cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.2543607
title: Data for : Social equity shapes zone-selection: Balancing aquatic biodiversity conservation and ecosystem services delivery in the transboundary Danube River Basin

description: Freshwater biodiversity is declining, despite national and international efforts to manage and protect freshwater ecosystems. Ecosystem-based management (EBM) has been proposed as an approach that could more efficiently and adaptively balance ecological and societal needs. However, this raises the question of how social and ecological objectives can be included in an integrated management plan. Here, we present a generic model-coupling framework tailored to address this question for freshwater ecosystems, using three components: biodiversity, ecosystem services (ESS), and a spatial prioritisation that aims to balance the spatial representation of biodiversity and ESS supply and demand. We illustrate this model-coupling approach within the Danube River Basin using the spatially explicit, potential distribution of (i) 85 fish species as a surrogate for biodiversity as modelled using hierarchical Bayesian models, and (ii) four estimated ESS layers produced by the Artificial Intelligence for Ecosystem Services (ARIES) platform (with ESS supply defined as carbon storage and flood regulation, and demand specified as recreation and water use). These are then used for (iii) a joint spatial prioritisation of biodiversity and ESS employing Marxan with Zones, laying out the spatial representation of multiple management zones. Given the transboundary setting of the Danube River Basin, we also run comparative analyses including the country-level purchasing power parity (PPP)-adjusted gross domestic product (GDP) and each country's percent cover of the total basin area as potential cost factors, illustrating a scheme for balancing the share of establishing specific zones among countries. We demonstrate how emphasizing various biodiversity or ESS targets in an EBM model-coupling framework can be used to cost-effectively test various spatially explicit management options across a multi-national case study. We further discuss possible limitations, future developments, and requirements for effectively managing a balance between biodiversity and ESS supply and demand in freshwater ecosystems.
description: Input data for running Marxan with Zones, and the output files for the best solution (with and without GDP)
DOI: 10.5281/zenodo.2543608
title: Data for : Social equity shapes zone-selection: Balancing aquatic biodiversity conservation and ecosystem services delivery in the transboundary Danube River Basin

description: Freshwater biodiversity is declining, despite national and international efforts to manage and protect freshwater ecosystems. Ecosystem-based management (EBM) has been proposed as an approach that could more efficiently and adaptively balance ecological and societal needs. However, this raises the question of how social and ecological objectives can be included in an integrated management plan. Here, we present a generic model-coupling framework tailored to address this question for freshwater ecosystems, using three components: biodiversity, ecosystem services (ESS), and a spatial prioritisation that aims to balance the spatial representation of biodiversity and ESS supply and demand. We illustrate this model-coupling approach within the Danube River Basin using the spatially explicit, potential distribution of (i) 85 fish species as a surrogate for biodiversity as modelled using hierarchical Bayesian models, and (ii) four estimated ESS layers produced by the Artificial Intelligence for Ecosystem Services (ARIES) platform (with ESS supply defined as carbon storage and flood regulation, and demand specified as recreation and water use). These are then used for (iii) a joint spatial prioritisation of biodiversity and ESS employing Marxan with Zones, laying out the spatial representation of multiple management zones. Given the transboundary setting of the Danube River Basin, we also run comparative analyses including the country-level purchasing power parity (PPP)-adjusted gross domestic product (GDP) and each country's percent cover of the total basin area as potential cost factors, illustrating a scheme for balancing the share of establishing specific zones among countries. We demonstrate how emphasizing various biodiversity or ESS targets in an EBM model-coupling framework can be used to cost-effectively test various spatially explicit management options across a multi-national case study. We further discuss possible limitations, future developments, and requirements for effectively managing a balance between biodiversity and ESS supply and demand in freshwater ecosystems.
description: Input data for running Marxan with Zones, and the output files for the best solution (with and without GDP)
DOI: 10.15129/d712ccac-21a1-40d2-8456-41217b62a6d5
title: Residential electrical loads measurements with simulated anomalies in air conditioner and refrigerator

description: This dataset was created by inserting anomalies, following the methodology described in H. Rashid, P. Singh, V. Stankovic and L. Stankovic, "Can Non-Intrusive Load Monitoring be used for Identifying an Appliance's Anomalous Behaviour", Applied Energy, Jan 2018, in the measured power traces of seven household electrical load measurements, taken from the following publicly available datasets: (i) Houses 115, 439, 490, 1463, and 3538 from the Dataport dataset (https://www.pecanstreet.org/), (ii) house iawe_home from iAWE dataset (http://iawe.github.io/) and (iii) house 6 from the REDD dataset (http://redd.csail.mit.edu/). This dataset is useful in understanding the effect on anomalous appliance behaviour on energy consumption, especially for compressor-based appliances with a significant energy footprint.
When using this dataset please cite the following paper in Elsevier Applied Energy, H. Rashid, P. Singh, V. Stankovic and L. Stankovic, "Can Non-Intrusive Load Monitoring be used for Identifying an Appliance's Anomalous Behaviour", Applied Energy, Jan 2018
DOI: 10.5255/ukda-sn-853214
title: Evaluating the effectiveness of education in zoos 2013-2017
DOI: 10.17632/ykyj8kkdpc.1
title: Mass Spectrometry Analysis human eEF2

description: MS analysis of native human eEF2
DOI: 10.17632/82b9cczbm2.1
title: Data for: Machine learning for hierarchical prediction of elastic properties in Fe-Cr-Al system

description: This data repository provides the raw and standardized data for machine learning presented in the article entitled "Machine learning for hierarchical prediction of elastic properties in Fe-Cr-Al system" by the same authors. The data are generated by the cluster expansion method. The binary data, which are separated as the training set and test set, are used to construct the extremely randomized trees and deep neural networks models. And the ternary data of different temperatures are used for predictions.
DOI: 10.17632/82b9cczbm2.2
title: Data for: Machine learning for hierarchical prediction of elastic properties in Fe-Cr-Al system

description: This data repository provides the raw and standardized data for machine learning presented in the article entitled "Machine learning for hierarchical prediction of elastic properties in Fe-Cr-Al system" by the same authors. The data are generated by the cluster expansion method. The binary data, which are separated as the training set and test set, are used to construct the extremely randomized trees and deep neural networks models. And the ternary data of different temperatures are used for predictions.
DOI: 10.17632/dkkm3gjhcy.1
title: Dataset for: Temporal variability of 14C reservoir effects and sedimentological chronology analysis in lake sediments from Chibuzhang Co, North Tibet (China)

description: The dataset was obtained by lab analyses, from a 5.48 m-long core sampled from Chibuzhang Co, a lake in north Tibet, China, which contained two obvious obstacles: high reservoir effects and age reversals. We confirmed that a relationship bettween reverse ages and mean GS and carbonate contents, indicating temporal changes of 14C reservoir effects involved in carbonate input and meltwater or old material, which was suitable for sedimentological chronology analysis.
DOI: 10.17632/k7zkr5kpzs.1
title: awake_marmoset_hardware

description: The following CAD files and engineering drawings describe animal holders for small-animal MRI. They have been made freely available by the authors. Please cite the appropriate publication(s) if the use of these files has contributed to an academic study, publication, or otherwise. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files, to deal in the software without restriction, including without limitation the rights to use, copy, modify, publish, and distribute. The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. Comments can be addressed to: David J. Schaeffer, Ph.D. dschaeff@robarts.ca Centre for Functional and Metabolic Mapping Western University 1151 Richmond St. N London, ON N6A 5B7 Canada
DOI: 10.17632/yt5c9py894.2
title: Improve mechanical properties of high pressure die cast Al9Si3Cu alloy via dislocation enhanced precipitation

description: The main idea is to develop an approach to improve the mechanical properties of LM24 alloy by the enhanced the precipitates strengthening when carrying on the directly ageing treatment. To achieve this, the formation of precipitates is promoted by the dislocation movement and to optimize the size of the precipitates by accelerating the diffusion along dislocation.
DOI: 10.17632/63ntskx3fw.2
title: Structure reveals mechanism of CRISPR RNA-guided nuclease recruitment and anti-CRISPR viral mimicry

description: Gels from Figure 4, S4, S5 of manuscript titled "Structure reveals mechanism of CRISPR RNA-guided nuclease recruitment and anti-CRISPR viral mimicry"
DOI: 10.17632/99zht5wjtk.1
title: Humanized mice reveal new insights into the thymic selection of human autoreactive CD8+ T cells. Yang et al.

description: FACS Raw data: FCS files for the main figures (and most supplementary figures) Excel file of compiled values from FCS data analysis used to make graphs on main figures Excel file of TCR sequencing data
DOI: 10.17632/dvck3mh6jv.1
title: Data for Chen et al "Thermal pressurization during high-velocity shear: Experimental analysis of fault-gouge from the Alpine Fault, New Zealand"

description: This data set complies all the mechanical data used in our manuscript from high speed friction tests on natural Alpine Fault gouge samples.
DOI: 10.17632/pr7dwxj5ds.1
title: Data for: Dynamically Changing Cattle Market Linkages with Supply Side-Controlled Transitions

description: File "Price Received_Cattle GE500_by State_1950-2010.csv" is the annual series of price received for feeder cattle (GE 500lbs) by state from 1950 to 2010; File "Inventory_Cattle (INCL Calves)_by State_1950-2010.csv" is the annual series of inventory level of cattle (including calves) by state from 1950 to 2010; File "Slaughter_Commercial_Cattle GE500_National_1950-2010.csv" is the annual series of the number of feeder cattle (GE 500lbs) slaughtered for commercial use at national level from 1950 to 2010 Data source: United States Department of Agriculture (USDA) National Agricultural Statistics Service (NASS)
DOI: 10.17632/t35htyvf8z.1
title: Data for: Foamable acrylic based ink for the production of light weight parts by inkjet-based 3D printing

description: - 1H-NMR: for structure elucidation of the synthesized blowing agents - ATR-FTIR: raw and processed spectra used for calculating the extent of polymerization during UV curing of the acrylic ink matrix - DSC (raw and processed) of the blowing agents and ink formulations showing the processes of blowing agent decomposition and thermal and UV-curing of the ink matrix; the DSCs were baseline-corrected and normalized to weight - Profilometry: heights of printed and foamed layers used for calculation of the expansion after foaming - TGA: raw and processed data showing the thermal stability of the foamable ink - microscopy: microscopic pictures of printed and foamed layers, top- and cross section views; used for the interpretation of height expansion and foam morphology
DOI: 10.17632/x7p57ktprb.1
title: Web accessibility data of top Chilean Universities

description: This data article presents an evaluation of web accessibility of home pages of Chilean Universities listed in The World University Rankings. The study has been carried out using web accessibility evaluation tools and its aim has been to analyze the level of compliance with the WCAG 2.0 regulation. The data presented in this data article is related to the research article entitled “Evaluation of Web Accessibility of Higher Education Institutions in Chile”.
DOI: 10.17632/9t8wd7s4th.1
title: Wang et al 2019 Earth-Science Reviews Supplementary materials

description: In Supplementary Table 1, we provide for the first time the carbon isotope data from Hirnantian near-shore carbonate rocks at Shichang of Renhuai and Tunping of Shiqian, northern Guizhou, southwestern China. The results indicate the presence of Hirnantian Isotope Carbon Excursion (HICE), hence contributing to a better understanding of the structure of this excursion. In Supplementary Table 2, we present generic lists of benthic faunas from 10 well-studied Ordovician-Silurian boundary sections in South China. The data show the biodiversity changes across the O-Silurian transition in South China, suggesting an overestimate of biodiversity losses of the so-called second pulse of the end-Ordovician mass extinction. Supplementary references are those for Supplementary Table 2.
DOI: 10.17632/94ctvdzxww.1
title: Strain effect of hydrogen evolution reaction of single-layer molybdenum disulfide containing molybdenum vacancies：A DFT study

description: In this paper, the hydrogen evolution catalytic properties of single-layer molybdenum disulfide containing single molybdenum defects were studied by first-principles calculation, and the effects of different strains (uniaxial stretching, biaxial stretching, biaxial compression) on them were studied. The data in this paper have the bond length and bond angle of molybdenum disulfide under different strains, as well as electronic properties analysis (energy band, density of states, bader charge analysis, etc.)
DOI: 10.17632/pywh2vyzvg.2
title: Experimental procedure for achieving multi-graded foams by gas foaming with time-varying boundary conditions

description: We show that, by ingeniously designing the sorption step, it is possible to achieve non-trivial gas concentration profiles and, correspondingly, at pressure release, foams with density and/or morphology profiles. As a model system, we foamed polystyrene with CO2 and N2, and achieved three- as well as five-layered foams, gradually or sharply graded, yet in a single foaming step (pressure release) executed after different sorption protocols.
DOI: 10.17632/8mmm9jgbxz.1
title: Lithiania_children_violence_resilience_coping_trauma

description: The present dataset is about resilience, coping strategies and trauma-related symptoms in a group of Lithuanian children victims of violence. The measures employed were the Child Youth Resilience Measure (CYRM-28), the Trauma Symptom Checklist for Children (TSCC) and the Children Coping Strategy Checklist (Ayers, Sandler, West, & Roosa, 1996). Participants were 87 Lithuanian children, aged from 7 to 17 years (M = 11.63, SD = 2.73; range=7-17) victims of different types of violence and neglect, referred to 25 day-care centers across Lithuania specialized in child violence.
DOI: 10.17632/94ctvdzxww.2
title: Strain effect of hydrogen evolution reaction of single-layer molybdenum disulfide containing molybdenum vacancies：A DFT study

description: In this paper, the hydrogen evolution catalytic properties of single-layer molybdenum disulfide containing single molybdenum defects were studied by first-principles calculation, and the effects of different strains (uniaxial stretching, biaxial stretching, biaxial compression) on them were studied. The data in this paper have the bond length and bond angle of molybdenum disulfide under different strains, as well as electronic properties analysis (energy band, density of states, bader charge analysis, etc.)
DOI: 10.17632/wgszp47nkd.2
title: A Multi-Scenario Parallel Personnel Selection and Risk Assessment Big Data Structured Problem: Input and Output Data

description: This data is part of the input structure of CLUS-MCDA project as well as the outcomes and results of the algorithm. The data article will be updated furthermore along with source files of the code and packages as well as developed software when the related paper got accepted. Version 2 update: This is the final polished input and output data that have been used in the paper.
DOI: 10.17632/r5t7gzv495.1
title: SPASS-Yarralumla

description: SPASS-yarralumla is a first-order theorem prover. It implements sophisticated forms of blocking and other enhanced techniques for bottom-up model generation. The implementation is based on an adaptation of the SPASS prover and formula transformations implemented in Yarralumla. Details of the theory, proofs, the implementation and results of an empirical evaluation on problems from the TPTP benchmark suite can be found here: Blocking and Other Enhancements for Bottom-Up Model Generation Methods. P. Baumgartner and R. A. Schmidt. To appear in the Journal of Automated Reasoning. The short version appears in Furbach, U. and Shankar, N. (eds), Automated Reasoning: Third International Joint Conference on Automated Reasoning (IJCAR 2006). Lecture Notes in Artificial Intelligence, Vol. 4130, Springer, 125-139 (2006).
DOI: 10.17632/vjvvz534dm.1
title: Single-nucleotide resolution computing and memory in living cells

description: Microscopy Images for DOMINO circuits
DOI: 10.17632/y8n4mbmk6x.2
title: Rome, Italy: social, demographic, economic and political indicators

description: An original dataset concerning about 100 variables was appositely built for 132 urban districts (zone urbanistiche) with polling stations, out of 155, by which sub-municipal territories are further partitioned (Lelo et al., 2018; Tomassi, 2013). Data were collected by merging a number of sources: electoral files, the annual civil registry, the national census, transit databases, and in-depth surveys on public areas, local services, urbanization, and real estate
DOI: 10.17632/6yhgmt4m25.1
title: Data for: Clumped isotope paleotemperatures from MIS 5 stage soil carbonates in southern Hungary
DOI: 10.17632/gfch82kgm4.1
title: NMR Cryoporometry of Polymers: Cross-linking, Porosity and the Importance of Probe Liquid

description: NMR Cryoporometry data for "NMR Cryoporometry of Polymers: Cross-linking, Porosity and the Importance of Probe Liquid" Excel sheet consists of melting curves, and corresponding pore size distributions, for the following systems *water/HEA-HMMA *butanol/HEA-HMMA *water/Amberlyst *butanol/Amberlyst *menthol/Amberlyst Also included is nitrogen porosimetry data for the Amberlyst polymer and DSC data for the HEA-HMMA system. In addition to the Excel sheet is a pdf summary of all SEM images included in the paper.
DOI: 10.17632/3rjx6fsdmz.1
title: Demethylation of the protein phosphatase PP2A promotes demethylation of histones to enable their function as a methyl group sink

description: Dysregulation of chromatin methylation is associated with defects in cellular differentiation as well as a variety of cancers. How cells regulate the opposing activities of histone methyltransferase and demethylase enzymes to set the methylation status of the epigenome for proper control of gene expression and metabolism remains poorly understood. Here, we show that loss of methylation of the major phosphatase PP2A in response to methionine starvation activates the demethylation of histones through hyperphosphorylation of specific demethylase enzymes. In parallel, this regulatory mechanism enables cells to preserve SAM by increasing SAH to limit SAM consumption by methyltransferase enzymes. Mutants lacking the PP2A methyltransferase or the effector H3K36 demethylase Rph1 exhibit elevated SAM levels and are dependent on cysteine due to reduced capacity to sink the methyl groups of SAM. Therefore, PP2A directs the methylation status of histones by regulating the phosphorylation status of histone demethylase enzymes in response to SAM levels.
DOI: 10.17632/6g7zjf7fxx.1
title: G9a/GLP methyltransferases inhibit autophagy by methylation-mediated ATG12 protein degradation

description: Previous studies showed that a lysine methyltransferase G9a inhibits autophagy by repressing transcription of autophagy genes. Here, we demonstrate a novel mechanism whereby G9a/GLP inhibit autophagy through post-translational modification of ATG12, a protein critical for initiation of autophagosome formation. Under non-stress conditions, G9a/GLP directly methylate ATG12. The methylated ATG12 undergoes ubiquitin-mediated protein degradation, thereby suppressing autophagy induction. By contrast, under stress conditions that elevate intracellular Ca2+ level, the activated calpain system cleaves G9a/GLP proteins, leading to G9a/GLP protein degradation. Consequently, reduced G9a/GLP levels allow accumulation of ATG12 and formation of the ATG12-ATG5 conjugate and LC3II, thus expediting autophagy initiation. Collectively, our findings reveal a distinct signaling pathway linking cellular stress responses involving Ca2+/calpain to G9a/GLP-mediated autophagy regulation. Moreover, our model proposes that the methylation status of ATG12 is a molecular rheostat that controls autophagy induction.
DOI: 10.17632/6g7zjf7fxx.2
title: G9a/GLP methyltransferases inhibit autophagy by methylation-mediated ATG12 protein degradation

description: Previous studies showed that a lysine methyltransferase G9a inhibits autophagy by repressing transcription of autophagy genes. Here, we demonstrate a novel mechanism whereby G9a/GLP inhibit autophagy through post-translational modification of ATG12, a protein critical for initiation of autophagosome formation. Under non-stress conditions, G9a/GLP directly methylate ATG12. The methylated ATG12 undergoes ubiquitin-mediated protein degradation, thereby suppressing autophagy induction. By contrast, under stress conditions that elevate intracellular Ca2+ level, the activated calpain system cleaves G9a/GLP proteins, leading to G9a/GLP protein degradation. Consequently, reduced G9a/GLP levels allow accumulation of ATG12 and formation of the ATG12-ATG5 conjugate and LC3II, thus expediting autophagy initiation. Collectively, our findings reveal a distinct signaling pathway linking cellular stress responses involving Ca2+/calpain to G9a/GLP-mediated autophagy regulation. Moreover, our model proposes that the methylation status of ATG12 is a molecular rheostat that controls autophagy induction.
DOI: 10.17632/8fwwjpm79y.1
title: ShinyFMBN, a Shiny app to access FoodMicrobionet