cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.m63n758/3
title: Mackie_Drought_Legacy_Soil_Microorganisms

description: Soil samples were collected at one sampling date in 2014 for a multi-site precipitation exclusion field experiment. Soil variables include gravimetric soil moisture at three sampling depths and bacterial and fungal abundances from phospholipid fatty acid (PLFA) and neutral lipid fatty acid (NLFA) analyses.
DOI: 10.5061/dryad.m63n758/4
title: Mackie_Drought_Legacy_Soil_Nitrogen

description: Soil nitrogen measurements were collected at two intervals in 2014 for a multi-site precipitation exclusion field experiment using plant root simulators (PRS™-probes, Western AG, Canada). Total soil nitrogen, soil nitrate and soil ammonium were measured.
DOI: 10.5061/dryad.n8g5345/1
title: ITS sequences

description: Comparison of ITS sequences
DOI: 10.5061/dryad.ps58g58/1
title: Summary of the analysis of the southern right whale vocalisation data

description: This spreadsheet contains data on the presence of right whale vocalisations for all of the recordings from the DSG recorder. 
Subsequent tabs in the spreadsheet contain the analysis of calls by season, month, per day, diel period and hour and call type
DOI: 10.5061/dryad.ps58g58/2
title: Summary of the detector performance data

description: This spreadsheet contains data on the performance of the automated detector (the eXtensible BioAcoustic Tool (XBAT) written in MATLAB) which was developed for upcall vocalisations produced by North Atlantic right whales. 

Manual and automated detections were compared to test the effectiveness and sensitivity of the algorithm for detecting SRW upcalls. We randomly selected 10% of the total number of recordings for verification analysis and annotated the detection events as either true or false based on the manual classification. Two measures of detector performance were applied: Positive Predictive Value (PPV) which represents the percentage of the upcalls logged by the detector that were judged by the human analyst to have been correctly assigned, and True Positive Rate (TPR) which represents the percentage of upcalls detected by the analyst also logged by the detector.
DOI: 10.5061/dryad.ps58g58/3
title: R script for Zero Inflated Model and Likelihood Ratio

description: A Zero Inflated Model with a negative binomial distribution was used to evaluate whether particular seasons and/or diel periods were important for explaining differences in right whale call presence and call rate. 
This script runs the ZIM and conducts a log-likelihood ratio test to determine whether a poisson or negative binomial distribution best fitted the count data.
DOI: 10.5061/dryad.qm5m0s5/1
title: Data1Peabotuwageetal,BirdSpecies

description: Bird species, their diets and the habitats in which they were detected.
DOI: 10.5061/dryad.qm5m0s5/2
title: Data2Peabotuwageetal,FigTrees

description: The characteristics of the fig tree species in the different habitats.
DOI: 10.5061/dryad.qm5m0s5/3
title: Data3Peabotuwageetal,Locations

description: The coverage of different vegetation types at tree and non-tree locations in the different habitats.
DOI: 10.5061/dryad.rg18034/1
title: 02_SNP_design_transcriptome

description: Script, in-, and output for SNP design based on transcriptome data. Some large files are stored in the main directory
DOI: 10.5061/dryad.rg18034/2
title: 01_Distance

description: Distance calculations populations transect
DOI: 10.5061/dryad.rg18034/3
title: 02_Step1_01_README_Raw_data_Bufo
DOI: 10.5061/dryad.rg18034/4
title: 02_Step1_02_Filtered_data

description: Scripts, in-, and output for transcriptome data filtering. Some of the large files are in the main directory.
DOI: 10.5061/dryad.rg18034/6
title: 02_Step1_03_Assembled_data

description: Scripts, in-, and output for the assembled transcriptome data
DOI: 10.5061/dryad.tp546d7/1
title: Cusack_et_al_JAE_Data

description: This zip file contains the data needed to replicate the analyses described in the associated paper. These include elk winter GPS collar data 2012-2016 ("Cusack_et_al_Elk_Data_2012_to_2016.csv"), wolf winter GPS collar data 2004-2016 ("Cusack_et_al_Wolf_data_2004_2016.csv"), elk kill site location data ("Cusack_et_al_Elk_Kill_Site_data.csv"), and a vegetation openness raster layer for northern Yellowstone NP ("Cusack_et_al_Vegetation_Openness.asc")
DOI: 10.17632/6t4bpcvwyk.1
title: Data for: Effect of crystallographic texture and microstructure on pitting corrosion behavior of low carbon steels: A Monte Carlo model

description: The present work shows a mathematical model capable of describing the influence of the crystallographic texture and microstructure on the initial stage of pitting corrosion in API 5L steels. The proposed model includes several physical parameters of the material such as the crystallographic orientation, gran size, grain boundary and their distribution, number of inclusions and their distribution, surface energy and the Gibbs free energy change associated with the anodic dissolution mechanisms of the metal in corrosive medium. The microstructure was constructed using Voronoi tessellation associated with the crystallographic grain orientations. The relationship between the surface roughness, surface energy, and the crystallographic texture was described through the symmetric spherical surface harmonic functions. Through Monte Carlo simulations, the number of corrosion pits and their distribution associated with the initiation of pitting corrosion were determined. The results showed that the initiation of these pits depends strongly on the change of surface energy (as a function of crystallographic grains orientation determined by the relation with the surface roughness of the material) due to the formation of new phases and the character of grain boundary and its distribution. The behaviour of pits nucleated due to these events is completely random, while the subsequent growth of these from a nucleated site has a strong influence from the crystallographic grains orientation. The simulation results were in good agreement with those observed by experiments and verified the validity of the proposed model.
DOI: 10.17632/gwxzhtpjzx.1
title: Data for: Silica Oxide Encapsulated Natural Zeolite for High Efficiency Removal of Low Concentration Heavy Metals in Water

description: We prepared the SiO2 encapsulated zeolite for the high efficient removal of heavy metals with low concentrations in water. The outer layer SiO2 enhanced the adsorption performance of heavy metals, and the removal efficiencies of five heavy metals (Pd, Cd, Zn, Cu and Mn) can be more than 97%. The SiO2 encapsulated zeolite can be repeatly used for the removal of heavy metals. More importantly, the cations transfer from solution via SiO2 layer to inner layer of zeolite was found, which is very important to understand the transport behaviors of heavy metals.
DOI: 10.17632/trc3twpfbf.1
title: Data for: ASEAN Grid Flexibility: Preparedness for Grid Integration of Renewable Energy

description: Electricity demand and load profiles for ASEAN countries
DOI: 10.17632/w9ch5kj39v.1
title: Data for: Photostable soft materials with tunable emission
DOI: 10.17632/wb3pyyrd6d.1
title: Data for: Exploring Touch Feedback Display of Virtual Keyboards for Reduced Eye Movements

description: eye-tracking data, typing performance data, user self-reports data
DOI: 10.17632/x4v6snb3wf.1
title: Result data for: Numerically accelerated pore-scale equilibrium dissolution

description: Result of numerical models used in the manuscript
DOI: 10.17632/xrksk7r4br.1
title: Data for: Electoral fraud and voter turnout: An experimental study

description: This dataset contains the data from the a set of laboratory experiments with human subjects run at the University of Milano Bicocca. The experiment was programmed using zTree (Fischbacher, 2007). Our experimental design involved four sessions of each of our two treatments. As we have 27 subjects per session, we have collected data from a total of 216 subjects, from October 2014 to January 2015. Subjects were recruited from the undergraduate population of the University of Milano-Bicocca, via the ORSEE software (Greiner, 2004). No subject participated in more than one session of this experiment. In December 2015 we have run two additional sessions per treatment where the order of the games played by the subject was reversed.
DOI: 10.17632/zc4vc9kw2n.1
title: Data for: Manufacturing of demineralized whey concentrates with extended shelf life: Impact of the degree of demineralization on functional and microbial quality criteria

description: Composition of nanofiltration (NF) concentrates with 12%, 18% and 24% dry matter (DM) without diafiltration and with 0.75 and 1.5 diafiltration steps (DS)
DOI: 10.5061/dryad.10nf934/10
title: Supplementary File 10 – Performance data used to build performance surfaces

description: Supplementary File 10 – All performance data for shell strength (average maximum von Mises stress assessed across 12 load cases), hydrodynamics (interpolated drag coefficient) and self-righting (F-index) for all combinations of 17 PC1 and 15 PC2 scores evenly distributed across turtle shell shape space.
DOI: 10.5061/dryad.10nf934/9
title: Supplementary File 9 – All drag measurements

description: Supplementary File 9 – Drag coefficient measurements and locations along shape PC axes 1 and 2 of 20 3D printed models used to assess hydrodynamic performance.
DOI: 10.5061/dryad.1s1m8r7/10
title: squirrelAxy_30s

description: squirrel accelerometer and behaviour data for calculating summary stats at 30 seconds for randomForest analysis
DOI: 10.5061/dryad.1s1m8r7/11
title: squirrelAxy_decisionTree

description: squirrel accelerometer and behaviour data used for creating a decision tree for behavioural classification
DOI: 10.5061/dryad.1s1m8r7/12
title: classificationAccuracy

description: Squirrel behaviour data and associated classification from decision tree for calculating accuracy of method.
DOI: 10.5061/dryad.1s1m8r7/13
title: SquirrelAxyBehavscript_Jan2018

description: R script for translating squirrel accelerometer data into behavioural states
DOI: 10.5061/dryad.1s1m8r7/14
title: seasonal_squirrel_daily_activity

description: Daily activity values of each behaviour for each north american red squirrel across the different seasons of the year. These were extracted from accelerometer data.
DOI: 10.5061/dryad.1s1m8r7/7
title: squirrelAxy_10s

description: squirrel accelerometer and behaviour data for calculating summary stats at 10 seconds for randomForest analysis
DOI: 10.5061/dryad.1s1m8r7/8
title: squirrelAxy_14s

description: squirrel accelerometer and behaviour data for calculating summary stats at 14 seconds for randomForest analysis
DOI: 10.5061/dryad.1s1m8r7/9
title: squirrelAxy_20s

description: squirrel accelerometer and behaviour data for calculating summary stats at 20 seconds for randomForest analysis
DOI: 10.5061/dryad.217cc62/1
title: Data file

description: Raw data files
DOI: 10.5061/dryad.2sq2d9m/1
title: LianaCanopyDynamicsFinal

description: Liana density and canopy openness after liana cutting. Metadata included as sheet in excel file.
DOI: 10.5061/dryad.2sq2d9m/2
title: SeedlingGrowthFirstCutFinal

description: Seedling growth from 2011 to 2014. Metadata included as sheet in excel file.
DOI: 10.5061/dryad.2sq2d9m/3
title: SeedlingGrowthSecondCutFinal

description: Seedling growth from 2014 to 2017. Metadata included as sheet in excel file.
DOI: 10.5061/dryad.2sq2d9m/4
title: SeedlingSurvivalFinal

description: Seedling survival following liana cutting in 2014. Metadata included as sheet in excel file.
DOI: 10.5061/dryad.2sq2d9m/5
title: TreeSaplingGrowthFinal

description: Tree and sapling growth following 2014 liana cutting. Metadata included as sheet in excel file.
DOI: 10.5061/dryad.30r34f7/1
title: Vailidity and reliability of traditional Chinese ICOAP questionnaire for Knee Osteoarthritis

description: The data aimed to test the psychometric properties of traditional Chinese Intermittent and Constant Osteoarthritis Pain (ICOAP) questionnaire for Knee Osteoarthritis. The Statistical Package for Social Sciences (SPSS) software (version 21.0) was used to create the dataset. The age was grouped into three bands (1=50-69; 2=60-69; 3=70-78). The abbreviations show as follows: (1). ICOAP= Intermittent and Constant Osteoarthritis and Pain ; (2). v1=first time data collection; (3). v2=second time data collection; (4). SF-12=The Chinese Short form of Health Survey; (5). PCS=Physical Component Summary; (6). MCS=Mental Component Summary.
DOI: 10.5061/dryad.3p4v855/1
title: C script used in simulations

description: File contains the C scripts for three models used to simulated the behaviour of Fst between mating type subpopulations and LD between marker and mating type loci in haploid populations where there is 1. No selection, 2. Constant selection and 3. Stochastic selection on marker loci.
DOI: 10.5061/dryad.3p4v855/2
title: Oregon early 1990 Zymoseptoria tritici RFLP data

description: File contains joint mating type and RFLP genotypes for Zymoseptoria tritici samples collected in Oregon early in 1990
DOI: 10.5061/dryad.3p4v855/3
title: Oregon late 1990 Zymoseptoria tritici RFLP data

description: Contains joint mating type and RFLP genotypes of Zymoseptoria tritici isolates collected late in 1990 in Oregon.
DOI: 10.5061/dryad.3p4v855/4
title: VA 2009 Erisiphe necator microsatellite data

description: Contains joint mating type and microsatellite  genotypes of Erisiphe necator isolates collected late in 2009 in Virginia.
DOI: 10.5061/dryad.45g90h4.2
title: Data from: Global pattern of nest predation is disrupted by climate change in shorebirds
DOI: 10.5061/dryad.45g90h4.2/1.2
title: Data and R codes for Global pattern of nest predation is disrupted by climate change in shorebirds

description: All data files (*26*) are in one zip folder (3 scripts, *21* dataset files, 1 file with phylogenetic trees, 1 file with all variables description). Choose one of the commented scripts (Models, Figures, SuppFigures) and run it. It will use all needed data.
DOI: 10.5061/dryad.6c9143t/1
title: Raw data
DOI: 10.5061/dryad.6v5v88g/1
title: Elephant Diet Data

description: Data on diet composition of 6 elephants from our study (based on DNA metabarcoding) and associated data on digestible energy and protein content of each plant species consumed by those elephants.
DOI: 10.5061/dryad.6v5v88g/2
title: Elephant GPS Collar Data

description: GPS fixes obtained every 30 minutes for each of 12 elephants monitored during our study.
DOI: 10.5061/dryad.6v5v88g/3
title: Enumerator Data

description: Data on crop raiding events (e.g., date, location, crops damaged, etc.) recorded by community members employed as enumerators during our study.
DOI: 10.5061/dryad.6v5v88g/4
title: Precipitation Data

description: Daily precipitation measurements recorded by a rain gauge located in a nearby community during our study.
DOI: 10.5061/dryad.89b2c4s.1/1.1
title: Trajectory kinematics and behaviour from all tracks

description: Trajectory, environmental and behavioral data from Common Swift (Apus apus) flight tracks
DOI: 10.5061/dryad.c73p54m/1
title: Network data for the Gracile Mouse Opossum Gracilinanus agilis

description: Includes food items found in fecal samples of the gracile mouse opossum Gracilinanus agilis, food resources availability and variables that describe habitat structure of savanna woodland forests of Central Brazil.
DOI: 10.5061/dryad.d53g10q/1
title: Simulation code and outputs

description: Zipped file with simulation code in R for two versions of the model - fixed effect sizes and evolving effect sizes - and code for analysing outputs from those in R.
DOI: 10.5061/dryad.dt96f84/1
title: Eastwood etal_Early life TL data_MolEcol

description: File contains data from Eastwood et al. Please see manuscript and read me tab for details.
DOI: 10.5061/dryad.hk54vd3/3
title: Raw Data

description: Genera, species, specimen numbers, skull length, morphological disparity, and partial least squares scores for specimens, and genera, species, specimen numbers, host bone, position, side, centroid size, principal components 1-3, and regression scores for all teeth used in this study.
DOI: 10.5061/dryad.hq1086p/1
title: PRAWJABpaperCSVfiles

description: CSV files with the data used in this manuscript.
DOI: 10.5061/dryad.md0rs60/1
title: Undergraduate Soils Programs at USA Land Grant Colleges 2018

description: A complete list of the land grant colleges and universities in the USA that offered training that met the Federal Government 0470 soil science series criteria as of December 2018. Includes notes on why some schools were found not to meet the criteria and the degrees offered that met the criteria.
DOI: 10.5061/dryad.mn5hn2s/1
title: Tilapia behaviour

description: Tilapia behaviour reared a low and high density
DOI: 10.5061/dryad.ps58g58/4
title: R script for jittering the upcall versus detector figure

description: The number of automatically detected upcalls per recording vs the number of upcalls detected by the analyst has been displayed in a figure. Points required jittering by 0.6 to offset and reveal overlapping points.
DOI: 10.5061/dryad.rg18034/10
title: 06_HZAR

description: Scripts, in-, and output files for HZAR analyses.
DOI: 10.5061/dryad.rg18034/11
title: 07_HIest

description: Script, in-, and output for HIest
DOI: 10.5061/dryad.rg18034/12
title: filtered_bufo_forward_paired
DOI: 10.5061/dryad.rg18034/13
title: filtered_bufo_reverse_paired
DOI: 10.5061/dryad.rg18034/14
title: filtered_spinosus_forward_paired
DOI: 10.5061/dryad.rg18034/15
title: filtered_spinosus_reverse_paired
DOI: 10.5061/dryad.rg18034/5
title: 02_Step1_02_README_filtered_data
DOI: 10.5061/dryad.rg18034/7
title: 03_Genepop_HW_LD

description: Script, in-, and output for Hardy Weinberg and pairwise linkage disequilibrium calculations with Genepop in R
DOI: 10.5061/dryad.rg18034/8
title: 04_Structure

description: Structure in-, and output and R scripts to generate the figures in the main text and supplements
DOI: 10.5061/dryad.rg18034/9
title: 05_Admixture_LD

description: Scripts, in-, and output for admixture linkage disequilibrium calculations following Barton & Gale 1993
DOI: 10.5061/dryad.sb54c59/1
title: Sleeping site and forest tree plot topography and forest characteristics

description: Dataset comparing sleeping sites to general forest across Barbary macaques’ home ranges. Each row represents a tree plot. Columns include whether the plot was a sleeping site tree plot or forest tree plot (SSTP: SS = Sleeping Site, TP = forest tree plot), a binary variable for tree plot type (SS01), study group name (StudyGroup = Blue/Green), ID of the tree plot (PlotID), topography (Flat/Hillside/ValleyBottom), the number of times the group slept at each sleeping site (TimesSlept; not applicable for forest tree plots), the total number of trees in the plot (TotalTrees), the number of cedars in the plot (CedarNum), the average DBH of cedars in the plot (CedarAvgDBH), the average value for amount of upper branches for cedars in the plot (CedarAvgUpperBranching), average value for amount of lower branches for cedars in the plot (CedarAvgBottomBranching), and Notes. Sleeping sites for which no sleeping trees were recorded were included in analysis of topography use but not sleeping site forest characteristics. Empty tree plots were excluded from analysis of sleeping site forest characteristics because unsuitable as sleeping sites.
DOI: 10.5061/dryad.sb54c59/2
title: Tree measurements at Barbary macaque sleeping sites

description: Dataset for tree measurements, comparing macaque sleeping trees to general tree availability within sleeping sites. Each row represents a tree. Columns include whether the tree was a sleeping tree or from the sleeping site (STSS; ST = sleeping tree, SS = tree at sleeping site), a binary variable for whether the tree was a sleeping tree (SS01), study group (StudyGroup), sleeping site ID (SSCode), tree identification code for sleeping trees (TreeCode), whether sleeping tree was a new tree or had been reused (NewTree = Y/N), tree species (Species), diameter at breast height in cm (DBH) and value for amount of upper branching (UpperBranching) and lower branching (LowerBranching). Sleeping trees used multiple times were included only once in the analysis.
DOI: 10.17632/34gjkstb2f.1
title: Data for: Reinforcement Learning based scheduling in a workflow management system

description: Execution logs in JSON format of 5 distinct processes when executed for various input sizes and across computational resources of varying computational capabilities. The 5 components are: a) Blast nucleotide alignment, b) Blast protein alignment, c) Blast database creation, d) MCL clustering and e) MCL cluster meta-analysis.
DOI: 10.17632/93gppnytch.1
title: Data for: 3305794
DOI: 10.17632/ddff36bzh5.1
title: Data for: Photoluminescence, Energy Transfer Mechanism and Semiconductor Properties of Two Novel 4f-5d Mercury-Lanthanide Complexes

description: crystal data
DOI: 10.17632/f6d28ntb3j.1
title: Data for: Changes in Target Language Complexity During Study Abroad: A Meta-Analysis

description: The appendix file includes a simplified coding scheme, a checklist for future reporting practice, and a full list of reference of studies meta-analyzed. The excel spreadsheet shows the forrest plot of the overall effect size analysis.
DOI: 10.17632/j8kmdgkvs8.3
title: Data for: Interactive Programs of MC-ICPMS Data Processing for 230Th/U Geochronology

description: Matlab programs for MC-ICPMS U-Th data processing
DOI: 10.17632/p6v73smydy.1
title: Data for: Electrotechnical blended learning in the various types of learning style

description: Learning outcome based on the various learnig style type in the various blended of online and face to face learning
DOI: 10.17632/tjtn6p8x99.1
title: Data for: UE WROCŁAW

description: The article includes four reports from various food companies such as: Dino Polska S.A. , Bakoma, ZOTT , Wedel in order to compare the indicators of these companies in the food sector and to compare directly which of these companies is best in this market
DOI: 10.17632/tz2nsgpjhr.1
title: Figure supplyment

description: Figure supplyment