cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/h4v1-nk30
title: ExoNet Database: Wearable Camera Images of Human Locomotion Environments

description: Abstract: Recent advances in computer vision and artificial intelligence have allowed researchers to develop environment recognition systems for robotic lower-limb exoskeletons and prostheses. However, small-scale and private training datasets have impeded the widespread development and dissemination of image classification algorithms for human locomotion environment recognition. To address these shortcomings, we developed “ExoNet” - the first open-source, large-scale hierarchical database of high-resolution wearable camera images of human locomotion environments. Unparalleled in both scale and diversity, ExoNet comprises over 5.6 million images of different indoor and outdoor real-world walking environments, which were collected using a lightweight wearable smartphone camera during the summer, fall, and winter seasons. Approximately 940,000 images in ExoNet were human-annotated using a 12-class hierarchical labelling architecture. Available publicly through IEEE DataPort, ExoNet offers an unprecedented community platform to train, develop, and compare next-generation image classification algorithms for human locomotion environment recognition. Beyond the control of lower-limb exoskeletons and prostheses, potential applications of ExoNet to humanoid and autonomous legged robotics.Reference: Laschowski B, McNally W, Wong A, and McPhee J. (2020). ExoNet Database: Wearable Camera Images of Human Locomotion Environments. Under Review.
DOI: 10.17632/mx6zyc66rn.1
title: Results of biased parameter adaptation in differential evolution

description: The dataset contains raw results of the experiments on the effect of Lehmer mean and Linear Bias Reduction on L-SHADE algorithm.
DOI: 10.17632/p3npk87pxw.1
title: Data for "The Impact of Offshore Wind Power Generation on Electricity Prices"

description: Spot market Data published by ENTSO-E, the European Transmission System Operators. It contains, spot price data, forecasted renewable feed-in, forecasted total load, balancing adjustments and total generating capacities from 2015-2018 for 4 Bidding Zones: Great Britain, Germany, Western Denmark (DK1) and Eastern Denmark (DK2). All rights deserve to ENTSO-E.
DOI: 10.21227/j4zn-9g16
title: ExoNet Database: Wearable Camera Images of Human Locomotion Environments

description: Abstract: Recent advances in computer vision and artificial intelligence have allowed researchers to develop environment recognition systems for robotic lower-limb exoskeletons and prostheses. However, small-scale and private training datasets have impeded the widespread development and dissemination of image classification algorithms for human locomotion environment recognition. To address these shortcomings, we developed “ExoNet” - the first open-source, large-scale hierarchical database of high-resolution wearable camera images of human locomotion environments. Unparalleled in both scale and diversity, ExoNet comprises over 5.6 million images of different indoor and outdoor real-world walking environments, which were collected using a lightweight wearable smartphone camera during the summer, fall, and winter seasons. Approximately 940,000 images in ExoNet were human-annotated using a 12-class hierarchical labelling architecture. Available publicly through IEEE DataPort, ExoNet offers an unprecedented community platform to train, develop, and compare next-generation image classification algorithms for human locomotion environment recognition. Beyond the control of lower-limb exoskeletons and prostheses, potential applications of ExoNet extend to humanoid and autonomous legged robotics.Reference: Laschowski B, McNally W, Wong A, and McPhee J. (2020). ExoNet Database: Wearable Camera Images of Human Locomotion Environments. Under Review.
DOI: 10.17632/ps8mtmtmvv.1
title: Data on Race, Inequality, and Social Capital in the U.S. Counties

description: This data set is associated with the article “Race, Inequality, and Social Capital in the U.S. Counties” published in The Social Science Journals. It provides covariates to understand the variation of social capital across the U.S counties in both 2009 and 2014.
DOI: 10.17632/jv7ytc9jch.1
title: Supplementary Data for Asphaltene Precipitation and Deposition Modeling

description: Supplementary data required for asphaltene precipitation and deposition in an Iranian well
DOI: 10.6084/m9.figshare.12954512
title: R0216_20180209a_videos

description: Rat 0216, skilled reaching data collected in Leventhal laboratory by Alexandra Bova
DOI: 10.17632/nxvhnjmg8j.1
title: Data supporting "Using continuous turbidity and seismic measurements to unravel sediment provenance and interaction between suspended and bedload transport in an Alpine catchment"
DOI: 10.17632/tct7vjh994.1
title: FORTRESS_DATA

description: We are submitting here the sample input and output data files of the FORTRESS software package. The package (consisting of three F90 codes) along with manuscript titled 'FORTRESS: FORTRAN programs for solving coupled Gross-Pitaevskii equations for spin-orbit coupled spin-1 Bose-Einstein condensate' are currently under review in Computer Physics Communications. The preprint of the manuscript can also be accessed at arXiv:2002.04365. The dataset submission also contains a README file.
DOI: 10.17632/7xvn4ht55y.1
title: Illustrated Postoperative Instructions after Cleft Repair in Guatemala

description: Demographic data and postoperative care surveys were gathered during two surgical missions to Guatemala November 2019 and March 2020.
DOI: 10.17632/sph4m8hn2t.1
title: Dataset: Identification and quantification of lipids in wild Atlantic salmon, farmed Atlantic salmon (Salmo salar), and salmon feed by GC-MS

description: The main objective of this study was to determine and quantitate the fatty acid levels in wild and farmed Atlantic salmon, with a focus on the saturated fatty acids, monounsaturated fatty acids, polyunsaturated fatty acids, n-3 and n-6 fatty acids, as well as the nutritional quality indices; the atherogenicity index, the thrombogenicity index, and the n-6/n-3 ratio. This is evaluated in the context of nutritional differences by consumption of these two products. Additionally, the fatty acid profile of salmon feed was also of interest to compare the similarities between the fatty acid composition of farmed salmon and its feed. Three fish of each kind, as well as the salmon feed, were analysed by the use of a GC-MS (ISQ QD, Thermo Fisher Scientific) in TIC acquisition mode, with the accompanying software Chromeleon v.7.2.8. The raw data is presented as retention times and peak area (counts/min). Additionally, the relative area (percentage of total peak area) are also presented for the lipid fractions. In general, the raw data was processed to show the identified fatty acids and their respective quantities in wild and farmed salmon, and salmon feed. These are presented in separate sheets within the file. The respective lipid fractions for both fish are also given as separate sheets. Additionally, three sheets were prepared as comparisons to offer a better overview over the processed data. A table of contents are given to further help the navigation between the sheets. The processed data can be used to give an estimate of the fatty acid levels in wild and farmed Atlantic salmon, as well as salmon feed.
DOI: 10.6084/m9.figshare.12952007.v1
title: R0221_20180405a_videos

description: Rat 0221, skilled reaching data collected in Leventhal laboratory by Alexandra Bova
DOI: 10.17632/kh22nxdw5v.1
title: Data Repository for: Integrating water-classified returns in DTM generation to increase accuracy of stream delineations and geomorphic analyses

description: This supplement includes scripts and data to facilitate reproducing the results contained in this manuscript. Key scripts used for processing and analyzing the data are included. It is recommended that users download data from the official State of North Carolina repository, available at https://sdd.nc.gov/, however, a single data file (GreenRiver.zip) is available in this repository to allow readers to reproduce results from the Green River case study area.
DOI: 10.17632/8c6gygxngj.1
title: The negative cross-talk between SAG/RBX2/ROC2 and APC/C E3 ligases in regulation of cell cycle progression and drug resistance

description: These are uncropped western blot figures of this paper published at Cell Reports.
DOI: 10.17632/kvms7x8jyk.1
title: [dataset] Descriptively Analysis of Coffee & Production Challenges in Kenya from 1893 to 2018

description: The dataset (attached as excel file) contains data collected from FAOSTAT, ICO and online research publication on coffee. Specifically, data was collected on coffee production from 1961 to 2018 for East African countries (Kenya, Uganda, Tanzania, Rwanda, Burundi and Ethiopia) and major global producers of coffee (Brazil, Colombia and Vietnam). This data was used to determine the competitiveness of Kenyan coffee in the wake other players in the East African region and top global producers. To examine the challenges facing coffee production Kenya, data for several variables were considered: depressed coffee prices (average auction price 1998/99-2017/18); coffee marketing (weight and value of Kenyan coffee sold through Direct Sales System and the value and weight of coffee traded between 2007/2008 and 2017/2018 through Nairobi Coffee Exchange); cost of coffee production (determined by average production cost in Kenya); levels of consumption of coffee in Kenya ( determined by average proportion in percentage of coffee consumption by coffee exporting countries and average proportion in percentage of coffee consumption by coffee exporting countries); coffee competition with other enterprises (determined by coffee production in comparison with tea and horticulture from 1961-2018); source of agricultural credit; levels of women and youth participation in coffee farming (determined by access to agricultural credit by gender); source of financing coffee sector (determined by agricultural credit from 1995 to 2011). The data is in one excel file indifferent sheets.
DOI: 10.17632/py83xrr8sv.1
title: gender and mathematics and science

description: gender mathematics and science education
DOI: 10.17632/pnwhx69wcz.1
title: Dataset#2 Livestock in the life of Ekaterinburg in the 19th century based on the materials of protection excavations at 69 Dekabristov street

description: Dataset#2 Livestock in the life of Ekaterinburg in the 19th century based on the materials of protection excavations at 69 Dekabristov street. The dataset contains tabular data, images of bones with traces of butgchering, and all identified pathologies of bones in cattle and caprines (sheep/goat). The article publishes the results of an archaeozoological study of faunal remains from a residential area of the city of Yekaterinburg, dating back to the 19th century. The aim of the work is to reconstruct the meat nutrition system of the city residents and the structure of the meat market, as well as to reconstruct the dimensional data of the livestock sold for sale. The materials of the work are represented by the bones of livestock, which are waste from cooking. A number of bone products are also considered, which are represented by dice and household items. When processing the bones of domestic animals, conventional archaeozoological techniques were used. Comparative data on modern cattle were used to interpret pathologies on the bones of livestock. Analysis of the osteological collection showed a noticeable prevalence of cattle bones over all other types of domestic animals. In the diet of the inhabitants of Yekaterinburg in the 19th century, beef was of paramount importance. For meat and subsequent sale, mainly young bulls and sheep were slaughtered. Butchering the carcasses of slaughtered cattle was carried out with an ax. Paleopathological analysis did not reveal evidence of unsatisfactory conditions for keeping livestock and the fact of the working use of bulls.
DOI: 10.25919/5f5ff186d0272
title: Parkes observations for project P1058 semester 2020APRS_07

description: We propose to carry out a Parkes timing campaign of the new millisecond pulsar, J1431-6328, discovered by the Australian SKA Pathfinder (ASKAP) and Parkes Ultra-Wideband Low (UWL) receiver. PSR J1431-6328 has a spin period of 2.77 ms and is in a very wide binary system with an orbital period of 88 days. The relatively low mass of the companion and the long orbital period make this binary system extremely interesting for the understanding of binary evolution. The wide orbit of J1431-6328 also makes it useful for tests of the strong equivalence principle. The proposed program will allow us to better measure its binary parameters and to achieve more precise localisation of the pulsar, which is crucial for the optical follow-up of the system.
DOI: 10.17632/vyhhgsz336.1
title: Application of the mixing length theory to assess the generation of melt in internally heated systems

description: 1) Data used to generate the figures in the eponym article. The method and research hypothesis is reported in the article, while the datafile contains the gmt files creating the figures. 2) Matlab programs used to calculate the evolution of the generic mantle. The main routine is Evolution_MLT.m.
DOI: 10.17632/n3fr4jj4wp.1
title: Cell Reports_Machino et al.

description: The data used in the paper published in Cell Reports.
DOI: 10.17632/9tk3k4xsgs.1
title: Loisel et al-data set

description: UV-VIS and FTICRMS data
DOI: 10.17632/kwcnhj4tjb.1
title: Opisthorchis viverrini infection induces metabolic and gut microbial disturbances in hamsters

description: The raw gut bacterial sequencing data obtained from hamsters treated with different interventions including 1) O. viverrini-infected hamsters (1 month 4 months p.i.) and 2) non-infected control group (NC at 1 m and NC at 4 m).
DOI: 10.17632/gsfp9c3zyy.2
title: Plastic LCA

description: Data on the plastic (including bioplastic) LCA results.
DOI: 10.17632/xvtr2js834.4
title: Numerical simulations of the ultra-deep transient multicomponent electromagnetic logging measurements

description: The present dataset includes data and figures related to the submitted paper " Numerical simulations of the ultra-deep transient multicomponent electromagnetic logging measurements " currently under review in Geoscience Frontiers.
DOI: 10.17632/c3pvc272df.2
title: Raw data on the morphometric measurements of Malaysian Mahseer (Tor tambroides) in captivity

description: Raw data on the morphometric measurements of 27 adult male and 27 female Malaysian Mahseer (Tor tambroides) reared in captivity. Data was measured using digital image analysis. Data is used to study the sexual dimorphism in this species.
DOI: 10.6084/m9.figshare.12955052
title: Search and Analysis Protocol

description: Search and Analysis Protocol used in Systematic Literature Review of published research on the relationships between consumption of pornography and domains of Healthy Sexual Development
DOI: 10.17632/b4rdjznsf3.1
title: Data set for Software Fault Prediction
DOI: 10.17632/4d9rwvp77h.3
title: Polarised Covalent Thorium(IV)- and Uranium(IV)-Silicon Bonds

description: We report the synthesis and characterisation of isostructural thorium(IV)- and uranium(IV)-silanide complexes, providing the first structurally authenticated Th-Si bond and a rare example of a molecular U-Si bond. These complexes therefore present the first opportunity to directly compare the chemical bonding of Th-Si and U-Si bonds. Quantum chemical calculations show significant and surprisingly similar 7s, 6d, and 5f orbital contributions from both actinide (An) elements in polarised covalent An-Si bonds. Research data included here.
DOI: 10.17632/49hv5brf92.1
title: Working example data for generating syntehtic 4-second utility-scale PV output time series from hourly solar irradiance data

description: Generation of synthetic PV output time series at 4 seconds using hourly solar irradiance PV plants notation: 277 - Nyngan, 295 - Broken Hill, 299 - Moree, 309 - Royalla. data - Generate reference data contains parameters such as tilt angle, azimuth of the four reference plants. Generate reference/training data code - Generate reference data contains subfolders of steps in generating statistical distribution from the reference data 3.1.1 contains code which caluclate bin number from hourly solar irradiance data. 3.1.2 contains codes to calculate 4-second clear sky PV output, then arrange the 4-second clear sky output into hourly interval. 3.1.3 contains code which sorts the hourly interval according to each pair of GHI and DNI. BIN_INDEX.mat contains the bin numbers that physically exist. 3.1.4 contains code that fits q-exponential distribution to the measured (i.e. reference) distribution. 3.1.5 & 3.1.6 contains the code which scale the distributions to the desired DC plant capacity. Generate synthetic time series code-Synthetic time series contatins: - model_4_sec.m which generate 4-second time series with input of the hourly GHI, DNI and PV output of the plant to be modelled and the scaled distributions from the previous step. - prepare_for_validation.m which calculate PV output variability from the generated 4-second time series and other statistical measures including RMSD, NMBD and KSI. Sample outputs Each folder contains some examples of output file of the code(s) within the same folder. Where a reference plant and a test plant are paired, the file name can be read as follow: bin_dist_pool_(yyyy)_(reference plant)_(test plant).mat Hourly_model_(yyyy)_(test plant)_(reference plant).mat
DOI: 10.17632/65ctb4dzcn.1
title: Inter and intra variability of release variables of the shot put's trajectory of elite seated shot-putters throwing from different seating configurations

description: Overall (all throws), intra-participant (average of all throws of all participant) and inter-participant (average of all throws of each participant) variability, including Box and Whiskers plot, of release variables of the shot put's trajectory during seated throwing. Overall and individual release variables were provided for elite seated shot-putters throwing from four seating configurations involving sitting direction (e.g., front on, diagonal) and use of a holding pole (e.g., with pole, without pole).
DOI: 10.6084/m9.figshare.12955064
title: Complete list of 68 articles reviewed for analysis of pornography and pleasure

description: Complete list of 68 articles analysed for Systematic Literature Review on relationship between consumption of pornography and capacity and experience of sexual pleasure.
DOI: 10.17632/h8rs6v4dgt.2
title: Enhancement of Intracellular Calcium Ion Mobilization by Surface Charges

description: Intracellular calcium ion mobilization as well as cell viability and proliferation can be controlled with surface charges.
DOI: 10.17632/ttccnvj8sj.3
title: The identification and functional analysis of CD8+PD-1+CD161+ T cells in hepatocellular carcinoma

description: Immunotherapy is a powerful therapeutic strategy for end-stage hepatocellular carcinoma (HCC). It is well known that T cells, including CD8+PD-1+ T cells play important roles involving tumor development. However, their underlying phenotypic and functional differences of T cell subsets remain unclear. We constructed single-cell immune contexture involving approximate 20,000,000 immune cells from 15 pairs of HCC tumor and non-tumor adjacent tissues and 10 blood samples (including 5 of HCCs and 5 of healthy controls) by mass cytometry. scRNA-seq and functional analysis were applied to explore the function of cells. Multi-color fluorescence staining and tissue microarrays were used to identify the pathological distribution of CD8+PD-1+CD161+/- T cells and their potential clinical implication. The differential distribution of CD8+ T cells subgroups was identified in tumor and non-tumor adjacent tissues. The proportion of CD8+PD1+CD161+ T cells was significantly decreased in tumor tissues, whereas the ratio of CD8+PD1+CD161- T cells was much lower in non-tumor adjacent tissues. Diffusion analysis revealed the distinct evolutionary trajectory of CD8+PD1+CD161+ and CD8+PD1+CD161- T cells. scRNA-seq and functional study further revealed the stronger immune activity of CD8+PD1+CD161+ T cells independent of MHC class II molecules expression. Interestingly, similar change of the ratio of CD8+CD161+/ CD8+CD161- T cells was also found in peripheral blood samples collected from HCC cases, indicating their potential usage clinically. We here identified different distribution, function and trajectory of CD8+PD-1+CD161+ and CD8+PD-1+CD161- T cells in tumor lesions, which provided new insights for the heterogeneity of immune environment in HCCs and also shed light on the potential target for immunotherapy.
DOI: 10.17632/jprp23jn68.1
title: Psychological well-being in the winter forest: A pilot study

description: Data collected at the Evo campus in Finland in February 2019 on the impact of the forest landscape with snow cover on trees and ground is posted here. The data includes the values of the psychological indicators of the respondents. Some of the records were filled with the winsorizing technique in SPSS.
DOI: 10.17632/fnmj9756x9.1
title: Data from Niedzwienska, Solga, Zagaja, and Zolnierz (2020) „Everyday memory failures across adulthood: Implications for the age prospective memory paradox”

description: This dataset includes the data for the study on age-related differences in everyday memory failures (three age groups, N= 152). Information on each variable is available as comments on the cell containing the name of each variable. A manuscript describing the results of the study is currently accepted for publication in PLOS ONE.
DOI: 10.17632/htzhskjy78.1
title: Macrophage immune memory controls endometriosis in mice and humans

description: This folder contains original data for the accepted manuscript CELL-REPORTS-D-20-00069R1 according to the journal guidelines.
DOI: 10.17632/mkbj6mjc46.1
title: G3_2020_code

description: Modeling the growth of silicic reservoir with replenishment
DOI: 10.17632/hjbk3k3j4w.1
title: Photochemistry in cool season DATA-20200914

description: Photochemistry in cool season DATA-20200914
DOI: 10.17632/px8kjhtg6v.1
title: Supplementary Data of “Research letter: Pre-existing cutaneous conditions could increase the risk for SARS-COV-2 infection”

description: Elevated ACE2 expression in the lesion of psoriasis and atopic dermatitis. Elevated ACE2 expression in inflammatory skin disorders with barrier dysfunction mouse models and could be reduced by topical skin recovery moisture. S protein transmitted through the skin of inflammatory skin disorders with barrier dysfunction mouse models. SARS-COV-2 pseudovirus could be detected in the dermal and lung of mouse skin with inflammatory status and deteriorated skin barrier.
DOI: 10.17632/769cyvdznp.1
title: River water level height measurements obtained from river cameras near Tewkesbury

description: This dataset contains extracted water level observations (WLOs) from four river cameras located on rivers Severn and Avon near Tewkesbury, UK, and owned by Farson Digital Ltd The data is extracted from hourly daylight river camera images between 21st Nov – 5th Dec 2012. The dataset consists of spreadsheets containing extracted water level data for each camera along with necessary metadata, all available Farson Digital Ltd river camera images between 21st Nov – 5th Dec 2012, and 3D point measurements of the location of each camera and locations of all measured points in the field-of-view for each camera.
DOI: 10.17632/f9vx46p3fc.2
title: IMO-8400 Supplemental Tables

description: Supplemental Tables for "A phase 2 double-blinded, placebo-controlled trial of toll-like receptor 7,8,9 antagonist, IMO-8400, in dermatomyositis"
DOI: 10.17632/4bvf6b4hd9.1
title: Predicting the fatigue life of a ball joint

description: ball joint data