:</strong> EDF images of objects successfully extracted for 2D outlines and measurements; included for quality control. This includes one text file (unextracted_objects_2D.txt) listing objects with failed extractions <strong><em>2d_coordinates.zip</em>:</strong> CSV files containing all extracted outline coordinates for each of the samples imaged, a text file of failed 2D extractions (unextracted_objects_2D.txt), and a summary CSV file including coordinates for all extracted objects (all_coordinates.csv) <strong><em>2d_properties.zip</em>:</strong> 2D measurements for all objects <strong><em>metadata_tables.zip</em>: </strong>Tables 1, 2, and 3 and Supplementary Table 1 from a forthcoming data descriptor publication, describing sample metadata, including site coordinates, sample names, object information, and summary statistics The dataset we provide here comprises the most extensive publicly available archive of benthic foraminiferal morphology and 2D morphological variation to date.