Contributors: Joshua Soderholm
... The following collection is used to demonstrate the HailPixel survey technique as part of an AGU GRL publication. The following is an abstract for this paper: A new technique, named "HailPixel," is introduced for measuring the maximum dimension and intermediate dimension of hailstones from aerial imagery. The photogrammetry procedure applies a convolutional neural network for robust detection of hailstones against complex backgrounds and an edge detection method for measuring the shape of identified hailstones. This semi-automated technique is capable of measuring many thousands of hailstones within a single survey, which is several orders of magnitude larger than population sizes from existing sensors (e.g., a hail pad). Comparison with a co-located hail pad for an Argentinan hailstorm event demonstrates the larger population size of the HailPixel survey significantly improves the shape and tails of the observed hail size distribution. When hailfall is sparse, such as during large and giant hail events, the large survey area of this technique is especially advantageous for resolving the hail size distribution. The dataset contains the DEM and orthomosaic imagery, processing reports, final location of hail centroids, final measurements of hail major and minor axis, subset offsets and hail pad data. For more information applying the subset offsets to calculate the true position of the hail centroids please see the paper.
Respiration in insomnia: fully night-time respiratory signals in sleep state misperception and psycho-physiological
Contributors: Mohammad Rezaei, Habibolah Khazaie
... The information arranged here had been initially collected for a study entitled ‘Characterization of cardio-respiratory signals in a sleep disorder suffers’. This information describes the data of 82 subjects; taking part 41 healthy subjects and 41 subjects with insomnia in tow phenotype included 30 sleep state misperception and 11 psycho-physiological.
RNA 5-Methylcytosine Facilitates Maternal-to-zygotic Transition through Preventing Maternal mRNA Decay. Yang et al.
Contributors: Ying Yang, Lu Wang
... This file contains all of the original imaing data and source dataset of the paper.
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Code/Data for: Multi-omic Dissection of Oncogenically Active Epiproteomes Identifies Drivers of Proliferative and Invasive Breast Tumors
Contributors: John Wrobel
... R scripts and data files for analysis of TCGA and METABRIC datasets for Wrobel et al. (2019). Multi-omic Dissection of Oncogenically Active Epiproteomes Identifies Drivers of Proliferative and Invasive Breast Tumors. iScience. DOI: https://doi.org/10.1016/j.isci.2019.07.001
Data for: Effects of ultrafine comminution processing on gelling properties of myofibrillar proteins from chicken breast
Contributors: Sun Jingxin, baowei wang, Qiumin Wang, Liping Guo, Ming Huang, Xinglian Xu, Yan Li
... data on dynamic light scattering (DLS), texture analyzer (TA), Fourier transform infrared spectroscopy (FTIR), Raman spectrometer (RS), low field nuclear magnetic resonance (LF-NMR), and scanning electron microscope (SEM).
Effects of Defects on Laminate Quality and Mechanical Performance in Thermoplastic Automated Fiber Placement-based Process Chains
Contributors: Thomas Zenker, Fabian Bruckner
... The corresponding paper (open-access gold) investigates the effects of process specific defects on the laminate quality and mechanical performance for the Thermoplastic Automated Fiber Placement (TAFP) process. The coupon panels were made of polyphenylene sulfide with 60 %wt. continous carbon fiber reinforcment. Subsequent to TAFP layup, three different consolidation processes were applied. Furthermore, stacking sequence, defect type and defect size were varied. Tensile testing of the specimens was conducted according to DIN ISO 527. A GOM Aramis digital extensiometer was used for strain recording. Compression testing was conducted in reference to ASTM-6484. The data provided contains the raw data from the testing machine for both compression and tensile testing. For the latter, the export of the ARAMIS strain concantration measurements is provided as well. Within all data sets, the specimens are refered to with the same nomenclature that is used in the paper. Each parameter set is addressed by XX-Y-Z-S, where XX is the consolidation process, Y is the stacking sequence, Z is the type of defect and S is the defects size. Each testing machine data file contains all five specimen tested as seperate tab. The tabe are named with an internal testing number followed by the specimen index. The ARAMIS strain data is only provieded for the specimen that was considered for the plot and image generation. The authors did ensure that the selected specimen is representative for the corresponding group by subjective comparison of the strain measurements and plots.
The Emergence and Evolution of Master Terms in the Public Debate about Livestock Farming: Semantic Fields, Communication Strategies and Policy Practices_Plofkip (booster-broiler) and Megastal (mega-stable)
Contributors: Tim Stevens
... Data referred to in The Emergence and Evolution of Master Terms in the Public Debate about Livestock Farming: Semantic Fields, Communication Strategies and Policy Practices. News media, social media data and policy debates and documents of two cases in Dutch livestock farming: booster-broiler (plofkip) and mega-stable (megastal)
Data for: Plasmid BMP-2–Embedded Gelatin Sponge As A Gene-Activated Matrix for Preosteoblast Differentiation
Contributors: Po-Liang Lai, Min-Kai Hsieh, Chi-Chien Niu, Tsung-Ting Tsai, Shinn-Chih Wu, Ming-kai Hsieh
... Supplementary Figure 1 To allow endocytosis of DNA complexes into the cells, 5 × 104 cells and TransIT-2020/pEGFP-C1 complexes were mixed for 5, 15, 30, or 60 min (n = 3). Flow cytometry analysis was performed to evaluate GFP expression at these time points using FACS Calibur flow cytometer (Becton Dickinson, Heidelberg, Germany). Cells were gated at 1 × 104 cells/sample in FL1 channel setting, and BMP-2 transfection samples under the same condition at each time point were used as controls(Figure S1A). Transfection efficiencies of these four mixing time points were compared using Becton Dickinson Cell Quest software(Figure S1B). We found that duration of 30 min was the optimal mixing time, as the average GFP expression (9.92%) at 30 min was the highest compared to that at the other three time points. Live and dead assay : The scaffolds were stained using a Live/Dead Cytotoxicity/Viability kit (Invitrogen, Carlsbad, CA)from day 7 to day 28 .The live cells ,dead cells and merge images were all included. Figure 5 ALP supplementary data : all ALP activity corresponding to Figure 5 Figure 6 ARS supplementary data : all ARS activity corresponding to Figure 6 Figure 7 BMP-2 supplementary data: all BMP-2 expression corresponding to Figure 7
Contributors: Maikol Castro, Dora Maria Ballesteros L, Diego Renza
... This dataset is composed of 100 natural images, 1000 tampered counterparts, and their 1000 images of difference (i.e., tampered minus original). The natural images were captured in public sites like parks, streets, and shopping center. For every image were applied 10 manipulations among copy-move, colorizing and retouching operations.
Contributors: Kazimierz Becek
... The air temperature and light intensity were recorded in tropical rainforest of Brunei Darussalam, at 20’ interval in 2017. HOBO Pendant® data loggers were attached to tree trunks approx. 2 m above ground. The data can be used to study various microclimatic and ecological characteristics of tropical rainforests in Brunei and other locations.