cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/bm2jpcsr7s.1
title: Supplementary data to publication "Feeding dairy cows bakery by-products enhanced nutrient digestibility, but impacted fecal microbial composition and pH in a dose-dependent manner"

description: This research evaluated the effects of feeding leftover bakery by-products (BP) in replacement of cereal grains on nutrient digestibility and hindgut fermentation in dairy cows. Results showed that feeding BP up to 30% increased the digestibility of nutrients and the intake of digestible organic matter up to 2 kg/d. However, these cows had lower fecal pH and major changes in the microbial community, especially increased amylolytic and decreased cellulolytic bacteria. Data indicate that the complete substitution of cereal grains by BP in the diets of dairy cows increased the risk of developing hindgut dysbiosis.
DOI: 10.17632/ctktbb4rvv.1
title: IDentik: National ID eCard Reader Dataset

description: Dataset resource for National ID eCard Reader.
DOI: 10.17632/djnyd6wh7m.1
title: OPERA pulses and NMR data, Coote et al

description: Supporting data for "Optimization of phase dispersion enables broadband excitation without homonuclear coupling artifacts" by Coote et al. Manuscript citation: Paul Coote, Wolfgang Bermel, Haribabu Arthanari, Optimization of phase dispersion enables broadband excitation without homonuclear coupling artifacts, Journal of Magnetic Resonance, 2021, 106928, ISSN 1090-7807 Manuscript DOI: https://doi.org/10.1016/j.jmr.2021.106928
DOI: 10.17632/py4nb577w4.1
title: Changes in Attitude Homophily due to Video Cultivation

description: The testers for the experiment were recruited from a pool of college students enrolled in e-commerce and digital graphic design courses. The first session was organized into a group of all participants. The session took two hours, during which the participants viewed four videos, two from each YouTuber (Jeffree Star and Shane Dawson), and filled in two questionnaires. The second session, also performed in a group, lasted eight hours to assure sufficient breaks between the six episodes of The Secret World of Jeffree Star. At the end of the session, the testers completed the same questionnaire about the YouTubers as in the first session. The third and fourth sessions were performed with each tester separately due to the possession of only one license for the FaceReader software and one eye-tracking camera. The third session lasted for 10 hours with short breaks. The testers viewed the entire series while being recorded with FaceReader, and subsequently answered two questionnaires. The last session took one hour to complete. The testers browsed social media while being monitored by the eye-tracking camera.
DOI: 10.17632/3bh7dk6s4v.1
title: Risk factors for Early Childhood Caries

description: We aimed to perform a systematic review to assess current evidence for the association between various risk factors and Early Childhood Caries (ECC) prevalence or incidence. We included prospective and retrospective cohort and case-control studies. Two reviewers searched PubMed, Embase, IndMed, Cochrane library, EBSCO, LILACS and other sources through July 2016 to identify published and non-published studies without any language restrictions. We assessed risk of bias using the Newcastle-Ottawa Scale for observational studies. The included studies were categorized into lower income, lower middle income, upper middle income and upper income countries according to the World Bank classification. Data was summarized in a meta-analysis using fixed and random-effects inverse-generic meta-analyses. From 3178 screened records, 76 studies (59 cohort and 17 case control) evaluating a total of 3,32,792 individuals were included. Twenty two were of high and 35 of moderate and 22 of low quality. One hundred and twenty one risk factors were found to be significantly related to the prevalence or incidence of ECC. The strongest risk factors found in the high income countries were the presence of dentinal caries (dmft&gt;0) [OR 4.12 (2.18-8.16)], high levels of streptococcus mutans [OR 3.83 (1.81-8.09)], frequent consumption of sweetened foods [OR 3.14 (0.89-11.04)], poor oral hygiene [OR 3.12 (1.77-5.49)] and visible plaque present [OR 3.10 (2.0-4.80)]. In the upper middle income countries presence of enamel defects [OR – 14.62 (6.10-35.03)] and high levels of streptococcus mutans [OR 9.21 (4.97-17.07)] were found significant. Only one study was conducted in the lower middle income category. No studies in the lower income countries evaluated the risk factors of ECC. In conclusion the risk factors found to be significant with ECC were presence of enamel defects, high levels of streptococcus mutans, presence of dentinal caries, frequent consumption of sweetened foods, poor oral hygiene and visible plaque. (registered with PROSPERO [CRD42016027476])
DOI: 10.17632/jr7pzbdbkb.1
title: data for Notable contributions of aerosols to the predictability of hail precipitation

description: Files named as *.nc are the data.
DOI: 10.17632/39nhpc85kz.1
title: Improving the use of ground weather radar for monsoon rainfall estimation

description: Weather radar can offer synoptic measurement at a higher temporal and spatial resolution to extract the rain information. Rainfall can be inverted from the radar reflectivity using the power-law relation to ground rain gauge measurement. The relationship known as Z-R model has been established in many variants but the uncertainty from the sampling bias and the Z-R variability of single-polarization radar observation on monsoon rain becomes subject to research. The inconsistence of the Z-R model exemplifies the main disadvantages of radar rainfall estimation. Previously proposed universal Z-R models are inadequate to be applied for heterogenous rain intensity during monsoon seasons . Studies on the accuracy of Z-R model are lacking for many reasons such as complex radar data structure, requires a large data storage and is very expensive when used for long-term observations. Radar reflectivity data was collected by the S-band single-horizontal polarization Doppler radar at Kota Bahru, Kelantan and the data is managed by Malaysia Meteorological Department (MMD). The observation covers radial measurement from 50 to 250 km radii. The reflectivity data represents the return signal sampled in 10 minutes and at position within 2-km altitude from the ground which was generated from the lowest scanning angle of 0.7 degree. Such setup would reduce the ground clutter effect which is typically pronounced in the signal received close to the radar antenna providing reliable rainfall information near to the surface and also minimizing the temporal uncertainty in the Constant Plan Position Indicator (CAPPI). Calibration through the threshold log receiver of signal-to-noise ratio (LOG) and the Doppler channel clutter-to-signal ratio (CSR) were applied in pre-processing for minimizing the uncertainties formed by the beam blockage, ground clutter, and during instrument calibration (VAISALA 2016). The radar data conversion from SIGMET to Netcdf was applied through Python Atmospheric Radiation Measurement (ARM) Radar Toolkit (Py-ART). Tipping bucket rain gauges provide rain intensity at a volumetric resolution of 0.2 mm in 1-hour resolution, organised by the Department of Irrigation and Drainage (DID). For this study, there are 58 gauges involved in the 200-km radar observation range. These studies reported that 50 gauges have experienced more than 10% of data void and 41 gauges were working in homogenous fashion while the rest of gauges were doubtful. The digital elevation model (DEM) data is a product of The Shuttle Radar Topography Mission (SRTM) with 30 meters (1 arc-second) pixel spacing and was used for altitude correction of each rain gauge. The DEM products have been corrected on the void pixels they can be downloaded from the U.S. Geological Survey (USGS) website. Reflectivity and rain gauge data are obtained during the wet season of the northeast monsoon from 2013 to 2015 (January, February, March, September, October, November and December).
DOI: 10.17632/x5hngc38w3.2
title: Supplemental data for California blue carbon case studies from 'Incorporating blue carbon sequestration benefits into sub-national climate policies'

description: This dataset consists of a CSV spreadsheet representing metric tonnes of carbon sequestration (T CO2) and economic value (USD) using the high, mean, low values of the range of estimated carbon sequestration. This is a supplemental data file for the following publication: Wedding et al. 2021. Incorporating blue carbon sequestration into sub-national policies. Science of the Total Environment. 102206 https://doi.org/10.1016/j.gloenvcha.2020.102206 We used a range of carbon sequestration values to measure carbon sequestration (T CO2e) in 2016 (start of modeling), 2030, 2060, and 2100. We chose these time points because they are commonly used in coastal planning horizons. We estimated the net present value (USD) of carbon sequestration (removal of carbon dioxide from the atmosphere) as an ecosystem service at 2030, 2060, and 2100. We used two metrics of valuation: (1) price of one metric tonne of carbon on the California Carbon Exchange (assuming the cost of carbon remained stable over the analysis period), (2) the Social Cost of Carbon, or the cost of societal damages from each additional tonne of carbon in the atmosphere. We generated these estimates using the InVEST Coastal Blue Carbon Model from the Natural Capital Project (https://naturalcapitalproject.stanford.edu). For all three case study locations, we projected the values of carbon metrics if the marsh extent were to remain stable across the modeling period. This was referred to as the No Change scenario. Additionally, for Humboldt Bay, we modeled the restoration of McDaniel Slough (McDaniel Slough Restoration scenario).
DOI: 10.17632/vpjt5v26tc.1
title: FingerprintHarGasFacialDataset

description: This dataset has 116 rows, each one representing one dataset from a set of several public datasets, taken from several different domains (Human Activity Recognition, Gas analysis, Facial expressions recognition using Kinect), so it is actually a meta-data set (a dataset of datasets) as well as different sources: - University of Texas Multimodal Human Action Dataset - Opportunity Activity Recognition - Physical Activity Monitoring for Aging People Version 2 - Mobile Health data set - Daily and Sports Activities - Human Activities and Postural Transitions - Gas Sensor Array Drift - Grammatical Facial Expressions Each of the columns is a feature taken from one of the above mentioned 3 domains: - The first 9 (F0-F8) are taken from the HAR domain - The next 3 (F9-F11) come from the Gas domain - The last 3 (F12-F14) come from the Face expressions domain Notice that there are more rows than public datasets we compiled because for some of them we took pairs of sensors as a different dataset. The label (last column) is the fusion architecture that performed best, from the following ones: 1.- Aggregation of features 2.- Vote with shuffled features 3.- Voting 4.- Voting with CART, LR, and RCF for all features 5.- Multi-View Stacking with shuffled features 6.- Multi-View Stacking 7.- Multi-View Stacking with CART, RCF, and LR 8.-AdaBoost When we found no statistically significant difference between the default method, which was aggregation, then we took this one.
DOI: 10.17632/28g9zcj7cp.1
title: BDNF

description: Age, body weight, height, body mass index (BMI), obesity, serum BDNF protein concentration, and BDNF Val66Met SNP genotype of healthy controls, patients with schizophrenia, and patients with MDD.
DOI: 10.17632/5yhhngndg8.1
title: Cell Reports 2019, 26, 1033-1043 Correction

description: Correction for Miyazaki et al., Cell Reports 2019, 26, 1033-1043
DOI: 10.17632/cx23z3g3xy.2
title: Cilostazol prevents CIPN (Raw dataset)

description: These are raw dataset of the main figures in the manuscript "Cilostazol is an effective causal therapy for preventing paclitaxel-induced peripheral neuropathy by suppression of Schwann cell dedifferentiation". *Fig. 3A The main staining images in Figure 3A shows the data from sample No. 4. The staining images of sample No. 1-3 are shown in the tif file named "Other samples of Fig. 3A". *Scale bar = 100 μm (in Fig. 1, 2, 3, and 5) or 200 μm (in Fig. 4).
DOI: 10.17632/yy3nz64skc.1
title: Data for: An empirical model of the Saturn thermosphere

description: Two zipped tar archives and one zipped Python object are provided. The Saturn_H2_Results.tar.gz archive contains density and temperature profiles retrieved from individual stellar occultations in simple text files where the header explains the contents of the files. The PythonCode.tar.gz archive includes Python codes provided for convenience that read the results from the above results files and recreate the empirical models and figures from the paper. The SaturnModelPickle.gz is a zipped Python pickle dump that includes a class object containing the thermosphere model and data, as originally generated.
DOI: 10.17632/82jmzjhckh.1
title: Partial Offloading with Stable Equilibrium in Fog-cloud Environments using Replicator Dynamics of Evolutionary Game Theory

description: In this research, we propose a solution for partial offloading based on the replicator equation of evolutionary game theory. The ultimate goal is for users to be in a stable equilibrium based on their priorities in terms of energy consumption, latency, and computational cost so that no user is willing to change his/her strategy. The results of solving the replicator equation followed by statistical analysis show that the proposed method has a remarkable performance improvement compared to the state-of-the-art methods. Our method not only shows a better average based on the weighted combination of energy consumption, latency, and cost but also has a lower variance compared to the full local execution and the full offloading methods. Our results also show that when the number of users is very large, the system can reach equilibrium with the least amount of information exchange among players.
DOI: 10.17632/pbcdgtcxm6.1
title: Kazanie
DOI: 10.17632/td486jwcrh.1
title: hardware Pilot

description: Data for hardware Pilot
DOI: 10.17632/v6x3pbppb4.1
title: USAGpHCRP_DATA

description: The Generated Adapted AP (Australian Post) & CAB (Civil Aeronautic Board) Datasets with the added Time Windows & Vehicles Load Limit considered to solve the Uncapacitated Single Allocation Green p-Hub Center Routing Problem (USAGpHCRP).
DOI: 10.17632/p3r7njtr5b.1
title: Mobile banking utilitarian factors and relationship marketing dimensions perception

description: Data tabulation on the perception of mobile banking service utilitarian factors and relationship marketing dimensions. For the data collection, this study used the survey method.
DOI: 10.6084/m9.figshare.12084078
title: Candidate drugs

description: The complete list of candidate drugs, which meet the optimal cut-off and are not current antiseizure medications
DOI: 10.6084/m9.figshare.12084078.v3
title: Candidate drugs

description: The complete list of candidate drugs, which meet the optimal cut-off and are not current antiseizure medications
DOI: 10.6084/m9.figshare.12084078.v2
title: candidate drugs

description: The complete list of candidate drugs, which meet the optimal cut-off and are not current AEDs
DOI: 10.17632/mx6vr8bpgn.1
title: Waimea Stream (Oahu) groundwater modeling files

description: 1. Input and output files for groundwater modeling (Aquaveo/Modflow) of the Waimea Stream area for Schuyler Robinson's thesis: 2. SEM images of stream sediment: 3. Raw X-ray diffraction files: Robinson, S.M. (2019). Geological and Geochemical Controls on Non-Tuberculous Mycobacterium Transmission: Examples from Hawai’i. Brigham Young University MS Thesis, Provo, Utah, 82 p., available at: https://scholarsarchive.byu.edu/etd/8558/
DOI: 10.17632/9jbmwpr433.1
title: Topical treatments for early-stage mycosis fungoides using Grading Recommendations Assessment, Development and Evaluation (GRADE) criteria: A systematic review

description: Supplemental material
DOI: 10.17632/kwvfwx7546.1
title: Pah Tempe video

description: This data set shows parallel visible and forward-looking infrared imagery of the Pah Tempe Hot Springs region in southwestern Utah. It is provided as part of an accompanying scientific publication. They show the inflows of hot water into the Virgin River, as well as the exhalation of warm air from fractures in the canyon wall.
DOI: 10.17632/6f8y8d9cgw.2
title: Higher airborne pollen concentrations correlated with increased SARS-CoV-2 infection rates, as evidenced from 31 countries across the globe

description: SARS-CoV-2 infections positively correlate with pollen concentrations (PNAS, 2021). Daily data per country and examined region of: 1. Airborne pollen concentrations 2. SARS-CoV-2 infection rates 3. Air temperature 4. Relative humidity 5. Population density 6. Lockdown dates
DOI: 10.17632/8j836n4bys.5
title: Variables of the intra-urban inequality indicator

description: The database "Census tracts variables data" contains fifteen variables associated with urban inequality. The database "Data_PSL_S-III" contains thirty four variables associated with urban inequality. The data are from the city of Maringá, Paraná, Brazil. The primary source is the Brazilian Institute of Geography and Statistics (IBGE).
DOI: 10.17632/3bw6k4fy4y.1
title: Dataset of 36 publicly available multi-issue climate change adaptation plans of small and mid-size urban communities in France and the United States

description: The present dataset consists of metadata for 36 examples of publicly available multi-issue climate change adaptation plans of small and mid-size urban communities in France and the United States. Compiled by Lioubimtseva and da Cunha (2020) as a pilot sample for a comprehensive monitoring and evaluation system developed by the authors, the complete dataset comprises assessment results based on 24 criteria of plans structure, content, and planning process. To protect information about quality scores of individual planning documents, this published part of our dataset is limited to information about the cities’ profiles and their plans, with plan assessment results presented in Boolean format instead of actual assessment scores, and the highlights of the strong points of each plan (instead of the actual quantitative scores generated in our study). The purpose of this dataset is to provide users with references to examples of strong points of the first generation climate adaptation plans developed between 2007 and 2017 in both countries.
DOI: 10.17632/c6882kknhd.1
title: Dataset of a "Multicenter field evaluation of real time PCR kit prototype for early diagnosis of congenital Chagas disease”

description: The file “FONARSEC Study_public data base.cvs” contains all the variables used in the analysis of the manuscript “Multicenter Field Evaluation of Real time PCR Kit prototype for Early Diagnosis of Congenital Chagas disease”. The data set is structured with one record per each T. cruzi infected mother-newborn binomial screened. Each of the 622 binomial screened was assigned an ID, which is the first variable included in the data set, and subsequently variables on binomials characteristics of interest and laboratory results for the 559 recruited binomials. Variables were obtained from: i) study forms to collect information from clinical records or participants answers, ii) specific data forms for laboratory results, and iii) created from the previous variables. In the file “Fonarsec Study_Data dictionary.pdf” is detailed the information on each variable. The analysis of this data set was done with Stata version 11.2, and some complementary analysis in EpiDat version 3.1.
DOI: 10.17632/7g77npfpbg.2
title: Code to calculate and graph incremental cost-effectiveness ratios

description: User-friendly R code to 1) identify dominated and extended dominated options 2) calculate incremental cost-effectiveness ratios 3) draw a graph on the cost effectiveness plane
DOI: 10.17632/ypbtdt4r33.2
title: Bronze age pottery artefact from Jordan

description: UCL MSc Archaeological Science: Technology and Materials. Laboratory and instrumental skills in archaeological science module (ARCL0170). Assessment 2.
DOI: 10.17632/6y562shk86.1
title: AI-DM Strategies

description: The dataset has been collected using 30 variables from 242 managers from MENA region. The variables consist of 3 categorical variables and the remaining are ordinal variables (using Likret 7 point scale).
DOI: 10.17632/2t8yg8vhk4.2
title: Data from: Consistency in supplemental food availability affects the space use of wintering birds

description: We've broken up the larger data set into separate files that correspond to each species and/or to a specific model in the analysis. For each of the three species (black-capped chickadee, white-breasted nuthatch, and tufted titmouse) there are four models. There is also a fourth data set for the preliminary model ran to determine what weather variables to include in the main analyses. The full dataset, not broken up, is also included.
DOI: 10.6084/m9.figshare.14185787
title: Blackfly community and habitat condition metadata from the Luvuvhu catchment

description: Blackfly community dataset from 22 sites of the Luvuvhu catchment. This data was collected between December 2016 and February 2018. Riffles was the only habitat type considered. Six stones were examined during sampling and organisms taken for species or subgenera level identification. Insitu variables were also recorded.
DOI: 10.6084/m9.figshare.14185787.v1
title: Blackfly community and habitat condition data of the Luvuvhu catchment

description: Blackfly community dataset from 22 sites of the Luvuvhu catchment. This data was collected between December 2016 and February 2018. Riffles was the only habitat type considered. Six stones were examined during sampling and organisms taken for species or subgenera level identification. Insitu variables were also recorded.
DOI: 10.5281/zenodo.4580357
title: Reproduction Package to "Strong Reduction of Quasiparticle Fluctuations in a Superconductor due to Decoupling of the Quasiparticle Number and Lifetime"

description: This is a reproduction package to the paper "Strong Reduction of Quasiparticle Fluctuations in a Superconductor due to Decoupling of the Quasiparticle Number and Lifetime". It contains all data and code to reproduce the figures in this paper.
DOI: 10.5285/664c6eba-7c6d-422d-bb13-7dd1bf5f6dba
title: Flow velocity and along-flow stress products for Larsen C Ice Shelf, Antarctica, modelled before and after the calving event of Iceberg A68 in July 2017

description: Velocity and along-flow stress states were modelled for Larsen C ice shelf, before and after the calving of iceberg A68 in July 2017. The archive contains two sets of model outputs: i) flow velocity before and after calving, and the difference between these periods, and ii) along-flow stress before and calving, and the difference between these periods. The models are produced with the BISICLES ice sheet model. Additionally to high-resolution geo-referenced model outputs, a low-resolution image of each is provided for reference. The maps were produced by Dr Stephen Cornford, Swansea University. The data is part of the NERC RACE project, NE/R012334/1.
description: Data was modelled using BISICLES, using inputs derived from: the Sentinel-1 velocity maps from satellite feature tracking, performed as part of the RACE project (NE/R012334/1); Bedmap2 (Fretwell et al, 2013) ice thickness & bed elevation. The velocity/stress maps indicate the precursor velocity and stress states prior to the acquisition of seismic and radar datasets, and satellite feature tracking, performed as part of the RACE project (NE/R012334/1).
description: Data was modelled using BISICLES. Inputs derived from the Sentinel-1 velocity maps from satellite feature tracking. Bedmap2 (Fretwell et al, 2013) ice thickness & bed elevation.
description: Model mesh resolution varies but is typically 1km.