cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.7109201
title: Classical, Bayesian, and generalized inferences of the reliability of a multicomponent system with censored data

description: In this study, we discuss the classical, Bayesian, and generalized inference of the reliability parameter Rs,k=Pr(At least <i>s</i> of the (X1,X2,…,Xk) exceed Y)= Pr(Xk−s+1:k&gt;Y) of an <i>s</i>-out-of-<i>k</i>:<i>G</i> system with strength components X1,X2,…,Xk subjected to a common stress <i>Y</i> whose probability densities are independent two-parameter <i>general class of exponentiated inverted exponential distributions</i>. These statistical analyses are carried out based on the progressively type-II right censored data with uniformly random removals. Under squared error and LINEX loss functions, Bayes estimates are developed by using Lindley's approximation and the Markov Chain Monte Carlo method due to the lack of closed forms of the posterior distributions. Generalized inferences are performed based on the generalized variable method. Simulation studies and real-world data analyses are given to illustrate the proposed procedures. The size of the test, adjusted and unadjusted power of the test, coverage probability and expected confidence lengths of the confidence interval, and biases of the estimator are also discussed. Comparison and contrast among the classical, Bayesian, and generalized inferences of the reliability parameter in the multicomponent stress-strength model are performed.
DOI: 10.6084/m9.figshare.7109129
title: Global Priorities for Seahorse Species

description: This is a data folder of studying global conservation priorities for seahorses.
DOI: 10.6084/m9.figshare.7109129.v1
title: Global Priorities for Seahorse Species

description: This is a data folder of studying global conservation priorities for seahorses.
DOI: 10.6084/m9.figshare.7109201.v1
title: Classical, Bayesian, and generalized inferences of the reliability of a multicomponent system with censored data

description: In this study, we discuss the classical, Bayesian, and generalized inference of the reliability parameter Rs,k=Pr(At least <i>s</i> of the (X1,X2,…,Xk) exceed Y)= Pr(Xk−s+1:k&gt;Y) of an <i>s</i>-out-of-<i>k</i>:<i>G</i> system with strength components X1,X2,…,Xk subjected to a common stress <i>Y</i> whose probability densities are independent two-parameter <i>general class of exponentiated inverted exponential distributions</i>. These statistical analyses are carried out based on the progressively type-II right censored data with uniformly random removals. Under squared error and LINEX loss functions, Bayes estimates are developed by using Lindley's approximation and the Markov Chain Monte Carlo method due to the lack of closed forms of the posterior distributions. Generalized inferences are performed based on the generalized variable method. Simulation studies and real-world data analyses are given to illustrate the proposed procedures. The size of the test, adjusted and unadjusted power of the test, coverage probability and expected confidence lengths of the confidence interval, and biases of the estimator are also discussed. Comparison and contrast among the classical, Bayesian, and generalized inferences of the reliability parameter in the multicomponent stress-strength model are performed.
DOI: 10.6084/m9.figshare.7109111
title: ESM3: from Determination of the instantaneous geostrophic flow within the three-dimensional magnetostrophic regime

description: Maple worksheet which uses the potential-based spherical transform method to find the geostrophic flow in 3D.
DOI: 10.6084/m9.figshare.7109111.v1
title: ESM3: from Determination of the instantaneous geostrophic flow within the three-dimensional magnetostrophic regime

description: Maple worksheet which uses the potential-based spherical transform method to find the geostrophic flow in 3D.
DOI: 10.6084/m9.figshare.7109105
title: ESM4: from Determination of the instantaneous geostrophic flow within the three-dimensional magnetostrophic regime

description: Maple worksheet which uses the implicit method with a small timestep to approximate the instantaneous geostrophic flow.
DOI: 10.6084/m9.figshare.7109105.v1
title: ESM4: from Determination of the instantaneous geostrophic flow within the three-dimensional magnetostrophic regime

description: Maple worksheet which uses the implicit method with a small timestep to approximate the instantaneous geostrophic flow.
DOI: 10.6084/m9.figshare.7109093
title: ESM1: from Determination of the instantaneous geostrophic flow within the three-dimensional magnetostrophic regime

description: Maple worksheet which solves the BWR equation analytically to determine the instantaneous geostrophic flow in axisymmetry. This includes a demonstration that the solution is inconsistent with Taylor's ODE.
DOI: 10.6084/m9.figshare.7109096
title: ESM2: from Determination of the instantaneous geostrophic flow within the three-dimensional magnetostrophic regime

description: Maple worksheet which solves Taylor's ODE analytically and numerically.
DOI: 10.6084/m9.figshare.7109093.v1
title: ESM1: from Determination of the instantaneous geostrophic flow within the three-dimensional magnetostrophic regime

description: Maple worksheet which solves the BWR equation analytically to determine the instantaneous geostrophic flow in axisymmetry. This includes a demonstration that the solution is inconsistent with Taylor's ODE.
DOI: 10.6084/m9.figshare.7109096.v1
title: ESM2: from Determination of the instantaneous geostrophic flow within the three-dimensional magnetostrophic regime

description: Maple worksheet which solves Taylor's ODE analytically and numerically.
DOI: 10.6084/m9.figshare.7109030
title: High-throughput sequencing raw data

description: High-throughput sequencing raw data for 3 samples（Read1） A1;A2;A3 are three samples from control group.
DOI: 10.6084/m9.figshare.7108850
title: Erosion process data.xlsx

description: Sediment concentrations along slope length over partially thawed soil at slope gradient of 10° were collected in laboratory experiment. The series data of sediment concentration can be used to caculate detachment rate.
DOI: 10.6084/m9.figshare.7108790
title: Dielectric Constant Data

description: <br>Dataset of material properties used to predict dielectric constants. Available as MontyEncoder encoded compressed JSON and as CSV. The recommended download method is using the matminer.datasets module.<br><br> Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.<br><br>Dataset described in the following publication:<br>Petousis I, Mrdjenovich D, Ballouz E, Liu M, Winston D, Chen W, Graf T, Schladt TD, Persson KA, Prinz FB (2017) High-throughput screening of inorganic compounds for the discovery of novel dielectric and optical materials. Scientific Data 4: 160134. https://doi.org/10.1038/sdata.2016.134 <br>Dataset was adapted by Hacking Materials group from json files originally sourced from Dryad (see references 3-4 below).<br>Petousis I, Mrdjenovich D, Ballouz E, Liu M, Chen W, Graf T, Schladt TD, Persson KA, Prinz FB (2017) Data from: High-throughput screening of inorganic compounds for dielectric and optical properties to enable the discovery of novel materials. Dryad Digital Repository. https://doi.org/10.5061/dryad.ph81h
DOI: 10.6084/m9.figshare.7108787
title: Elastic Tensor Data

description: Dataset for prediction of material elastic tensors. Available as Monty Encoder encoded JSON and as CSV. Recommended access method is with the matminer Python package using the datasets module.<br><br>Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.<br>Dataset described in:<br>de Jong M, Chen W, Angsten T, Jain A, Notestine R, Gamst A, Sluiter M, Ande CK, van der Zwaag S, Plata JJ, Toher C, Curtarolo S, Ceder G, Persson KA, Asta M (2015) Charting the complete elastic properties of inorganic crystalline compounds. Scientific Data 2: 150009. https://doi.org/10.1038/sdata.2015.9<br>Data converted from json file available on Dryad (see references 3-4):<br>de Jong M, Chen W, Angsten T, Jain A, Notestine R, Gamst A, Sluiter M, Ande CK, van der Zwaag S, Plata JJ, Toher C, Curtarolo S, Ceder G, Persson KA, Asta M (2015) Data from: Charting the complete elastic properties of inorganic crystalline compounds. Dryad Digital Repository. https://doi.org/10.5061/dryad.h505v<br>
DOI: 10.6084/m9.figshare.7108790.v1
title: Dielectric Constant Data

description: <br>Dataset of material properties used to predict dielectric constants.<br> Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.<br><br>Dataset described in the following publication:<br>Petousis I, Mrdjenovich D, Ballouz E, Liu M, Winston D, Chen W, Graf T, Schladt TD, Persson KA, Prinz FB (2017) High-throughput screening of inorganic compounds for the discovery of novel dielectric and optical materials. Scientific Data 4: 160134. https://doi.org/10.1038/sdata.2016.134 <br>Dataset was adapted by Hacking Materials group from json files originally sourced from Dryad (see references 3-4 below).<br>Petousis I, Mrdjenovich D, Ballouz E, Liu M, Chen W, Graf T, Schladt TD, Persson KA, Prinz FB (2017) Data from: High-throughput screening of inorganic compounds for dielectric and optical properties to enable the discovery of novel materials. Dryad Digital Repository. https://doi.org/10.5061/dryad.ph81h
DOI: 10.6084/m9.figshare.7108784
title: FLLA Data

description: Crystal structures dataset. Available in a Monty Encoder encoded JSON file and CSV. Recommended access method is through the matminer Python package using the datasets module.<br><br>Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.<br>Data representation described in the following:<br>F. Faber, A. Lindmaa, O.A. von Lilienfeld, R. Armiento, "Crystal structure representations for machine learning models of formation energies", Int. J. Quantum Chem. 115 (2015) 1094–1101. doi:10.1002/qua.24917.<br><br>Raw data sourced from the Materials Project:<br>Jain, A., Ong, S. P., Hautier, G., Chen, W., Richards, W. D., Dacek, S., Cholia, S., Gunter, D., Skinner, D., Ceder, G. & Persson, K. A. Commentary: The Materials Project: A materials genome approach to accelerating materials innovation. APL Mater. 1, 11002 (2013).<br>
DOI: 10.6084/m9.figshare.7108787.v1
title: Elastic Tensor Data

description: Dataset for prediction of material elastic tensors.<br>Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.<br>Dataset described in:<br>de Jong M, Chen W, Angsten T, Jain A, Notestine R, Gamst A, Sluiter M, Ande CK, van der Zwaag S, Plata JJ, Toher C, Curtarolo S, Ceder G, Persson KA, Asta M (2015) Charting the complete elastic properties of inorganic crystalline compounds. Scientific Data 2: 150009. https://doi.org/10.1038/sdata.2015.9<br>Data converted from json file available on Dryad (see references 3-4):<br>de Jong M, Chen W, Angsten T, Jain A, Notestine R, Gamst A, Sluiter M, Ande CK, van der Zwaag S, Plata JJ, Toher C, Curtarolo S, Ceder G, Persson KA, Asta M (2015) Data from: Charting the complete elastic properties of inorganic crystalline compounds. Dryad Digital Repository. https://doi.org/10.5061/dryad.h505v<br>
DOI: 10.6084/m9.figshare.7108781
title: Murihiku rocks as potential petroleum reservoirs in Zealandia

description: Detailed petrographic analysis has been undertaken on Jurassic to earliest Cretaceous Murihiku rocks from Southland and South Auckland locations. They comprise lithic (primarily volcanic) and feldspathic (plagioclase-rich) sandstones that generally contain little detrital quartz, and classify as feldsarenites, lithic-feldsarenites, feldspathic litharenites and litharenites. The oldest (Early Jurassic) sandstones are the most quartz-rich. Sandstones become more lithic up-section, with very high volcanic contents occurring within the younger samples (Late Jurassic to earliest Cretaceous). The higher quartz content in the oldest strata is likely to reflect contributions from plutonic or metamorphosed rocks into the forearc during the Early Jurassic, a contribution that decreased with time. However, some quartz enrichment in Early Jurassic sandstones may also have occurred by preferential sorting of quartz grains during transport into the depositional environment. Generally, Murihiku sandstones have poor reservoir properties based on the petrographic and petrophysical results but they may constitute a viable fractured reservoir target.
DOI: 10.6084/m9.figshare.7108781.v1
title: Murihiku rocks as potential petroleum reservoirs in Zealandia

description: Detailed petrographic analysis has been undertaken on Jurassic to earliest Cretaceous Murihiku rocks from Southland and South Auckland locations. They comprise lithic (primarily volcanic) and feldspathic (plagioclase-rich) sandstones that generally contain little detrital quartz, and classify as feldsarenites, lithic-feldsarenites, feldspathic litharenites and litharenites. The oldest (Early Jurassic) sandstones are the most quartz-rich. Sandstones become more lithic up-section, with very high volcanic contents occurring within the younger samples (Late Jurassic to earliest Cretaceous). The higher quartz content in the oldest strata is likely to reflect contributions from plutonic or metamorphosed rocks into the forearc during the Early Jurassic, a contribution that decreased with time. However, some quartz enrichment in Early Jurassic sandstones may also have occurred by preferential sorting of quartz grains during transport into the depositional environment. Generally, Murihiku sandstones have poor reservoir properties based on the petrographic and petrophysical results but they may constitute a viable fractured reservoir target.
DOI: 10.6084/m9.figshare.7108784.v1
title: FLLA Data

description: Crystal structures dataset.<br>Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.<br>Data representation described in the following:<br>F. Faber, A. Lindmaa, O.A. von Lilienfeld, R. Armiento, "Crystal structure representations for machine learning models of formation energies", Int. J. Quantum Chem. 115 (2015) 1094–1101. doi:10.1002/qua.24917.<br><br>Raw data sourced from the Materials Project:<br>Jain, A., Ong, S. P., Hautier, G., Chen, W., Richards, W. D., Dacek, S., Cholia, S., Gunter, D., Skinner, D., Ceder, G. & Persson, K. A. Commentary: The Materials Project: A materials genome approach to accelerating materials innovation. APL Mater. 1, 11002 (2013).<br>
DOI: 10.6084/m9.figshare.7108778
title: Piezoelectric Tensor Data

description: Piezoelectric tensor data. Available as Monty Encoder encoded JSON and CSV files. The recommended access method is through the matminer Python package using the datasets module.<br><br>Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.<br>Dataset is described in the following:<br>De Jong M, Chen W, Geerlings H, Asta M, Persson K (2015) A database to enable discovery and design of piezoelectric materials. Scientific Data 2: 150053. https://doi.org/10.1038/sdata.2015.53<br>Data adapted from JSON files available here:<br>De Jong M, Chen W, Geerlings H, Asta M, Persson K (2015) Data from: A database to enable discovery and design of piezoelectric materials. Dryad Digital Repository. https://doi.org/10.5061/dryad.n63m4
DOI: 10.6084/m9.figshare.7108763
title: Data for 'Building back bigger in hurricane strike zones'

description: This data set accompanies the article 'Building back bigger in hurricane strike zones' (Lazarus <i>et al</i>., 2018).<br>In this repository we include footprint area of individual buildings measured from pairs of aerial photographs (taken 5–14 yrs apart) at five separate barrier-island locations along the US East and Gulf Coasts.<br>Table 1 lists the years in which the aerial images were taken, and the endpoint locations (latitude and longitude, in decimal degrees) for the sampled reaches at each site.<br>Table 2 lists the location name, a building ID, and the pre-storm and "final" 2017 footprint areas (in m<sup>2</sup>) measured from aerial images. (Note that the pre-storm image year is not the same for each location.)<br>
DOI: 10.6084/m9.figshare.7108760
title: The geochemistry and petrogenesis of Carnley Volcano, Auckland Islands, SW Pacific

description: Intraplate volcanism across Zealandia, South Eastern Australia, the Ross Sea Embayment and Marie Byrd Land in Antarctica define a magmatic province characterised by basalts with elevated <sup>206</sup>Pb/<sup>204</sup>Pb (18.9–22.5), <sup>87</sup>Sr/<sup>86</sup>Sr = ∼0.7035, Light Rare Earth enrichment [(Ce/Yb)<i><sub>n </sub></i>&gt; 10], and convex-up mantle normalised incompatible multi-element patterns, peaking at Nb-Ta, with negative K and Pb anomalies. Trace element abundances and ratios (e.g. Zr/Nb, Y/Zr) resemble Ocean Island Basalts (OIB), distinct from Mid-Ocean Ridge Basalt (MORB), suggesting derivation from OIB-like reservoirs. Our preferred scenario envisages partial melting across the garnet-spinel stability fields involving asthenospheric and lithospheric mantle components. Melts accumulate in a column where the deep (asthenospheric) source is PM and the shallower source a melange of PM and subcontinental lithospheric mantle (DMM+1) enriched by carbonatite. Evolution of primary and near-primary magmas is controlled by olivine + clinopyroxene fractionation. Trachybasalts, trachytes and rhyolites show isotopic evidence for interaction with continental crust.
DOI: 10.6084/m9.figshare.7108757
title: Characteristics of consumer trophic resources for Waikato shallow lake food webs

description: We characterised the quantity (mass per unit area or volume), quality (cabon:nitrogen ratio) and enrichment (δ<sup>15</sup>N) of basal food resources and benthic macroinvertebrates in six shallow lakes in the Waikato region, New Zealand, to elucidate patterns related to lake type (peat, riverine), habitat (littoral, mid-lake) and enrichment status (Trophic Level Index &gt;6 or ≤5). Total seston dry mass was dominated by fine material that was correlated with chlorophyll <i>a</i> concentration. Seston was a higher quality food resource than benthic particulate organic matter which had higher biomass overall in littoral than in mid-lake habitats. Biomass of Chironomidae was highest in the less-enriched peat lakes, possibly due to clearer water supporting benthic algae in shallow littoral areas. Our results highlight the potential role of multiple bottom-up influences on shallow lake food webs. The more abundant and higher quality pelagic food resources in highly enriched lakes may have implications for resilience to non-indigenous fish invasion.
DOI: 10.6084/m9.figshare.7108760.v1
title: The geochemistry and petrogenesis of Carnley Volcano, Auckland Islands, SW Pacific

description: Intraplate volcanism across Zealandia, South Eastern Australia, the Ross Sea Embayment and Marie Byrd Land in Antarctica define a magmatic province characterised by basalts with elevated <sup>206</sup>Pb/<sup>204</sup>Pb (18.9–22.5), <sup>87</sup>Sr/<sup>86</sup>Sr = ∼0.7035, Light Rare Earth enrichment [(Ce/Yb)<i><sub>n </sub></i>&gt; 10], and convex-up mantle normalised incompatible multi-element patterns, peaking at Nb-Ta, with negative K and Pb anomalies. Trace element abundances and ratios (e.g. Zr/Nb, Y/Zr) resemble Ocean Island Basalts (OIB), distinct from Mid-Ocean Ridge Basalt (MORB), suggesting derivation from OIB-like reservoirs. Our preferred scenario envisages partial melting across the garnet-spinel stability fields involving asthenospheric and lithospheric mantle components. Melts accumulate in a column where the deep (asthenospheric) source is PM and the shallower source a melange of PM and subcontinental lithospheric mantle (DMM+1) enriched by carbonatite. Evolution of primary and near-primary magmas is controlled by olivine + clinopyroxene fractionation. Trachybasalts, trachytes and rhyolites show isotopic evidence for interaction with continental crust.
DOI: 10.6084/m9.figshare.7108778.v1
title: Piezoelectric Tensor Data

description: Piezoelectric tensor data.<br>Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.<br>Dataset is described in the following:<br>De Jong M, Chen W, Geerlings H, Asta M, Persson K (2015) A database to enable discovery and design of piezoelectric materials. Scientific Data 2: 150053. https://doi.org/10.1038/sdata.2015.53<br>Data adapted from JSON files available here:<br>De Jong M, Chen W, Geerlings H, Asta M, Persson K (2015) Data from: A database to enable discovery and design of piezoelectric materials. Dryad Digital Repository. https://doi.org/10.5061/dryad.n63m4
DOI: 10.6084/m9.figshare.7108757.v1
title: Characteristics of consumer trophic resources for Waikato shallow lake food webs

description: We characterised the quantity (mass per unit area or volume), quality (cabon:nitrogen ratio) and enrichment (δ<sup>15</sup>N) of basal food resources and benthic macroinvertebrates in six shallow lakes in the Waikato region, New Zealand, to elucidate patterns related to lake type (peat, riverine), habitat (littoral, mid-lake) and enrichment status (Trophic Level Index &gt;6 or ≤5). Total seston dry mass was dominated by fine material that was correlated with chlorophyll <i>a</i> concentration. Seston was a higher quality food resource than benthic particulate organic matter which had higher biomass overall in littoral than in mid-lake habitats. Biomass of Chironomidae was highest in the less-enriched peat lakes, possibly due to clearer water supporting benthic algae in shallow littoral areas. Our results highlight the potential role of multiple bottom-up influences on shallow lake food webs. The more abundant and higher quality pelagic food resources in highly enriched lakes may have implications for resilience to non-indigenous fish invasion.
DOI: 10.17608/k6.auckland.7108736
title: Importing General-Purpose Graphics in R

description: This report discusses some problems that can arise when attempting to import PostScript images into R, when the PostScript image contains coordinate transformations that skew the image. There is a description of some new features in the ‘grImport’ package for R that allow these sorts of images to be imported into R successfully.
DOI: 10.6084/m9.figshare.7108643
title: PLOS ONE.rar

description: There is all the codes used to make the scenarios of the paper, and the results that are explained in the work.<br>
DOI: 10.6084/m9.figshare.7108583
title: Ephydatia muelleri transcriptome

description: Transcriptome assembly and predicted peptides for the freshwater sponge Ephydatia muelleri, juvenile stage.