cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.7261598.v1
title: JARVIS ML Training Data

description: Various properties of 24,759 bulk and 2D materials computed with the OptB88vdW and TBmBJ functionals taken from the JARVIS DFT database. <br><br>This dataset was modified from the JARVIS ML training set developed by NIST (1-2). The custom descriptors have been removed, the column naming scheme revised, and a composition column created. This leaves the training set as a dataset of composition and structure descriptors mapped to a diverse set of materials properties.<br><br>Available as Monty Encoder encoded JSON and as the source Monty Encoder encoded JSON file. Recommended access method is with the matminer Python package using the datasets module.<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 discussed in: <br>Machine learning with force-field-inspired descriptors for materials: Fast screening and mapping energy landscape Kamal Choudhary, Brian DeCost, and Francesca Tavazza Phys. Rev. Materials <b>2</b>, 083801<br>Original Data file sourced from:choudhary, kamal (2018): JARVIS-ML-CFID-descriptors and material properties. figshare. Dataset.
DOI: 10.17632/dkcbdv9t3n
title: Data for: Contemporaneous intraplate magmatism on conjugate South Atlantic margins: a hotspot conundrum

description: Analytical data and Ar geochronology data for volcanic rocks from NE Brazil
DOI: 10.6084/m9.figshare.14742849.v2
title: Data from: Are agricultural plastic covers a source of plastic debris in soil? A first screening study

description: This collection contains data and R code to reproduce the findings published in the following article:<br>Steinmetz, Z., Löffler, P., Eichhöfer, S., David, J., Muñoz, K., and Schaumann, G. E.: Are agricultural plastic covers a source of plastic debris in soil? A first screening study, 8, 31–47, https://doi.org/10.5194/soil-8-31-2022, 2022.<br>For further details, please read the README file.
DOI: 10.6084/m9.figshare.19375259.v1
title: Cs Data

description: Spectra collected for caesium nitrate, chloride and sulfate.<br>
DOI: 10.6084/m9.figshare.24174930.v1
title: <b>Datasets of phylogenetic relationships </b><b>within</b><b> the core eudicots based on multi-copy SOGs and </b><b>single-copy SOGs</b>.

description: gene trees on multi-copy SOGs and single-copy SOGs, and alignments on multi-copy SOGs and single-copy SOGs
DOI: 10.6084/m9.figshare.24446515.v1
title: 5G-SliciNdd

description: This dataset repository comprises four distinct files (in arff and csv format), including the "Global" dataset, representing the combined 5G network traffic, and three individual datasets resulting from the segmentation of "Global" based on slice type (eMBB, mMTC, URLLC). These subsets offercomprehensive resources for researchers and professionals interested in network security and intrusion detection within the complex landscape of 5G networks. These datasets empower you to advance your research, develop effective intrusion detection models, and delve into the unique security challenges associated with diverse 5G network traffic profiles.This dataset is the result of an extensive research effort, primarily based on the work of Samarakoon et al., which is outlined in their reference:*Reference:<br>Samarakoon, Sehan, Yushan Siriwardhana, Pawani Porambage, Madhusanka Liyanage, Sang-Yoon Chang, Jinoh Kim, Jonghyun Kim, and Mika Ylianttila. "5G-NIDD: A Comprehensive Network Intrusion Detection Dataset Generated over 5G Wireless Network." IEEE Dataport (December 2, 2022). doi: https://dx.doi.org/10.21227/xtep-hv36.*To produce the 5G-NIDD datasets, we embarked on a meticulous process that involved enriching the base dataset through various steps:Obtaining 5G-NIDD: We acquired the 5G-NIDD dataset, created by Samarakoon et al., which served as our foundation.Global Dataset: The "Global" dataset was created to represent the combined 5G network traffic. It includes a variety of traffic types, showcasing the diversity of the 5G environment.Slice Segmentation: The "Global" dataset was then split based on slice type, leading to the creation of three distinct subsets. These subsets are:eMBB Subset: Focusing on enhanced Mobile Broadband traffic.<br>mMTC Subset: Concentrating on massive Machine-Type Communication traffic.<br>URLLC Subset: Targeting Ultra-Reliable Low-Latency Communication traffic.This segmentation enabled us to examine and analyze intrusion detection in the context of these specific 5G traffic profiles, highlighting the unique security challenges that arise within each slice.
DOI: 10.6084/m9.figshare.25000571.v1
title: Distinct and rich assemblages of giant viruses in Arctic and Antarctic lakes - GVMAGs

description: Giant viruses (GVs) are key players in ecosystem functioning, biogeochemistry, and eukaryotic genome evolution. GV diversity and abundance in aquatic systems can exceed that of prokaryotes, but their diversity and ecology in lakes, especially polar ones, remain poorly understood. We conducted a comprehensive survey and meta-analysis of GV diversity across 20 lakes, spanning polar to temperate regions, combining our extensive lake metagenome database from the Canadian Arctic and subarctic with publicly available datasets. Leveraging a novel GV genome identification tool, we identified 3304 GV metagenome-assembled genomes, revealing lakes as untapped GV reservoirs. Phylogenomic analysis highlighted their dispersion across all Nucleocytoviricota orders. Strong GV population endemism emerged between lakes from similar regions and biomes (Antarctic and Arctic), but a polar/temperate barrier in lacustrine GV populations and differences in their gene content could be observed. Our study establishes a robust genomic reference for future investigations into lacustrine GV ecology in fast changing polar environments.
DOI: 10.6084/m9.figshare.3158836.v1
title: Wagner-Fischer Demo

description: This is a demo-application illustrating how the Wagner-Fischer alignment (Wagner and Fischer 1974) between two sequences is computed. The interactive application which computes this code has been tested on Google Chrome and Firefox and should work out of the box by simply opening the HTML file in your browser. The screen video gives an additional illustration of the appearance of the application. The script was originally written for education purposes and may turn out to be useful in this context, since it allows the users to review each step of the Wagner-Fischer algorithm in different pastes.<br>
DOI: 10.6084/m9.figshare.17139686.v1
title: Data for Morphology and mineralogical composition of sandblasting dust particles from the Taklimakan desert

description: . Samples of sandblasting dust particles were prepared with a chamber system from the surface soils of sand dunes and Gobi of the Taklimakan desert.. The particles were analyzed individually by using a computer-controlled SEM-EDX.. The 4 tables show the shape factors, elemental composition and mineralogical categories of the 43222 analyzed particles.
DOI: 10.6084/m9.figshare.23378378.v1
title: GWAS.fam

description: Genome sequencing data of 100 Qira black sheep (50 K chip)
DOI: 10.6084/m9.figshare.23660085.v1
title: Supplementary Data for Deriving emission factors for mangrove blue carbon ecosystem in Indonesia

description: The dataset contains carbon stocks and greenhouse gas fluxes data for mangrove blue carbon ecosystems in Indonesia. The data were obtained through the systematic review methodology described in the main paper.
DOI: 10.6084/m9.figshare.24993519.v3
title: Global Soil Respiration Raster Data Generated From "<b>Global Driving Patterns of Temperature and Hydrological Dynamics on Soil Respiration Growth</b>"

description: Global soil respiration raster data generated from "<b>Global Driving Patterns of Temperature and Hydrological Dynamics on Soil Respiration Growth</b>". The data is generated by a random forest model trained on SRDB.
DOI: 10.6084/m9.figshare.5124691.v1
title: Supplementary Material for: Endoskopie als Baustein der interventionellen Therapie infizierter Pankreasnekrosen

description: <b><i>Hintergrund: </i></b>Die Mortalität von Pankreatitiden wird - abgesehen vom Organversagen - meist nicht durch akute Komplikationen, sondern durch Spätfolgen bestimmt. Gefürchtet sind hierbei die infektbedingten Veränderungen wie z.B. die infizierten Nekrosen. Eine Nekrosektomie gilt dabei nach wie vor als das Verfahren der Wahl, wohl wissend, dass sich die Prognose des Patienten damit verschlechtert. <b><i>Methode und Ergebnisse: </i></b>Unter Berücksichtigung der aktuellen Literatur - speziell der neuen Einteilung pankreatischer Flüssigkeitskollektionen - werden die derzeit verfügbaren Techniken und Herangehensweisen gegenübergestellt. <b><i>Schlussfolgerung: </i></b>Weniger invasive oder beeinträchtigende Verfahren lösen ein radikales Vorgehen mehr und mehr ab, wobei nicht jeder größere Eingriff verhindert werden kann. Das Zusammenspiel diverser Fachrichtungen ist gefordert und sollte bestmöglich nach einem Step-up-Ansatz erfolgen, indem minimal invasiv begonnen wird und die offene Nekrosektomie eine Ausnahme bleiben sollte. Es gilt nach wie vor der Leitspruch «ubi pus, ibi evacua».
DOI: 10.6084/m9.figshare.7881062.v1
title: Biomechanical property data.xlsx

description: This is the dataset associated with the paper: <br>Biomechanical properties of marsh vegetation in space and time: effects of salinity, inundation and seasonality <br>Journal: Annals of Botany <br><br>For more questions, please contact zhenchang.zhu@gdut.edu.cn
DOI: 10.6084/m9.figshare.8986589.v1
title: GERD GWAS summary

description: Gastroesophageal reflux GWAS identifies risk loci that also associate with subsequent severe esophageal diseases<br>
DOI: 10.6084/m9.figshare.913467.v4
title: 25 most popular films each year, 1931-2013

description: This file contains the 25 most popular films each year from 1931-2013. Popularity was determined using the number of user ratings on IMDB, where a large number of user ratings indicates high popularity. Columns: "Film": The name of the film. "Year": The year the film was released. "Rating": The average IMDB rating. "Number_Ratings": The number of user ratings on IMDB. "Length_Minutes": The duration of the film in minutes.
DOI: 10.17632/92mkp4pk86
title: Amyloid-βpeptide dimers undergo a random coil to β-sheet transition in the aqueous phase but not at the neuronal membrane

description: Mounting evidence suggests that the neuronal cell membrane is the main site of oligomer-mediated neuronal toxicity of amyloidβ-peptides in Alzheimer’s disease. This study aims at gaining detailed understanding of the mutual interference of amyloid-β oligomers and the neuronal membrane, which is extremely difficult to capture experimentally due to the transient nature of these interactions. To address this problem we use an aggregate of 24μs of MD simulations to investigate the dimerization of the full-length Aβ42 peptide both in solution and in the presence of a model lipid bilayer including six lipid types to mimick the composition of a neuronal cell membrane: 38% 1-palmitoyl-2-oleoyl-sn-glycero-3-phosphocholine (POPC), 24%, 1-palmitoyl-2-oleoyl-sn-glycero-3-phosphoethanolamine (POPE), 5% 1-palmitoyl-2-oleoyl-sn-glycero-3-phospho-L-serine (POPS), 20% cholesterol (CHOL), 9% sphingomyelin (SM), and 4% monosialotetrahexosylgan-glioside (GM1). The dimerization in solution is characterized by a random coil to β-sheet transition that seems on-pathway to amyloid aggregation, while the interactions with the neuronal membrane decrease the order of the Aβ42 dimer by attenuating its propensity to form a β-sheet structure. The main lipid interaction partners of Aβ42 are the surface-exposed sugar groups of the gangliosides GM1. As the neurotoxic activity of amyloid oligomers increases with oligomer order, these results suggest that GM1 is neuroprotective against Aβ-mediated toxicity.
DOI: 10.6084/m9.figshare.17712155.v1
title: Knowledge and perceptions of rural and urban communities towards small protected areas: insights from Ghana / DATA

description: Data are basis of the original research focused on knowledge and perceptions of local communities on functions of adjacent protected areas in the West Africa (Ghana). Data are basis of the paper published by Ecosphere.
DOI: 10.6084/m9.figshare.19565902.v1
title: Zipped Raw data

description: Raw data used for fig reproduction.
DOI: 10.25410/ukzn.26520508.v1
title: Propagation of <i>Celosia argentea</i>.xlsx

description: This dataset includes the results of a study investigating the effects of light on the germination of <i>Celosia argentea </i>seeds, a novel micropropagation protocol was developed to mass produce genotypes of interest, the biomass and nutrient profiles associated with the clones derived from <i>in vitro </i>culture and the plants grown in soil are compared. Genetic trait analyses are also performed on both populations to assess the potential for breeding selected genotypes for improved nutrient accumulation. The study was conducted in a controlled laboratory environment (germination and micropropagation), and acclimatised plants and the soil genotypes were grown in an uncontrolled greenhouse environment.
DOI: 10.6084/m9.figshare.27999116.v1
title: Is There Body District-Specificity in Sequence-Specific Implicit Motor Learning?Comparison between Individuals with Parkinson’s Disease and Controls

description: Alterations in motor learning are associated with Parkinson’s disease (PD). Possible body district-specificity remains unexplored and could have practical implications for testing and rehabilitation.<b>PURPOSE</b>: To investigate possible sequence-specific implicit motor learning (<sub>i</sub>ML) differences in the standard hand movement to alternative, arm and leg movements in people with early stages PD vs age-matched healthy controls (HC).
DOI: 10.17632/d3zt5zhx49
title: A practical guide to writing a radiative transfer code

description: Using our decades-long experience in radiative transfer (RT) code development for Earth science, we endeavor to reduce the knowledge gap of bringing RT from theory to code quickly. Despite numerous classic and recent literature, it is still hard to develop an RT code from scratch within a few weeks. It is equally hard to understand, not to mention modify, an existing “monster” RT code, for which the developer is either located remotely or has retired. Following the format of “Numerical Recipes” by Press et al., we collocate in this paper small pieces of necessary theory with corresponding small pieces of RT code. These are arranged in an order that is natural for code development, which is often opposite of the natural order for laying out the theoretical basis. We focus on the transfer of unpolarized monochromatic solar radiation in a plane-parallel atmosphere over a reflecting surface. Both the surface and the atmosphere are homogeneous (uniform) at all directions. The multiple scattering is numerically solved using the deterministic method of Gauss-Seidel iterations. Except for the presented Python-Numba open-source RT code gsit, the paper does not report any new scientific results, but rather serves as an academic demonstration. If development time is an issue or the reader is familiar with basic concepts of RT theory, we recommend proceeding directly to Sec. 3 “RT code development”.
DOI: 10.17632/vk5s7mvwzn
title: Do psychological distress and digital sports influence the willingness to take the vaccine and precautionary saving? Empirical Evidence from Shanghai

description: Aim: The COVID-19 epidemic has caused risk and uncertainty. This study answer whether and how psychological distress and digit sports influence the willingness to take the vaccine and precautionary savings. 
Subject and Methods: We conducted a cross-sectional study with an online survey sample of 1016 Shanghai residents who live and work there and are aged between 16-60. All of them experienced the COVID-19 lockdown in Shanghai. We used logistic regressions to examine the relationships between the variables of interest. 
Results: Three findings were demonstrated. First, psychologically distressed individuals are less inclined to take the vaccination. Second, those engaged in fitness activities via digital media platforms are more likely to get vaccinated. Third, psychologically distressed individuals and digital video-based physical exercisers are more likely to take precautionary saving.
Conclusions: This study contributes to the literature by documenting how people change their life from the perspective of finance and health during the lockdown and providing practical implications.
DOI: 10.57935/agr.28916726.v1
title: <b>Potential sleeper weeds of pastoral systems in Northland, New Zealand</b> (data)

description: <br><br>The data shows the working involved to shortlist and filter out potential sleeper weeds of Northland pastures for all the 2456 naturalised species identified by Brandt et al 2020. The abstract from the article follows: We identified sleeper weeds—species that have been naturalised for decades, remain limited in distribution, and are likely to spread into pastures in Northland, New Zealand. We focused on species recorded as significant agricultural weeds overseas, including subtropical species that could expand with climate change. In total, we identified 33 potential sleeper weeds, comprising four grasses, nineteen broadleaf herbs, one succulent herb, and six shrubs. The grasses (<i>Chloris gayana, Digitaria ciliaris, Melinis repens, Setaria sphacelata</i>) are known to invade pastures. A few species toxic to livestock were identified. Three quarters of the species are known problems in subtropical or tropical areas globally, so may be emerging problems under climate change. Regular sleeper weed surveys and farmer reporting in both urban and agricultural areas are crucial, as these locations are often overlooked. Vigilance in detecting unusual plants, coupled with strict farm hygiene, remains the best strategy to prevent new weed introductions.
DOI: 10.17632/2g7dy8bnfj
title: Energy-aware and Carbon-efficient VM Placement Optimization in Cloud Datacenters using Evolutionary Computing Methods

description: In this research, we use two well-known evolutionary algorithms, the genetic algorithm, and the memetic algorithm, for the dynamic placement of VMs. The proposed method can reduce energy and carbon costs while reducing resource allocation time. In this method, the Power Usage Effectiveness (PUE) is used to evaluate the efficiency of cloud datacenters. Also, three types of energy supply sources have been considered for cloud data centers, among which, renewable energy sources are given higher priority to reduce carbon production and reduce overall costs.
DOI: 10.17632/4rpbz7vpcn
title: Heikamp et al.

description: Immunoblot images for Heikamp et al. manuscript submission
DOI: 10.17632/frvd47f5m8
title: A HOMEMAKER LENS ON MEDIA LED VICARIOUS TRAUMATIZATION DURING COVID-19 

description: H1 – There is a relationship between Media Exposure and Anxiety.
H2 – There is a relationship between Media Exposure, Media Vicarious Traumatisation and Anxiety. 
H3 – Age impacts Media Exposure and Media Vicarious Traumatisation.
H4 – Education has an impact on the Media Vicarious Traumatisation and Anxiety.
H5 – There is a relationship between Media Exposure and Media Vicarious Traumatisation.
H6 – There is a relationship between Media Vicarious Traumatisation and Anxiety.
The study examined whether media vicarious traumatization mediates the relationship between media exposure and anxiety. Results indicated that media exposure significantly impacted anxiety, with a stronger effect when media-vicarious traumatization was added as a mediator. The relationship was partially mediated by media vicarious traumatization. Age and education were used as moderators in a SmartPls 4.0 analysis. Results indicate a negative moderation effect of age on the relationship between media exposure and media-vicarious traumatisation (β = -0.311, p < 0.001), and a negative moderation effect of education on the relationship between media-vicarious traumatisation and anxiety (β = -0.09, p < 0.001). Both moderators altered the path coefficients, changing the direction of the relationships.
DOI: 10.6084/m9.figshare.12770885.v1
title: Simulation of the co-deregulated pathways between acute lymphoblastic leukemia and rhabdomyosarcoma

description: Acute lymphoblastic leukemia (ALL) and rhabdomyosarcoma (RMS) are two distinct childhood malignancies, which nevertheless, bear co-deregulated genes, responsible for the control of proliferation and metabolism. Through systems biology approaches and mathematical modeling, one can study the deregulated signaling pathways and manage the complexity that results from dynamic, non-linear space-time interactions. Here, we investigated the co-deregulated genes between two cell lines of childhood ALL (CCRF-CEM) and RMS (TE-671), and simulated the signal transduction pathways that they share, focusing on genes participating in metabolic activities and energy conversion. We found that the simulated molecules exhibited a log-like pattern with oscillations, with respect to time, and they were correlated between them at all-time points. Plotting of the transformed polar coordinates of each molecule with respect to time, showed that each molecule manifested quasi-turbulent dynamics. The simulation of the molecules with respect to time revealed time-dependent trajectories manifesting a turbulence-like structure. The chromosomal-related expression also manifested quasi-turbulent patterns. We further modeled these graphs using helical structures producing regressions. Overall, we report a new methodology that could help us understand the mechanics of the common metabolism-related co-deregulated genes, between ALL and RBS. Our data reveal that they manifest specific expression patterns, which can be modelled using Systems Biology approaches and mathematical modelling tools. Such tactics could be considered a valuable tool towards the understanding of therapeutic targets in childhood neoplasms.
DOI: 10.6084/m9.figshare.15073920.v1
title: The fasta clean data

description: the celan dataset of 16S rRNA gene sequences
DOI: 10.6084/m9.figshare.9808484.v1
title: matlab.mat

description: <b>A high-quality hourly, daily and monthly solar irradiance dataset in China during 1981-2014</b><b> based on MERRA-2 Reanalysis products</b> Wenmin Qin<sup>1</sup>, Lunche Wang<sup>1</sup>*, Ming Zhang<sup>1</sup>, Lan Feng<sup>1</sup>, Yulong Zhong<sup>1</sup>, Qiqi Zhu<sup>1</sup>，Hejin Fang<sup>1</sup>, Hong Cai<sup>1</sup>, Chao Yang<sup>2</sup>
DOI: 10.17632/9kxd7m4twn
title: Dupilumab alleviates pruritus regardless of skin improvement in adults with atopic dermatitis: a cohort study

description: Supplementary materials of "Dupilumab alleviates pruritus regardless of skin improvement in adults with atopic dermatitis: a cohort study"
DOI: 10.6084/m9.figshare.2058834.v1
title: Data and code from "Multi-tissue stable-isotope analyses can identify dietary specialization"

description: R scripts & datasets for calculating individual specialization in a population using stable isotope data.Bond, Jardine & Hobson 2016. Multi-tissue stable-isotope analyses can identify dietary specialization. Methods in Ecology and Evolution.
DOI: 10.17632/bpmbzwkkv3
title: The LCMS/MS raw data for the manuscript of "A quantitative mass spectrometry method to differentiate bovine and ovine heparins from pharmaceutical porcine heparin"

description: the raw data of LCMS/MS
DOI: 10.6084/m9.figshare.19426145.v1
title: Wavelet Selection

description: seismic data
DOI: 10.17632/5jjgj4ds2k
title: Mobile Applications and Its features

description: Download android application. Access to the android application and observing the features and facilities