cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/t9mwy5vm3v.1
title: Enhanced thermal, mechanical and migration properties of extruded PHBV/graphene hybrids for packaging

description: Aiming to improve the properties of poly(3-hydroxybutyrate-co-3-hydroxyvalerate) (PHBV), hybrid materials were prepared. PHBV was mixed with poly(ethylene-co-vinyl acetate) (EVA) by extrusion at different compositions, in the presence of a plasticizer and a graphene derivative. A reduced graphene oxide-zinc oxide composite (rGO-ZnO) was added as a nucleating agent. X-ray diffractometry (XRD) showed that rGO-ZnO, added at 0.5 and 1.0 mass%, was well-dispersed within the polymer matrix. XRD and differential scanning calorimetry results indicated that the crystallinity of the PHBV phase was reduced in the hybrids. However, an increase in crystallinity was observed for the PHBV/EVA hybrids at 50:50 and 25:75 compositions, when the rGO-ZnO content was increased to 1.0%. This increase in crystallinity was associated to the formation of smaller spherulites. Tensile tests showed improved mechanical properties for the hybrids in relation to PHBV and the neat blends. For the hybrids, while a reduction in Young’s modulus was observed, elongation at break values varied from 307.5% to 822.6%. Finally, overall migration tests revealed that the hybrids with PHBV/EVA at 50:50 composition presented migration levels lower than those required by the European legislation for fat food packaging.
DOI: 10.17632/nzdffnx8f7.1
title: Capacity data of lithium-ion batteries

description: q1.mat: normalized and smoothed capacity data of normal lithium-ion batteries.
q2.mat: normalized and smoothed capacity data of abnormal lithium-ion batteries.
DOI: 10.17632/wtj4v5g24n.1
title: The Diastasis Rectus Abdominis Questionnaire: development and initial validation of a questionnaire for the evaluation of the symptoms and consequences of diastasis rectus abdominis 

description: The objective of this projet is the development of the Diastasis Rectus Abdominis Questionnaire (DRAQ), a specific questionnaire for the evaluation and quantification of symptoms and consequences of DRA in adult females with this condition. 
Stage 1. Expert panel: Spanish item development 
33 items were developped to mesure the symptoms and consequences of diastasis rectus abdominis in women with this condition. These items were evaluated by the expert panel, which was composed of eleven experts qualified in women’s health management and/or with extensive experience in methodology. All items obtained a value greater than or equal to 0.8 for “clarity” and “coherence”. Three items obtained a score of less than 0.8 in relevance and were therefore withdrawn. Based on those results, and taking in account the remarks given by the members of the expert panel, a second version of the questionnaire was created.
Stage 2. Pilot test of the Spanish DRAQ
Thirty females with DRA evaluated the items generated by the expert panel and rated the relevance, clarity and coherence of each one of the items. Three of the items were eliminated, since they were considered irrelevant. The final version of the questionnaire was created with the remaining 27 items. Internal consistency of the Spanish version of the DRAQ was calculated and the total Cronbach's alpha coefficient for the questionnaire was 0.972. The Spanish version of DRAQ did not present a ceiling or floor effect, as no subject scored the minimum (0 points) or the maximum (108 points).
Stage 3. Pilot test of the English version of DRAQ
Thirty females with DRA answered the questionnaire and evaluated the relevance, clarity and coherence of the items. Several participants commented about the lack of clarity of one item, which was replaced and re-evaluated.  This modified item obtained adequate scores on clarity (Aiken’s V: 0.833) and relevance (Aiken’s V: 0.895). Internal consistency of the English version of DRAQ was calculated and Total Cronbach's alpha coefficient for the questionnaire was 0.937. The English version of DRAQ did not present a ceiling or floor effect, since no subject scored the minimum (0 points) or the maximum (108 points).
DOI: 10.17632/8f2ywn2299.3
title: Data of studio performance using a combined approach

description: In order to better present a combined approach, that including machine leaning and statistic methods on user-generated content (UGC), we prepared the complete audience data and corresponding stock data of 7 studios, which organizes the full training lists of the specific features selected and used a combined approach model. Data is divided into 80-20% ratio for training and test respectively and accuracy and F1-score used for performance evaluation, which monitors the emotional needs of the audience in real time, and can help managers grasp the interests of the audience accurately.
DOI: 10.17632/8f2ywn2299.1
title: Data of studio performance using a combined approach

description: In order to better present a combined approach, that including machine leaning and statistic methods on user-generated content (UGC), we prepared the complete audience data and corresponding stock data of 7 studios, which organizes the full training lists of the specific features selected and used a combined approach model. Data is divided into 80-20% ratio for training and test respectively and accuracy and F1-score used for performance evaluation, which monitors the emotional needs of the audience in real time, and can help managers grasp the interests of the audience accurately.
DOI: 10.17632/8f2ywn2299.2
title: Data of studio performance using a combined approach

description: In order to better present a combined approach, that including machine leaning and statistic methods on user-generated content (UGC), we prepared the complete audience data and corresponding stock data of 7 studios, which organizes the full training lists of the specific features selected and used a combined approach model. Data is divided into 80-20% ratio for training and test respectively and accuracy and F1-score used for performance evaluation, which monitors the emotional needs of the audience in real time, and can help managers grasp the interests of the audience accurately.
DOI: 10.17632/8f2ywn2299.4
title: Data of studio performance using a combined approach

description: In order to better present a combined approach, that including machine leaning and statistic methods on user-generated content (UGC), we prepared the complete audience data and corresponding stock data of 7 studios, which organizes the full training lists of the specific features selected and used a combined approach model. Data is divided into 80-20% ratio for training and test respectively and accuracy and F1-score used for performance evaluation, which monitors the emotional needs of the audience in real time, and can help managers grasp the interests of the audience accurately.
DOI: 10.17632/scbx3h2bmf.2
title: Lube oil - diesel oil mixes - dataset

description: Data connected with the study of the relationship between the level of lubricating oil contamination with distillation fuel and the risk of explosion in the crankcase 
of a marine trunk type engine
DOI: 10.17632/scbx3h2bmf.1
title: Lube oil - diesel oil mixes - dataset

description: Data connected with the study of the relationship between the level of lubricating oil contamination with distillation fuel and the risk of explosion in the crankcase 
of a marine trunk type engine
DOI: 10.17632/p4dmsb9rxr.1
title: Dataset values of Instrumented Charpy V-notch impact tests (ICITs) of base material (BM), heat affected zone (HAZ) and fusion zone (FZ) of the electron beam welded (EBW) joints of S960M high strength steel (HSS)

description: -High-strength structural steel S960M was welded using electron beam welding to analyse the weldability of steel through various metallurgical and mechanical tests. 
-The instrumented Charpy V-notch impact testing was employed because it offers more precise information on the fracture process and the material's ductile/brittle behavior than the traditional Charpy V-notch impact test, which can only provide the total energy absorbed during the fracture.
-Materials comprising measurement data from instrumented Charpy V-notch impact tests (load vs. time data) of base material (BM), heat-affected zone (HAZ), and fusion zone (FZ) (5 samples of test data for each mentioned part, Zip files)
-The Charpy impact testing equipment was linked to a digital signal oscilloscope for real-time data collecting using the strain gauge measuring method. The load-time graph was generated, and the fracture process's characteristic points were determined (the start of the plastic strain, the maximal force, and the start and end of the unstable crack propagation).
-From the load-time graph, the force-displacement graph can be calculated. Until the maximum force, the under the curve was considered as the absorbed energy for crack initiation (Wi), whereas the rest for crack propagation (Wp).
-The Charpy impact test results serve as the foundation for comparing fracture toughness, which is one of the most difficult issues.
DOI: 10.17632/tn8zn77fh5.1
title: Data for: Real-time myoelectric control of wrist/hand motion in Duchenne muscular dystrophy: A case study

description: This dataset includes all the reaching times (in seconds) for every subject measured in seconds. The reaching times reported here were analyzed and complement our manuscript: Real-time myoelectric control of wrist/hand motion in Duchenne muscular dystrophy: A case study.
DOI: 10.17632/txy792t5gk.1
title: Data for: Application of artificial neural networks for predicting imidazole derivatives antimicrobial activity against Enterococcus faecalis

description: I am sending an Excel and Statistica file with the data on the basis of which the
predictive models were built. I also provide codes for the classification
and regression model.
DOI: 10.17632/ptj93pcpfk.1
title: Soil fungal communities in distinct vegetation types of Badjelandda National park

description: This excel dataset contains environmental data, fungal community composition, abundances of functional genes involved in inorganic-N cycling and soil parameters data.  The excel file contains 10 sheets in total: 6 sheets contain sample data and 4 sheets contain clarifications for data interpretation.

Raw_env_data: contains environmental data of each sample and horizon, separately.
Read me raw_env_data: contains heading clarifications for raw_env_data

Raw_community_data: contains a fungal community matrix used for multivariate analyses, with read counts transformed into relative abundances. Raw sequence data are archived at NCBI's Sequence Read Archive under accession number PRJNA750897. 

Taxonomy: Taxonomy file shows the taxonomical identities of the distinct OTUs. 
Read me Taxonomy: contains heading clarifications for Taxonomy file.

Env_data: contains environmental data based on the mass-weighted averages of two humus layers. This is calculated taken in account corer area, soil weight, and organic matter content, when needed.
Read me env_data: contains heading clarifications for env_data file.

Functional_genes: Contains raw quantitative data (qPCR) of the fungal, bacterial and functional genes involved in inorganic N cycling
Read me Functional_genes: Contains heading clarifications for Functional_genes file.
DOI: 10.17632/ptj93pcpfk.2
title: Soil fungal communities in distinct vegetation types of Badjelandda National park

description: This excel dataset contains environmental data, fungal community composition, abundances of functional genes involved in inorganic-N cycling and soil parameters data.  The excel file contains 10 sheets in total: 6 sheets contain sample data and 4 sheets contain clarifications for data interpretation.

Raw_env_data: contains environmental data of each sample and horizon, separately.
Read me raw_env_data: contains heading clarifications for raw_env_data

Raw_community_data: contains a fungal community matrix used for multivariate analyses, with read counts transformed into relative abundances. Raw sequence data are archived at NCBI's Sequence Read Archive under accession number PRJNA750897. 

Taxonomy: Taxonomy file shows the taxonomical identities of the distinct OTUs. 
Read me Taxonomy: contains heading clarifications for Taxonomy file.

Env_data: contains environmental data based on the mass-weighted averages of two humus layers. This is calculated taken in account corer area, soil weight, and organic matter content, when needed.
Read me env_data: contains heading clarifications for env_data file.

Functional_genes: Contains raw quantitative data (qPCR) of the fungal, bacterial and functional genes involved in inorganic N cycling
Read me Functional_genes: Contains heading clarifications for Functional_genes file.
DOI: 10.17632/mn2hrgzkyf.1
title: Modeling of Ring-Shaped Steel Plate Shear Walls with 3-D Solid Extrusions

description: Steel plate shear walls with cut-outs were modeled in ABAQUS with 3D elements.
DOI: 10.17632/b6crxbxbk2.1
title: Increased chromatin accessibility facilitates intron retention in specific cell differentiation states

description: Dynamic intron retention (IR) in vertebrate cells is of widespread biological importance. Aberrant IR is associated with numerous human diseases including several cancers. Despite consistent reports demonstrating that intrinsic sequence features can help introns evade splicing, conflicting findings about cell type- or condition-specific IR regulation by trans-regulatory and epigenetic mechanisms demand an unbiased and systematic analysis of IR in a controlled experimental setting. We integrated matched mRNA sequencing (mRNA-Seq), whole-genome bisulfite sequencing (WGBS), nucleosome occupancy methylome sequencing (NOMeSeq) and chromatin immunoprecipitation sequencing (ChIP-Seq) data from primary human myeloid and
lymphoid cells. Using these multi-omics data and machine learning, we trained two complementary models to determine the role of epigenetic factors in the regulation of IR in cells of the innate immune system. We show that increased chromatin accessibility, as revealed by nucleosome-free regions, contributes substantially to the retention of introns in a cell-specific manner. We also confirm that intrinsic characteristics of introns are key for them to evade splicing. This study suggests an important role for chromatin architecture in IR regulation. With an in creasing appreciation that pathogenic alterations are linked to RNA processing, our findings may provide useful insights for the development of novel therapeutic approaches that target aberrant splicing.
DOI: 10.17632/2mt5sxp75j.2
title: Multi-Modal Inspection of Industrial Structures v1.0

description: Thermography is a Non-Destructive Testing (NDT) technology that measures the thermal distribution of a specimen by quantifying the electromagnetic radiation emitted, reflected and transmitted at lower frequency than the visible light part of the spectrum. Despite some previous studies addressing the estimation of surface and shape characterization from multiple or single active thermograms, thermography, by nature, is a bi-dimensional sensing technology unable to provide information about the specimen's texture and geometry without any preparatory process. Thus, many studies have recently focused on using multi-modal platforms to obtain extensive information about the inspected scene. Still, data availability and algorithm implementation difficulties are faced by the analysts when performing the registration of consecutive 3D data from multiple sensors and Fields of Views (FOVs). This study presents a complete solution for multi-modal inspection of industrial components, including a processing pipeline for registering consecutive multi-modal point clouds. A comparative evaluation of optimization and learning based registration methods is provided as part of the processing pipeline. Moreover, a benchmark dataset of point cloud data from different FOVs of industrial and construction components is provided (Lemanchot-points), having 5 point clouds with depth, color, and thermal information at each point. The experimental campaign conducted with different objects demonstrates the proposed solution's applicability for the multi-modal inspection of industrial components.
DOI: 10.17632/4yvyhwd8gn.1
title: Multi-Modal Inspection of Laval University's Montmorency Forest Road 

description: The dataset contains coupled thermal and visible images of a road pavement inspection using low resolution thermal camera.
DOI: 10.6084/m9.figshare.5259643.v1
title: myDAUN dataset

description: Database name: myDAUN datasetconsist of 45 species of tropical shrubs and 30 samples for each species, in total 1350 sample images of tropical shrub species.
DOI: 10.6084/m9.figshare.5259643
title: myDAUN dataset - shrubs

description: Database name: myDAUN dataset - shrubs consist of 45 species of tropical shrubs and 30 samples for each species, in total 1350 sample images of tropical shrub species.
DOI: 10.6073/pasta/b16c93e5590f4159a779d683515b9762
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 3 meteorological station: 30-minute soil volumetric water content data: 2013 - ongoing

description: 30-minute Soil Moisture data at 10 cm at CSIS Block-3. Collection of soil volumetric water content data at Jornada LTER Cross-scale Interactions Study (CSIS) blocks, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Soil volumetric water content is measured at 10 cm depth at 3 locations at each of the 4 plots per block. The locations in each plot are under bare soil, under perennial grass, and under shrub. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are recorded every 30 minutes at an automated meteorological station installed at Jornada LTER CSIS Block-3 site. This is an ONGOING dataset.
DOI: 10.6073/pasta/c5df270a6ab9d36949c233b8b19cd337
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 3 meteorological station: Daily average soil volumetric water content data: 2013 - ongoing

description: Daily Average of 30-minute Soil Volumetric Water Content data at 10 cm at CSIS Block-3. Collection of soil water content data at Jornada LTER Cross-scale Interactions Study (CSIS) blocks, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Soil volumetric water content is measured every 30 minutes at 10 cm depth at 3 locations at each of the 4 plots per block and averaged for the daily value. The locations in each plot are under bare soil, under perennial grass, and under shrub. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are recorded at an automated meteorological station installed at Jornada LTER CSIS Block-3 site. This is an ONGOING dataset.
DOI: 10.21227/qjr3-4a17
title: datdaset for Metro tunnels surface defect detection based on a novel end-to-end lightweight model using improved YOLOv4 network and DCGAN

description: This data set is an experiment for the article Metro tunnels surface defect detection based on a novel end-to-end lightweight model using improved YOLOv4 network and DCGAN
DOI: 10.6073/pasta/3a44b409c27fdaded52bf3b14f8c00e9
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 3 meteorological station: Daily summary data: 2013 - ongoing

description: This data package contains hourly air temperature, relative humidity, wind speed, wind direction, and precipitation summary data from Jornada Basin LTER Cross Scale Interactions Study (CSIS) Block-3 met station. Air temperature, relative humidity, wind speed, wind direction, and precipitation are measured and calculated at an automated meteorological station connected to a 900 MHz spread spectrum wireless network. Wind speed is measured at 37cm, 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Measurements are aggregated at intervals of 5, 30, 60 minutes and daily, with precipitation additionally provided with 1 second aggregation during precipitation events. The met station variables measured include air temperature, precipitation, relative humidity, wind direction, wind speed. Precipitation is not measured at Block 1 and Block 12 because of proximity to Block 2 and Block 13, respectively . This is an ONGOING dataset.
DOI: 10.25919/5b7cf37d8ba76
title: RV Investigator Voyage IN2017_V01 End of Voyage (EOV) Archive

description: This record describes the End of Voyage (EOV) archive from the Marine National Facility (MNF) RV Investigator research voyage in2017_v01, titled "Interactions of the Totten Glacier with the Southern Ocean through multiple glacial cycles." The voyage took place from Hobart (TAS) to Hobart between January 14 and March 5, 2017.

NOTE: the raw USBL data files lag 3 minutes behind the ship’s time due to an error with the NTP client. This only applies to the raw files directly logged by the USBL in the /usbl folder; and does not affect the TECHSAS recorded data, which is synchronized to the ship’s clock.

For further information refer to the Voyage documentation links below.

Instruments used and data collected include:
Regular measurements:
Acoustic Doppler Current Profiler (ADCP; 75, 150 KHz ), Fisheries echosounder (EK60, ME70),  Multibeam Echosounder (EM710, EM122), Sub-bottom Profiler (SBP120), Gravimeter, GPS Positioning System, Doppler Velocity Log, Ultra Short BaseLine Underwater Positioning System (USBL), Starboard and Portside Radiometers, Nephelometer, Radon, Ozone and Oxygen sensors,  Weather Radar, Greenhouse Gas Analysers (Aerodyne, Picarro), Air Pressure sensor, Wind Speed and Direction sensors, Thermosalinographs, CTD, Hydrochemistry, Expendable Bathythermographs (XBTs).

Voyage-specific measurements:
Aerosol Aerodynamic Particle sizer (APS), Aerosol Chemical Speciation Monitor (ACSM), ASD Field Spectroradiometer, Condensation Particle Counters (CPC),  Cloud Condensation Nuclei counter (CCN, ccnc), Disdrometer, PAM Fluorometer, Light Detection and Ranging (LIDAR), Mercury Vapor Analyzer, Microtops, Multiangle Absorption Photometer (MAAP), Multi-Sensor Core Logger, pCO2, Proton-Transfer-Reaction mass spectrometry (PTR-MS), Scanning Mobility Particle Sizers (long SMPS, nano SMPS), Sea-ice, Seismic profiling, Sound Velocity Profiles (SVP), Ultra-Short Base Line (USBL; see NOTE below), Video, Volatile Organic Compounds (VOC) Gas Chromatograph (SEQ), Whale Observations.

The archive for the IN2017_V01 EOV raw data is curated by the CSIRO Oceans and Atmosphere (O&A) Information and Data Centre (IDC) in Hobart, with a permanent archive at the CSIRO Data Access Portal (DAP, https://data.csiro.au/dap/), providing access to participants and processors of the data collected in the voyage.

All voyage documentation is available electronically to MNF support via the local network. Access to voyage documentation for non-CSIRO participants can be made via DataLibrariansOAMNF@csiro.au.