cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gprg4s73v4
title: GaHu-Video: Parametrization system for human gait recognition

description: This video dataset comprises (44) recordings of the human gait with (396) edited videos, there is also available a dataset of geometric features with (1431) files acquired from the video dataset that can be used for identifying people by human gait or for analyzing gait on various purposes. Each directory has the following structure: One directory with original videos of 44 people walking. Some parameters are, Video format AVI, stable background, resolution of 1280x700 p. Each video recording registers a person walking from left to right and back three times. One directory (Track A) with 44 edited videos with the first walking pass from left to right and back. A subdirectory (Sx_Track 1_Right) with 44 edited videos with the first walking pass from left to right. A subdirectory (Sx_Track 1_Left) with 44 edited videos with the first walking pass from right to left. This directory comprises 132 videos in total. One directory (Track B) with 44 edited videos with the second walking pass from left to right and back. A subdirectory (Sx_Track 1_Right) with 44 edited videos with the second walking pass from left to right. A subdirectory (Sx_Track 1_Left) with 44 edited videos with the second walking pass from right to left. This directory comprises 132 videos in total. One directory (Track C) with 44 edited videos with the third walking pass from left to right and back. A subdirectory (Sx_Track 1_Right) with 44 edited videos with the third walking pass from left to right. A subdirectory (Sx_Track 1_Left) with 44 edited videos with the third walking pass from right to left. This directory comprises 132 videos in total. One directory V-Geometric features with .dat files acquired from the video dataset with geometric features from the rectangle drawn over the silhouettes during a time. The geometric features were acquired with image processing techniques and are comprised of width, height, and area over time [1,2] nnW subdirectory: 477 .dat files with registered information about the behavior of the rectangle width during the gait record. nnH subdirectory: 477 .dat files with registered information about the behavior of the rectangle height during the gait record. nnA subdirectory: 477 .dat files with registered information about the behavior of the rectangle area during the gait record. References: [1] Senigagliesi, L.; Ciattaglia, G.; De Santis, A.; Gambi, E. People Walking Classification Using Automotive Radar. Electronics 2020, doi:10.3390/electronics9040588 [2] Kececi, Aybuke, Armağan Yildirak, Kaan Ozyazici, Gulsen Ayluctarhan, Onur Agbulut, and Ibrahim Zincir. 2020. Implementation of Machine Learning Algorithms for Gait Recognition. doi:10.1016/j.jestch.2020.01.005 [3] Figueiredo, Joana, Cristina P. Santos, and Juan C. Moreno. 2018. Automatic Recognition of Gait Patterns in Human Motor Disorders using Machine Learning: A Review. Vol. 53. doi: 10.1016/j.medengphy.2017.12.006
DOI: 10.17632/pk6tzrjks8
title: The HelthyAir Dataset: Outdoor Air Quality in Ho Chi Minh City, Vietnam 

description: Outdoor air quality data were acquired from the Air Quality Monitoring Network consisting of six air pollution monitoring stations across Ho Chi Minh City (HCMC), Vietnam. The raw data contains 52,549 records collected over a period from mid of February 2021 to mid of June 2022. The air quality dataset includes the data of particulate matter (PM2.5), Total Suspended Particles (TSP), Sulfur dioxide (SO2), Ozone (O3), Nitrogen Dioxide (NO2), Carbon Monoxide (CO) in µg/m3, and two meteorological parameters Temperature (°C) and Humidity. This dataset can be used for air quality modeling, spatiotemporal analysis, and air quality assessment across the different regions including traffic, residential, and industrial areas across the city.
DOI: 10.17632/t78vh7h5t6
title: Refining the carbonate-associated iodine redox proxy with leaching experiments

description: Geochemical data for the article
DOI: 10.6084/m9.figshare.27991265.v1
title: ATSS datasets

description: Datasets of ATSS
DOI: 10.6084/m9.figshare.28874555.v1
title: Sup material for DATA-Mdpi - A Dataset Examining Problem of ASIs

description: The use of accounting semi-identity-based (ASI) models in econometrics can lead to severe problems, with OLS regressions potentially misrepresenting causal relationships. This study uses Monte Carlo simulations to control causal links and illustrate issues that real-world samples cannot reveal, due to unknown factors behind firms' investment decisions. Simulations allow precise assessment of estimator accuracy. The investment-cash flow sensitivity model (Fazzari, Hubbard, Petersen, 1988) is used as an example of an ASI model. Randomly generated variables (cash flows and Tobin’s Q) evaluate ASIs’ effects on regression reliability. The paper aims to both explain ASI issues in more depth and promote the use of Monte Carlo simulations to model complex economic variable interactions and assess problems like multicollinearity, heteroskedasticity, and endogeneity.
DOI: 10.6084/m9.figshare.2002068.v2
title: Research Networking Systems: A data treasure trove for creating strategic research initiatives and analyses

description: Research Networking Systems (RNS) were primarily established to stimulate collaboration, which may cross disciplines, sectors, institutional or even national boundaries; and studies have shown that collaborations that cross such boundaries, may increase citation rates by as much as a two-fold factor. Within North America, a critical mass of institutions has been able to invigorate their research programs by implementing RNS. However, once implemented, how does the institution utilize the system and the data treasure trove it contains to facilitate impactful research initiatives? This session brings together the project leads from Duke University, University of Minnesota, Northwestern University, and REACH NC (a 20-institution, North Carolina state-wide RNS) who have implemented Pure Experts Portals, Elsevier’s RNS. They will share their perspective on how their organizations have utilized RNS, and in certain cases repurposed data to pursue further analysis and visualizations that address strategic and diverse organizational needs. What are their most impactful use cases, and how can data from RNS facilitate these use cases? We will present the use cases below and more: <br><br>1. Using RNS to enhance and expand upon contextual data of other Northwestern sites – ex. Global Research and Undergraduate Research Opportunities, and graduate program sites <br><br>2. Visualizing collaborations between the U of Minnesota’s College Biological Sciences (CBS) and College of Food Ag Natural Sciences (CFANS) <br><br>3. Identifying expertise and forming partnerships to advise on collaborations between diverse sectors including academic researchers, the economic development community, the military and defense community, and private businesses in North Carolina using REACH NC. <br><br>4. Provisioning publications for VIVO, for department websites, and for reporting and analytics at Duke University
DOI: 10.6084/m9.figshare.25765368.v1
title: Bird_community_ assembly_in the_Hengduan_Mountains.rar

description: This dataset includes the raw data for the analysis of breeding bird community assembly in the Hengduan Mountains, as well as the analysis and visualization code. Specifically, the raw data comprises a occurrence matrix along elevational gradients and trait data of breeding birds in the Hengduan Mountains. We got occurrence matrix by establishing sampling sites every 100 m along elevational gradients. For trait data, it was from the dataset on the life-history and ecological traits of Chinese birds (http://doi.org/10.24899/do.202109003(opens in new window), AVONET dataset (https://figshare.com/s/b990722d72a26b5bfead(opens in new window), and IUCN Red List Categories and Criteria (https://portals.iucn.org/library/node/10315/(opens in new window). The analysis include two methods: a framework to quantitatively infer Community Assembly Mechanisms by Phylogenetic-bin-based null model analysis (iCAMP) and the dispersal–niche continuum index (DNCI).The analysis and visualization are both conducted in R software.<br>
DOI: 10.6084/m9.figshare.3522278.v1
title: Appendix B. Evaluation of the pollination efficiency.

description: Evaluation of the pollination efficiency.
DOI: 10.6084/m9.figshare.13650641.v1
title: Inferential Statistics

description: Here is the link to challenges inferential stats
DOI: 10.6084/m9.figshare.28944101.v1
title: QIIME 2 2025.4 Chinese Protocol

description: 本文介绍了 QIIME2 的安装方法和标准分析工作流程，使同行能够快速上手。它还解释了中间步骤和参数，指导用户优化这些参数以获得更准确的结果。此外，我们总结了软件安装和使用过程中遇到的常见问题和解决方案，包括数据导入和导出、特征表生成、alpha 和 beta 多样性分析、物种组成分析、物种比较分析和下游可视化。提供补充材料，包括视频、分析代码、测序数据和预期结果，以促进分析和复制分析过程。
DOI: 10.17632/6mxk6n5yj6
title: Is everything one ?

description: The mathematical product of the synodic solar rotation period and the Earth's anomalous orbit period yields Pi with a deviation of 0.04%. The value of 27.02.. days calculated from Pi and the Earth's anomalous orbital period correlates with the synodic rotation period of the Sun. This means that Pi may be a crucial key factor for life on Earth. In addition, according to previous research results, there is evidence that the 27.02 Day cycle has an influence on our behavior. To a great surprise, the cosmic number 137 can be derived from the 27.02 Day Cycle. Furthermore, from the product of the cosmic number 137 and the 27.02 Day Cycle, we finally get the number one. The ancient philosophy of monism and the physics of quantum entanglement agree: everything that exists is a unified whole. The study presented can potentially contribute to the discussion with regard to our solar system.
DOI: 10.17632/9f6bh9f736
title: Asymmetric Information, Disagreement, and the Valuation of Debt and Equity

description: This Mathematica code generates the figures in "Asymmetric Information, Disagreement, and the Valuation of Debt and Equity."
DOI: 10.17632/yhyzmp8rtb
title: A dataset of Visible – Short Wave InfraRed reflectance spectra collected on pre-cooked pasta products

description: The “Pasta_dataset.mat” is a MATLAB data file containing a DataSet Object (DSO), the “Precooked_pasta” including the reflectance spectra (Interval wavelegth range: 350-2500 nm) collected for each sample. In the Row Labels section are reported 5 class sets: i) sample_ID: identification labels of each block of 50 measurements, ii) dry_weight_content_%: labels of the dry weight content measured on pasta product samples (42.8%, 46.7% and 47.5%), iii) iii) pasta_type_&_phy_con: labels of the pasta product type referring to the physical condition (“Mezze Penne (frozen)”, “Pennette 72 (frozen)”, “Mezze Penne (thawed)” and “Pennette 72 (thawed)”), iv) Phy_con: labels of the pasta products physical condition (“Frozen pasta” and “Thawed pasta”) and v) Pasta_type: labels of the pasta product type (“Mezze Penne” and “Pennette 72”). Data are also provided in .csv format (“Precooked_pasta.csv”).
DOI: 10.6084/m9.figshare.12440357.v1
title: Audio Recording, Transcript & Analysis.xlsx

description: Audio Recording and Transcript of Focus Group Discussion with participants for a qualitative research.<br>
DOI: 10.6084/m9.figshare.25236772.v1
title: Ti3C2T2.zip

description: The files support the work "Unveiling the Role of Termination Groups in Stabilizing MXenes in Contact with Water". The work provides a computational analysis of the degradation processes at the interface between MXene basal planes and water using enhanced sampling <i>ab initio</i> molecular dynamics simulations and symbolic regression analysis. ZIP file Ti3C2T2.zip contains 3 folders: "Optimized_structures", "INCARs" and "SISSO". "Optimized_structures" folder contains 8 .cif files of Ti<sub>3</sub>C<sub>2</sub><i>T</i><sub>2</sub> MXene surfaces with different terminations <i>T</i>. "INCARs" folder contains 3 INCAR files for VASP software, that were used for cell optimization, slow growth molecular dynamics and constrained molecular dynamics. Files for SISSO symbolic regression, including the dataset with physics-based descriptors, such as work function, <i>d</i>-band center, Ti vibration frequencies, can be found in "SISSO" folder.
DOI: 10.6084/m9.figshare.27610524.v3
title: HUSWD datasets(.nc)

description: We generated a 0.1° monthly sectoral water use dataset (High-resolution Sectoral Water use Dataset, HSWUD) for China, covering the period from 1965 to 2022. The dataset includes main sectors of national economic development such as irrigation, manufacturing, thermal power cooling, and domestic water use . This dataset will aid in understanding the impacts of human activities on water resources in changing environments
DOI: 10.6084/m9.figshare.28904348.v1
title: AD and gut miRNA

description: 1, App-knock-in mice with and without depletion of miRNA in the gut have been established by conditionally knocking out Dicer1 gene in epithelial cells of the gut. 2, Total DNA was isolated from the brain tissue using Trizol and sequenced for the bacterial 16S rDNA (V3-V4 region). The data has been deposited in the file named with "00.CleanData".3, Total RNA was isolated from the brain tissue using Trizol. mRNA was sequenced. The clean data has been deposited in the file named with "CountMatrix_CPM".
DOI: 10.6084/m9.figshare.6967826.v1
title: THE RANK REVERSAL PROBLEM IN MULTI-CRITERIA DECISION MAKING: A LITERATURE REVIEW

description: ABSTRACT Despite the importance of multicriteria decision-making (MCDM) techniques for constructing effective decision models, there are many criticisms due to the occurrence of a problem called rank reversal. Nevertheless, there is a lack of a systematic literature review on this important subject which involves different methods. This study reviews the pertinent literature on rank reversal, based on 130 related articles published from 1980 to 2015 in international journals, which were gathered and analyzed according to the following perspectives: multicriteria technique, year and journal in which the papers were published, co-authorship network, rank reversal types, and research goal. Thus our survey provides recommendations for future research, besides useful information and knowledge regarding rank reversal in the MCDM field.
DOI: 10.17632/6mjv8t8y8b
title: SUPPLEMENTARY MATERIALS

description: MBX 2109, a Once-Weekly Parathyroid Hormone Replacement Therapy Prodrug: Phase 1, First-in-Human, Randomized Trial
DOI: 10.17632/72z9cmv9v3
title: Understanding the effect of material and energy on the decoupling CO2 emissions from economic growth: A decomposed decoupling evidence for the top emitters

description: This document includes the dataset and excel functions used in the paper "Understanding the effect of material and energy on the decoupling CO2 emissions from economic growth: A decomposed decoupling evidence for the top emitters"
DOI: 10.17632/pc64ybhtpc
title: Exploiting mixed-frequency characteristics in parametric Mean-Expected Shortfall portfolio selection

description: The files provide relevant data and codes for replicating the empirical results in the paper and its appendices.
DOI: 10.6084/m9.figshare.12867401.v1
title: multiTimeline.csv

description: Lorem ipsum test data entered here
DOI: 10.6084/m9.figshare.19333325.v2
title: Figure 5a, c-f Data

description: Figure 5a, c-f data for Nature Electronic Paper
DOI: 10.6084/m9.figshare.3443963.v1
title: DICOMs Parasuchus.zip

description: CT data set for the phytosaurian taxon <i>Parasuchus angustifrons<br></i>CT data sets are also deposited with the specimens in the BSPG (Bayerische Staatssammlung für Paläontologie und Geologie, Munich, Germany) collections, where the physical specimen is housed. <br>NOTE! If you use the data for publication, please inform the curator at BSPG, Dr. Oliver Rauhut (o.rauhut@lrz.uni-muenchen.de).
DOI: 10.6084/m9.figshare.5854692.v1
title: Tempo and mode of genome evolution in the budding yeast subphylum

description: All budding yeast genome assemblies and annotations, phylogenetic data matrices, multiple sequence alignments, phylogenetic trees, the metabolic trait data matrix, trait ancestral character state reconstructions, additional figures and tables, R codes, and the custom Perl scripts used in this study are available on the Figshare data repository
DOI: 10.17632/xtc2546p3p
title: Research on aesthetic perception factors of city outdoor advertising based on Kano model

description: 1. Questionnaire Survey data 
Local residents and tourists' aesthetic perception ratings of outdoor advertising data.
2. Data for analysis of the traditional Kano model
Evaluation Results and Classifications of Urban Outdoor Advertising Aesthetic Perception by Local Residents and Tourists.
3. Data for analysis of the improved Kano analysis 
The results of the improved Kano model analysis, which, in addition to considering traditional methods, also takes into account hybrid factors (Total Strength (TS) and Category Strength (CS), to determine hybrid categories).
4. Data for two-dimensional quadrant analysis of SII-DDI
The Satisfaction Increment Index (SII) and the Dissatisfaction Decrement Index (DDI) are designed to assess the improvement effects on user satisfaction and dissatisfaction, respectively (Berger et al., 1993).
DOI: 10.6084/m9.figshare.12227945.v1
title: Data.zip

description: The dataset is Lidar, the format is las. It includes buildings.
DOI: 10.6084/m9.figshare.14115569.v2
title: The origins and genetic interactions of KRAS mutations are allele- and tissue-specific

description: Mutational activation of <em>KRAS</em> promotes the initiation and progression of cancers, especially in the colorectum, pancreas, lung, and blood plasma, with varying prevalence of specific activating missense mutations. Although epidemiological studies connect specific alleles to clinical outcomes, the mechanisms underlying the distinct clinical characteristics of mutant <em>KRAS</em> alleles are unclear. Here, we analyze 13,492 samples from these four tumor types to examine allele- and tissue-specific genetic properties associated with oncogenic <em>KRAS</em> mutations. The prevalence of known mutagenic mechanisms partially explains the observed spectrum of <em>KRAS</em> activating mutations. However, there was are substantial differences between the observed and predicted frequencies for many alleles, suggesting that biological selection underlies the tissue-specific frequencies of mutant alleles. Consistent with experimental studies that have identified distinct signaling properties associated with each mutant form of K-RAS, our genetic analysis reveals that each <em>KRAS</em> allele is associated with a distinct tissue-specific comutation network. Moreover, we identify tissue-specific genetic dependencies associated with specific mutant <em>KRAS</em> alleles. Overall, this analysis demonstrates that the genetic interactions associated with oncogenic <em>KRAS</em> mutations are allele- and tissue-specific, underscoring the complexity that drives their clinical consequences.<br>
DOI: 10.6084/m9.figshare.23810631.v1
title: Impedance.csv

description: Impedance file in .csv format
DOI: 10.6084/m9.figshare.27111472.v1
title: Coyote abundance map across contiguous USA 2019-2021

description: Coyote predicted abundance across the contiguous USA from model published in the paper below:Remington J. Moll, Austin M. Green, Maximilian L. Allen, Roland Kays. In press. People or predators? Comparing habitat-dependent effects of hunting and large carnivores on the abundance of North America’s top mesocarnivore. Ecography.<br>
DOI: 10.6084/m9.figshare.29127989.v1
title: <b>Small RNA Sequencing</b><b> </b><b>(Mouse Blood)</b>

description: This file contains the small RNA-seq dataset that was used in the unpublished manuscript. The dataset shows significant miRNA fold changes when comparing CTE-induced groups with the control group.RNA isolated from each sample was used to construct sequencing libraries using the SMARTer smRNA-Seq Kit for Illumina following the manufacturer's protocol. Briefly, the Input RNA was polyadenylated to provide a priming sequence for the oligo-(dT) primer. cDNA synthesis is primed by the 3’ smRNA dT Primer, which incorporates an adapter sequence at the 5’ end of each first-strand cDNA molecule. When the MMLV-derived PrimeScript™ Reverse Transcriptase (RT, cat no: 2680. Takara Bio, Otsu, Japan) reaches the 5’ end of each RNA template, it adds nontemplated nucleotides which are bound by the SMART smRNA Oligo-enhanced with locked nucleic acid (LNA) technology for greater sensitivity. In the template-switching step, PrimeScript RT uses the SMART smRNA Oligo as a template for the addition of a second adapter sequence to the 3’ end of each first-strand cDNA molecule. In the next step, full-length Illumina adapters (including index sequences for sample multiplexing) are added during PCR amplification. The Forward PCR Primer binds to the sequence added by the SMART smRNA Oligo, while the Reverse PCR Primer binds to the sequence added by the 3’ smRNA dT Primer. The resulting cDNA library included the sequences required for clustering in an Illumina flow cell. Libraries were validated by checking their size, purity, and concentration using an Agilent Bioanalyzer. The libraries were pooled in equimolar amounts and sequenced using an Illumina NovaSeq instrument. Image decomposition and quality value calculations were performed using Illumina pipeline modules by Macrogen, Inc. (Daejeon, South Korea).
DOI: 10.6084/m9.figshare.1312900.v2
title: Human RNA and DNA sets in FASTA format

description: Human RNA and DNA sets in FASTA format used to generate Figure 6 of Lee, E.S., Akef, A. and Palazzo A.F., "The Consensus 5' Splice Site Motif Inhibits mRNA Nuclear Export" PLOS ONE 2015 in press.
DOI: 10.6084/m9.figshare.1593104.v5
title: Illuminant-based Transformed Spaces for Image Forensics

description: Instructions for downloading database and source code associated with the paper <strong>"Illuminant-based Transformed Spaces for Image Forensics"</strong>
DOI: 10.6084/m9.figshare.21761039.v2
title: Data for Yurtsever, Anderson, & Grundy - bilingual children's quantitative analysis

description: Data used in the following paper: <br> <em>Bilingual children outperform monolingual children on executive functions tasks far more often than chance: Changing the perspective </em>
DOI: 10.6084/m9.figshare.22014713.v2
title: Maternal health

description: This data contains indicators that make up the maternal health variable