cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.21647921.v1
title: Feature Screening for Interval-Valued Response with Application to Study Association between Posted Salary and Required Skills

description: It is important to quantify the differences in returns to skills using the online job advertisements data, which have attracted great interest in both labor economics and statistics fields. In this article, we study the relationship between the posted salary and the job requirements in online labor markets. There are two challenges to deal with. First, the posted salary is always presented in an interval-valued form, for example, 5k–10k yuan per month. Simply taking the mid-point or the lower bound as the alternative for salary may result in biased estimators. Second, the number of the potential skill words as predictors generated from the job advertisements by word segmentation is very large and many of them may not contribute to the salary. To this end, we propose a new feature screening method, Absolute Distribution Difference Sure Independence Screening (ADD-SIS), to select important skill words for the interval-valued response. The marginal utility for feature screening is based on the difference of estimated distribution functions via nonparametric maximum likelihood estimation, which sufficiently uses the interval information. It is model-free and robust to outliers. Numerical simulations show that the new method using the interval information is more efficient to select important predictors than the methods only based on the single points of the intervals. In the real data application, we study the text data of job advertisements for data scientists and data analysts in a major China’s online job posting website, and explore the important skill words for the salary. We find that the skill words like optimization, long short-term memory (LSTM), convolutional neural networks (CNN), collaborative filtering, are positively correlated with the salary while the words like Excel, Office, data collection, may negatively contribute to the salary. Supplementary materials for this article are available online.
DOI: 10.17632/3b86n3rb8d
title: Automag: An automatic workflow software for calculating the ground magnetic state of a given structure and estimating its critical temperature

description: We developed a Python package capable of finding the lowest-energy magnetic state of a given structure and to estimate its critical temperature from a Monte Carlo simulation of its effective Hamiltonian. In this paper, we introduce the code and present the results of tests performed on known materials: α-Fe2O3 (hematite), Ca3MnCoO6 and Ni3TeO6. After checking the calculation parameters for convergence, we computed the linear response value of U for DFT+U and then the single-point energies of a number of collinear magnetic configurations. The magnetic ground state has been correctly predicted for α-Fe2O3 and Ni3TeO6, while for Ca3MnCoO6 the DFT calculations did not reproduce the experimental low-spin states on Co atoms. For α-Fe2O3 and Ni3TeO6 we were able to estimate the Néel temperature and the computed values of 911 K and 31 K are both in good agreement with experiment (955 K and 52 K).
DOI: 10.6084/m9.figshare.11814633.v3
title: The projected timing of abrupt ecological disruption from climate change

description: <b>ClimateHorizonsData</b>: Results data and code to reproduce Figures 2-4 from "Trisos et al. 2020 The projected timing of abrupt ecological disruption from climate change. <i>Nature</i>, 580, 496-501"<br><b>IPCCBiodiversityExposureByGWL</b>: Data for Figure TS.5 panel (b) Left, from the Technical Summary of the Working Group II (WGII) Contribution to the Intergovernmental Panel on Climate Change (IPCC) Sixth Assessment Report (AR6).<br><br>
DOI: 10.17632/zw2shn7pv3
title: Online Employee Reviews Dataset

description: The presented dataset contains 1,563 online employee reviews manually labeled, with stringent inter-rater reliability checks, for mentions of accounting control issues. Data were gathered from public employee review postings on the web.
DOI: 10.6084/m9.figshare.6072131.v3
title: Extend Data for cuscuta australis genome analysis

description: Dodders (<i>Cuscuta</i> spp., Convolvulaceae) are root- and leafless parasitic plants that parasitize a wide range of hosts. <i>C. australis</i> genome harbors only 19671 protein-coding genes, and 11.7% of the conserved orthologs in autotrophic plants are lost in <i>C. australis</i>. Many of these gene loss events likely result from its parasitic lifestyle and large body plan changes. This dataset include <i>C. australis</i> genome data and the phylogenetic analysis data for gene losses detection.
DOI: 10.17632/cvx4vs7c53
title: Files for Replicating "Sovereign Risk and Bank Lending: Evidence from 1999 Turkish Earthquake" by Baskaya, Hardy, Kalemli-Ozcan and Yue (2024)

description: This documentation provides replication information for all the results reported in the maintext and appendix of "Sovereign Risk and Bank Lending: Evidence from 1999 Turkish Earthquake" by Baskaya, Hardy, Kalemli-Ozcan and Yue (2024).
DOI: 10.17632/xh3w7p8gps
title: Improving Mastery Level in Understanding Typhoon and Earthquake Preparedness Through STEM Modules

description: The research aimed to improve Grade 8 learners' mastery level of understanding typhoon and earthquake preparedness through STEM modules using the seven-stage context-based STEM teaching approach as a format. The study used a one-group pretest-posttest design with qualitative support. Based on the results, there is a significant shift from an AVERAGE to MOVING TOWARDS MASTERY LEVEL in learners' understanding of typhoon and earthquake preparedness. The evaluation of emergency preparedness plans and kits underscored the effectiveness of the STEM modules in promoting disaster preparedness. Qualitative insights revealed the benefits and the challenges faced of the participants in using the STEM modules.
DOI: 10.6084/m9.figshare.23573952.v2
title: Master chart containing raw data of both test group and control group at baseline and at 3 months.

description: This Data set includes 1 file:
The master chart of all participants,their demographic information, baseline and post 3 months plaque index, modified sulcular bleeding index, Probing pocket depth, Clinical attachment levels. It also contains the detection frequency of the 4 organism <em>P.g, T.f, F.n, A.a </em>at baseline and at 3 months.
DOI: 10.6084/m9.figshare.26366866.v1
title: High-quality GVMAGs

description: High Quality giant virus genomes recovered with the PIGv pipeline. These have been dereplicated at 98% from the GOEV database.
DOI: 10.6084/m9.figshare.28449116.v1
title: BALBc-2.h5ad

description: Processed mouse spleen CODEX dataset from Goltsev et al. (<i>Cell</i>, 2018), containing 1 wild-type spleen sample (BALBc-2) with the compartment labels.
DOI: 10.6084/m9.figshare.29146424.v3
title: Supplementary Data file - A One Health View of Antimicrobial Resistance in North Africa Meta-analysis of ESBL-PE.docx

description: This supplementary file contains the data extracted from the studies included in our systematic review, This supplementary file supports the findings of the main manuscript and offers a detailed, transparent view of the data underlying our meta-analysis.
DOI: 10.6084/m9.figshare.5330593.v2
title: Unified RNA-seq datasets in human cancers and normal tissues - normalized data

description: Normalized gene expression levels
DOI: 10.6084/m9.figshare.7330208.v1
title: Human Convalescent Serum Sample after DENV1 seroconversion.

description: Serum sample collected after DENV1 seroconversion
DOI: 10.6084/m9.figshare.9700466.v1
title: Quantile Regression Code and Data

description: The SAS and R code and the accompanied data are related to the paper "The Advantages of Quantile Regression in Scientometrics"<br>
DOI: 10.17632/n76jpj3fnz
title: P-TRANS: A Monte Carlo ray-tracing software to simulate phonon transport in arbitrary nanostructures

description: P-TRANS is a software to simulate phonon transport in arbitrary nanostructures based on the Boltzmann transport theory. The core part of the software is a Monte Carlo ray-tracing solver that uses the stochastic method to sample phonon transport in various nanostructures. The solver is written in FORTRAN with well-organized modules and utilizing the OpenMP and MPI parallelization to achieve high performance. The software can handle a typical calculation of nanostructures with a feature size of ∼1000 nm on a normal PC within seconds, which is useful when exploring the wide variety of structures, for instance for structural optimization or high-throughput screening in material informatics. The software takes the bulk phonon properties obtained from the first-principles anharmonic lattice dynamics calculations as inputs. The database of bulk phonon properties is available on the software webpage, which currently contains more than 60 materials and will increase in the future. We also provide a graphical user interface to design the nanostructures and to run the simulation for non-expert users. In this paper, we introduce the theoretical background, the technical details and implementation, and the applications of the software.
DOI: 10.6084/m9.figshare.12240233.v1
title: 程度副词与否定词词典

description: 收集常用程度副词和否定词形成的词典。
DOI: 10.6084/m9.figshare.22691173.v2
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.6084/m9.figshare.23812020.v1
title: <b>Proactive Personality</b><b> </b><b>and Mental Wellbeing</b>

description: Data has been fully explained in the "Data CODEBOOK" file.
DOI: 10.6084/m9.figshare.29093492.v1
title: Quantum Immortality: A Mind-Bending Hypothesis Reimagined Through Science

description: Quantum immortality is one of the most mysterious and mind-blowing ideas in modern physics. It suggests that, under certain interpretations of quantum mechanics, your consciousness might never experience death. While this idea sounds like science fiction, it’s based on real (but weird) science—specifically, the many-worlds interpretation of quantum physics. This commentary explores the basics of quantum immortality, how it could theoretically work, and what it means for consciousness, technology, and the future of life. I’ll also offer new angles and questions around how AI and simulations might tie into the idea of never truly dying, along with a realistic look at the scientific criticism surrounding it. Whether or not it’s true, quantum immortality makes us think deeply about who we are, how we exist, and what happens when we don’t.<br>
DOI: 10.6084/m9.figshare.7294874.v2
title: Supplemental material for Going Beyond Convergence in Bayesian Estimation: Why Precision Matters too and How to Assess It (published in Structural Equation Modeling)

description: The following tables provide detailed results from the simulation studies. Tables S1 and S2 show comparisons of the estimates of the regression coefficient in the macro-micro design (Study 1) for the default in Mplus (i.e, PSR &lt; 1:05 for models with only one parameter, and PSR &lt; 1:10 for models with many parameters) with the ESS criteria (e.g., ESS &gt; 400) with respect to the relative bias and the relative RMSE. Table S3 compares the coverage rates of Mplus’ default criterion with those of the ESS criteria in Study 1. The remaining tables present the detailed results from Study 2 (micro-macro design) as well as those from the additional study.
DOI: 10.17632/74g7tdr2vm
title: N-body interatomic potential for molecular dynamics simulations of V-Cr-Nb-Mo-Ta-W system

description: The supplemetary materials to the article "V. N. Maksimenko, A. G. Lipnitskii, V. N. Saveliev, A. I. Kartamyshev, A. V. Vyazmin, D. O. Poletaev. N-body interatomic potential for molecular dynamics simulations of V-Cr-Nb-Mo-Ta-W system. Computational Materials Science".
DOI: 10.17632/jkvk97nfjc
title: Nucleation phenomena and extreme vulnerability of spatial k-core systems

description: This dataset contains experimental data related to spatial k-core percolation, a process used to analyze the robustness of spatial k-core systems under random and localized attacks. The dataset includes both network structures and numerical simulation results obtained from experiments conducted on various spatial networks.

Network Structures
This dataset comprises the link sequences, network structures utilized in numerical simulations of spatial k-core percolation, and edgelist of toy model as a demonstration in the paper. These structures represent networks where nodes correspond to spatial coordinates and edges denote connections between nodes. The link sequences and networks were generated using the zeta model with specific parameters, including a system size of L=1000, characteristic link lengths ranging from zeta = 3 to 1000, and an average degree of k=10. Each file is labeled with a unique identifier (e.g., Link Sequences: "NetID0_avgk10_links_zeta4.pkl", Network Structure: "NetID0_avgk10_zeta3_spatialNet.pkl").

Numerical Simulation Results
This dataset includes multiple subdirectories, each representing different experimental configurations and setups. Within each subdirectory, the numerical simulation results are stored in serialized format files. These files are labeled with descriptive names indicating the specific parameters and conditions used in the simulations. 

Useage: Each file is stored in a serialized format (e.g., Pickle). Some large files are compressed into RAR format; after downloading, these files need to be uncompressed. By loading the serialized files into computational environments (e.g. python or other language), researchers can utilize this network structure dataset to investigate the impact of link length on network resilience under random and localized attacks, and utilize these numerical simulation results to reproduce the figures presented in academic papers or conduct further analyses. 

For detailed information about the experimental methodology and code implementation, please refer to the associated GitHub code repository (https://github.com/LeyangXue/SpatialKcorePercolation.git) and paper titled “Nucleation phenomena and extreme vulnerability of spatial k-core systems” (https://arxiv.org/abs/2311.13579).
DOI: 10.17632/m6zs9bm7w3
title: Diverse prey capture strategies in teleost larvae

description: Pose and prey tracking data for Mearns et al., 2024. Diverse prey capture strategies in teleost larvae; eLife13:RP98347
Tracking data for larvae of species: L. attenuatus, L. ocellatus, N. multifasciatus, A. burtoni and O. latipes.
DOI: 10.6084/m9.figshare.23740071.v4
title: MinCan: Past and Present Productive Mines of Canada, 1950-2022

description: This database provides mine-level estimates for the Canadian mining industry with a persistent annual coverage between 1950 and 2022. These estimates are based on archival maps and a selection of historical sources, which follow a hierarchy of criteria-based credibility and standardization. The information contained in this database covers 947 mines and provides information about their location (longitude and latitude in decimal), the company ownership, the principal commodities produced, and the years of operation (opening and closing dates). It is the first open access database to propose an exhaustive, free, and reliable compilation of the principal mines in Canada. The geographic coordinates enable matching with other local, regional, and national databases, and allow for a wide range of research objectives to be met.
DOI: 10.17632/jsnryhhpph
title: Binomial cut-level validity (BCV)

description: This is an "xlsx" tabular dataset that shows the values of the number of respondents (n_critical) that are necessary to agree with a statement to validate it. 

This version covers:
- Sample size: from 5 to 1000 respondents
- Fundamentals: binomial distribution of probabilities

 How to use the dataset

The data should be applied according the "Binomial cut-level validity (BCV)" technique, in validating whether an item is "Essential" or "Unnecessary" to be used in a questionnaire or even in a modelling. This technique is described in "Discovering the critical number of respondents necessary to validate an item in a questionnaire: the Binomial Cut-level Content Validity".
DOI: 10.17632/smnj3hxvf9
title: Can China’s live hog futures market respond to the government-released hog product reports?

description: Our study aims to examine whether the live hog futures market responds to government-released hog product reports. The dataset includes the original hog product reports, sourced from [http://www.moa.gov.cn/ztzl/szcpxx/jdsj/2021yjd/] (in Chinese); the data of hog product reports, which integrates key information from the original reports; the daily trading data for the active continuous contract of live hog futures, obtained from the Bric database; and the futures market quality data of five agricultural commodity futures, which is used to measure and compare the quality of futures markets.
DOI: 10.17632/w86x7fbdhz
title: Data for: Opaline phytoliths in Miscanthus sinensis and its cyclone ash from a biomass-combustion facility

description: Figure A1: Fluorescence (excitation at 405 nm) observations of phytoliths in re-burned cyclone ash from Miscanthus sinensis combustion using a Zeiss LSM 510 confocal microscope. (a) Images of the variation of the fluorescence from a single phytolith (phytolith 1, see (b,c)) at various emission wavelengths. (b) Fluorescence intensity as a function of emission wavelength for the four different phytoliths, shown in (c) at a fluorescence wavelength of 495 nm. Figure A2: EDX element distribution maps of three phytoliths in a dry extract of Miscanthus sinensis. The C signal around the three phytoliths results from the carbon substrate used to mount the sample for the ESEM investigations; it is not caused by organic material from the plant. Figure A3: EDX element distribution maps of phytoliths in a sample of re-burned cyclone ash from the combustion of Miscanthus sinensis straw. The Ca map clearly shows the calcite aggregates that surround the phytoliths. The K+Cl map (a superposition of individually generated distribution maps of K and Cl) reveals the occurrence of small sylvite crystals within the calcite aggregates. Figure A4: X-ray diffraction pattern of the re-burned cyclone ash. Qtz = quartz; Cc = calcite; Syl = sylvite; Per = periclase. Observed spectrum (red line), fitted spectrum (blue solid line), difference plot (red spectrum in lower part of image) and Bragg peak positions (tick marks above difference plot) are shown. The weighted R-factor, Rwp, was calculated using the observed and calculated intensities in the powder diffraction patterns. Table A1: The ash content (in wt%) of Miscanthus sinensis straw, determined by the dry-ashing technique Table A2: Phytolith content (in wt%) of Miscanthus ash, as determined by dry extraction. Table A3: Phytolith dimensions as determined in ESEM images of Miscanthus dry extracts (in µm) Table A4: ESEM-EDXS spot analyses data summary.
DOI: 10.6084/m9.figshare.19778941.v4
title: Supplementary Table 2. Source data table.

description: Source data table containing raw data.
DOI: 10.6084/m9.figshare.24039078.v1
title: HajjTweet_v3_Arb.xlsx

description: Arabic dataset of social media posts related to Hajj, Umrah, and pilgrims. The data is collected from X (formerly Twitter), Facebook, and Instagram.
DOI: 10.6084/m9.figshare.25656531.v1
title: The global compilation of glacial lakes

description: The global compilation of the number and area of glacial lakes based on RGI regions. <br><br>https://doi.org/10.1038/s43017-024-00554-w
DOI: 10.6084/m9.figshare.26502961.v1
title: Table detailing mutations, and virological and immunological responses to LEN-containing regimen

description: A table detailing different lab results at baseline and M6 in persons living with HIV-2 receiving a lenacapavir-containing regimen (genotypic resistance testing, CD4 cell count, plasma viral load), as well as demographic (age) information and the detailed composition of the optimized background regimen
DOI: 10.6084/m9.figshare.3464267.v4
title: Survey of Norwegian High School Students about Use of Snapchat Stories

description: Data from a survey of 35 students in a Norwegian high school class (mostly 17-year-olds) on 1 June 2016, by Jill Walker Rettberg, Professor of Digital Culture, University of Bergen. See http://jilltxt.net/?p=4505 for details.<br>I gathered this data for a project on Snapchat narratives. I want to understand how stories are told on Snapchat. My main method is textual analysis, and this data is simply intended to give me a better idea of whether users actually watch Live stories and other stories, and whether they make them - and to give me some ideas for where to dig deeper as I continue researching stories. I plan to visit more high schools to get more responses, but since Snapchat's interface changed in 2016, the results won't be directly comparable.<br>Importantly, this data was collected BEFORE the update in mid-June that made Live Stories and Discover channels look the same. I assume the numbers will change with this interface change.<br>They survey was conducted in Norwegian. One of the images in the fileset shows the survey as administered. The other image shows a translation into English. I have translated the comments as directly as possible before transcribing them into the spreadsheet. The image of a filled out survey is a translation of the Norwegian survey the students actually filled out. <br>The original Google spreadsheet is at https://docs.google.com/spreadsheets/d/13Z4ZdeoHAeI9zYqNw6Oa7Qs64g3873dAYZTcCWH1tyo/edit#gid=1943894532.<br><br>
DOI: 10.6084/m9.figshare.8313656.v3
title: Naegleria fowleri ATCC 30894 Braker1 predicted Proteins

description: BRAKER1 predicted proteins of Naegleria fowleri ATCC 30894<br>
DOI: 10.17632/4w4pkcfm7y
title: Auxin- Ethylene biosynthesis and root growth inhibition under aluminum stress in O. sativa

description: The model consisted of 127 species: 25 genes, 25 mRNA, 35 proteins, one protein complex, 22 degraded proteins, and 13 molecules (supplementary table 1). These species interact in a total of 117 reactions: 25 transcription and 25 translation reactions respectively. A unique heterodimer association, 12 negative influences, six positive influences, 40 transition states, three transport reactions, and five reduced physical stimulations.
DOI: 10.6084/m9.figshare.19638588.v1
title: Codebook.pdf

description: <strong>Codebook to students’ responses to the open-ended questions </strong> <br>