cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5k56n7sbry
title: Behavioural Model on solving mental depression

description: This code performs an analysis of the dataset containing information about root causes of depression among college students. Here's a breakdown of what each part of the code does:

Loading the Dataset:

The code uses Pandas to read a CSV file named 'root_causes_depression_data.csv' into a DataFrame named df. This dataset likely contains information about various factors contributing to depression among college students.
Computing the Correlation Matrix:

The code computes the correlation matrix of the DataFrame df using the corr() method. This matrix provides insights into the relationships between different variables in the dataset.
Plotting the Correlation Matrix:

It uses Seaborn and Matplotlib to create a heatmap visualization of the correlation matrix. The heatmap annotates each cell with the correlation coefficient, providing a visual representation of the strength and direction of correlations between pairs of variables.
Generating Scatter Plots:

For each pair of variables in the dataset, the code generates scatter plots using Seaborn's scatterplot function. These scatter plots visually represent the relationship between each pair of variables, helping to identify potential patterns or trends.
Performing Statistical Analysis:

Finally, the code conducts statistical analysis for each pair of variables. It calculates correlation coefficients and p-values using the pearsonr function from the scipy.stats module. These values quantify the strength and significance of the linear relationship between pairs of variables.
Overall, this code provides a comprehensive analysis of the dataset, including visualizations of correlations and scatter plots, as well as statistical insights into the relationships between different root causes of depression among college students.
DOI: 10.17632/s5ng83rmxt
title: Data for: Rutile as a pathfinder for metals exploration

description: Rutile trace element chemistry acquired by LA-ICM-MS in ppm. Samples are from known mineralisation and barren rocks primarily from Western Australia. Columns titled 'Group' contain the cluster number of similar chemistry for each analysis, as determined by unsupervised learning using ore-derived rutile (Group A), barren rutile (Group B) and the entire dataset (Group C). These data have been processed using the methods outlined in the text, prior to PCA and clustering.
DOI: 10.17632/csxwz539yg
title: Datasets (Izumi Kaneko et al., 2023)

description:  Datasets for the paper by Kaneko et al. (2023).
DOI: 10.17632/45hs5ht6k3
title: Pesteh-Set

description: Pesteh-Set, A Pistachio Dataset containing 6 videos and 423 labeled images. For more details refer to https://github.com/mr7495/Pesteh-Set Codes description is available at https://github.com/mr7495/Pistachio-Counting. If you find this dataset useful, please cite this paper: https://arxiv.org/abs/2005.03990
DOI: 10.17632/g9ntbg4tmj
title: Canton tower new particle formation vertical observation dataset in 2020

description: In-situ measurements of ultrafine particles (UFP) and New particle formation (NPF) observed at the ground and at the top of the Canton Tower (454 m) located in downtown Guangzhou in southern China were analyzed using the measurements of multiple meteorological and physicochemical quantities.
DOI: 10.6084/m9.figshare.21995417.v1
title: Simplon_liv_features.txt

description: The data accompany the publication "Kuhl et al. 2023: <em><strong>Using Machine Learning on tree-ring data to determine the geographical provenance of historical construction timbers. </strong></em>The data are the raw model inputs and allow a reconstruction of the models mentioned and used in the paper. Please contact the authors if you would like to collaborate on a project using these data. If comments or questions arise, please contact Eileen Kuhl (eikuhl@uni-mainz.de).
DOI: 10.17632/zcrrgvhdns
title: Convergence in House Price Cycles across the US: Recent Developments and the Impact of Covid

description: This is the dataset for "Convergence in House Price Cycles across the US: Recent Developments and the Impact of Covid, by William Miles, Wichita State University
DOI: 10.17632/zrdxwfcxfs
title: Friend or Foe dataset

description: This dataset was extracted from an American game show, Friend or Foe. In this show, pairs of contestants played a variant of the prisoner’s dilemma to decide the allocation of an often-large monetary prize. From video recordings of contestants’ interactions prior to their decision-making, we extract a broad range of multimodal behavioral features (i.e., eye gaze, head pose, facial expressions, body movement, and language characteristics) and socio-demographic information.
DOI: 10.17632/kjn9ggxhwz
title: Data for: Buhos: A web-based systematic literature review management software

description: Analysis of requirements coverage and usability testing of Buhos, a web-based tool to support systematic literature reviews
DOI: 10.17632/rct9n75ht7
title: Replication files: Managers as Knowledge Carriers

description: This replication folder contains do files used to prepare the data and the results for the paper “Managers as Knowledge Carriers: Explaining Firms' Internationalization Success with Manager Mobility”. Moreover, it explains how to access the confidential micro data for replication purposes and lists the required data sets.
DOI: 10.17632/4tmssyhp37
title: Wear data of a ball mill liner

description: Wear data of a ball mill liner
DOI: 10.17632/ss233234t2
title: Reseach Data--Simulation and experiment investigation of lamination W structure for suppressing surface blistering

description: In this study, it is considered that the use of tungsten(W) foils to form laminated W structures instead of W bulk can enhance the deuterium(D) plasma irradiation resistance of W plasma facing materials(W-PFMs). The gap between the W foils in the laminated W structure acts as a gas release channel to reduce the D retention in the W-PFMs, so that the D concentration in the W cannot reach the threshold and the blistering is suppressed. Based on this viewpoint, this study first performed finite element simulations and then D plasma irradiation experiments. Fig. 1 shows the geometric schematic of the simulation part of this study with the different boundaries and domains labeled, and the geometric dimensional parameters in Fig. 1 are given in Table 1. Fig. 2(a) is a schematic of the sample in the plasma irradiation experiment. Fig. 2(b) is a schematic of the electrolytic polishing of the sample. Fig. 2(c) shows the microwave electron cyclotron resonance (ECR) plasma irradiation device used in the irradiation experiment. Fig. 3 shows the temperature field results obtained from finite element simulation. Fig. 4 shows the results of the concentration distribution of mobile D atoms obtained by finite element simulation. The thermal parameters of the material, the diffusion coefficient of D atoms in the material and the solubility parameters of D atoms in the material are listed in Table 2. The parameters of the traps in the materials used in the finite element simulations are listed in Table 3. The parameters of the recombination coefficients for D for the materials used in the finite element simulations are listed in Table 4.Fig. 5 shows the D concentration distribution curves from the finite element simulation results. Fig. 5(a, b) show the D atom concentration versus depth curves along the W symmetry axis and at the interface between W and the gap, respectively. Fig. 5(c, d) show magnified plots of the concentration distributions in Fig. 5(a, b) in the near-surface region, respectively. Fig. 5(e) shows the variation with depth of the gas pressure of D gas in the gap along the symmetry axis boundary of the gap. Fig. 5(f) shows the variation of solubility of D atoms for different materials in the temperature range derived from Fig. 3. Fig. 6 shows the morphology of the sample surface before and after D plasma irradiation. Fig. 7 shows a cross-section of the bubbles in the W bulk and W foil using FIB. Fig. 8(a, b) show the statistical results for the blisters at different irradiation fluences. Fig. 8(c, d) shows the size and area fraction of surface blisters on W foils of different thicknesses after different fluences of irradiation. Both simulation and experimental results demonstrate that the thinner the W foil thickness, the more D retention and surface blistering are suppressed. This suggests that using W foils to form laminated structure instead of W bulk is effective in utilizing the gas release channel effect for suppressing surface blistering.
DOI: 10.17632/65mwb97zwz
title: Camellia oleifera fruit posture detection dataset

description: The dataset consists of Camellia oleifera fruit images and labels used for YOLO detection model training.
The dataset is divided into 3 sub-datasets, of which 2016 samples are ‘training’ samples, 672 samples are ‘validation’ samples, and 671 samples are ‘test’ samples.
The labels are in the format required for YOLO11 detection.
DOI: 10.6084/m9.figshare.6327344.v1
title: Supplementary Material for: A Central Role for Heme Oxygenase-1 in the Control of Intestinal Epithelial Chemokine Expression

description: In mucosal inflammatory disorders, the protective influence of heme oxygenase-1 (HO-1) and its metabolic byproducts, carbon monoxide (CO) and biliverdin, is a topic of significant interest. Mechanisms under investigation include the regulation of macrophage function and mucosal cytokine expression. While there is an increasing recognition of the importance of epithelial-derived factors in the maintenance of intestinal mucosal homeostasis, the contribution of intestinal epithelial cell (IEC) HO-1 on inflammatory responses has not previously been investigated. We examined the influence of modulating HO-1 expression on the inflammatory response of human IECs. Engineered deficiency of HO-1 in Caco-2 and T84 IECs led to increased proinflammatory chemokine expression in response to pathogenic bacteria and inflammatory cytokine stimulation. Crosstalk with activated leukocytes also led to increased chemokine expression in HO-1-deficient cells in an IL-1β dependent manner. Treatment of Caco-2 cells with a pharmacological inducer of HO-1 led to the inhibition of chemokine expression. Mechanistic studies suggest that HO-1 and HO-1-related transcription factors, but not HO-1 metabolic products, are partly responsible for the influence of HO-1 on chemokine expression. In conclusion, our data identify HO-1 as a central regulator of IEC chemokine expression that may contribute to homeo­stasis in the intestinal mucosa.
DOI: 10.17632/4f83n5w9hy
title: CEVC model, ECMODE

description: Estimation, simulation and portfolio optimization with the generalized constant elasticity of volatility and correlation ratio (CEVC) model. 
There are three files included in this package. The excel file (DataCEVF2.xlsx) contains daily prices of the assets used in the analyses. The MATLAB file EstimationCEC2d_v20_Final.m provides the code for the estimation of all four models in the study (CEVC, CEV, CEC and Merton), as well as the optimal portfolio allocation. It also produces figures on the time series of correlations, volatilities and optimal portfolios. The file SimulationCEC2d_v20_Final.m performs a simulation and recovery estimation of the main model (CEVC).
DOI: 10.17632/5f6wymc9bb
title: Data for: Cutting the forest down to save your face: Narcissistic national identification predicts support for anti-conservation policies

description: Three datasets (both spss and csv files) accompanied by MPlus syntaxes which allow for replicating the analyses presented in the manuscript and in SOM.
DOI: 10.17632/mw7ctxc9y5
title: mediation and moderation effect of risk preferences on time preference and financial literacy

description: This paper investigates the mediation and moderation effect of risk preference on time preferences and financial literacy. Existing studies show that people with higher levels of financial literacy are more likely to achieve better life outcomes. Better life outcomes depend on an individual’s knowledge and intertemporal choices executed in a context where inherent risk is prevalent. Regardless, existing studies directly evaluate the effects of financial literacy on intertemporal decisions. The current study brings in a different dimension by accounting for risk preferences' mediation and moderation role on financial literacy and time preferences. We collected data from 191 university students in South Africa using Multiple Price List (MPL) time preference and risk preference elicitation, a questionnaire, and a financial literacy test. A maximum likelihood estimation (MLE) of a pooled panel structural equation model (SEM) analysis was employed. The headline finding is that risk preferences fully mediate the impact of financial literacy on time preferences. The random effect panel regression on the moderation effect of time-risk preferences on financial literacy and financial literacy-risk preferences on time preferences confirms reverse causality between time preferences and financial literacy. The moderation effect of risk preferences on time preferences and financial literacy varies from one category of subjects to another. Risk aversion is associated with high levels of financial literacy.
DOI: 10.6084/m9.figshare.8217230.v1
title: Block-matrix-based approach for the vehicle routing problem with transportation type selection under uncertain environment

description: In this study, a novel model for the vehicle routing problem that considers transportation type selection between milk-run and cross-dock strategies under uncertain environment with fuzzy travel time is proposed to derive an optimal transportation plan. Furthermore, a novel block-matrix-based approach for the transportation type selection is presented to explore optimal transportation plans in an intuitive, reasonable, effective, and efficient form. An extended biogeography-based optimization (BBO) algorithm is proposed to effectively derive a transportation plan with the optimal degree of plant satisfaction by extending the operators of migration and mutation, and introducing a novel self-adaptive mutation rate, as well as a secondary mutation operator.
DOI: 10.17632/nh5yd6jnyh
title: Fully integrated construction planning

description: Raw research data and codes for "Fully integrated construction planning" by Matan Tamari and Shabtai Isaac
DOI: 10.17632/6kgkmnzvy2
title: Data for: Comparative study of changes in composition and structure during sequential fungal pretreatment of non-sterile lignocellulosic feedstocks

description: Appendix Comparative study of changes in composition and structure during sequential fungal pretreatment of non-sterile lignocellulosic feedstocks: supplementary material
DOI: 10.17632/ssfmrw2fg9
title: Radiographic Scoliosis Angle Estimation: Spline-based measurement reveals superior reliability compared to traditional COBB method

description: Raw Angle and Vertebra Detection Data of the study
DOI: 10.6084/m9.figshare.14061752.v1
title: Additional material for "Exploring bacterial diversity via a curated and searchable snapshot of archived DNA sequences"

description: The open sharing of genomic data provides an incredibly rich resource for the study of bacterial evolution and function, and even anthropogenic activities such as the widespread use of antimicrobials. Whilst these archives are rich in data, considerable processing is required before biological questions can be addressed. Here, we assembled and characterised 661,405 bacterial genomes using a uniform standardised approach, retrieved from the European Nucleotide Archive (ENA) in November of 2018. A searchable COBS index has been produced, facilitating the easy interrogation of the entire dataset for a specific gene or mutation. Additional minHash and pp-sketch indices support genome-wide comparisons and estimations of genomic distance. An analysis on this scale revealed the uneven species composition in the ENA/public databases, with just 20 of the total 2,336 species making up 90% of the genomes. The over-represented species tend to be acute/common human pathogens. This aligns with research priorities at different levels from individuals with targeted but focused research questions, areas of focus for the funding bodies or national public health agencies, to those identified globally as priority pathogens by the WHO for their resistance to front and last line antimicrobials. Understanding the actual and potential biases in bacterial diversity depicted in this snapshot, and hence within the data being submitted to the public sequencing archives, is essential if we are to target and fill gaps in our understanding of the bacterial kingdom.
DOI: 10.6084/m9.figshare.5125867.v1
title: Supplementary Material for: Reassessing Hepatocellular Carcinoma Staging in a Changing Patient Population

description: <b><i>Objective:</i></b> Hepatocellular carcinoma (HCC) staging systems were developed using data predominantly from patients who had hepatitis and cirrhosis. Given the recent change in prevalence of viral hepatitis and cirrhosis at oncology centers, which has altered the natural history of HCC, we aimed at comparing the accuracy of HCC staging systems in patients with or without hepatitis and cirrhosis. <b><i>Methods:</i></b> A total of 438 patients were enrolled. Baseline clinicopathologic parameters, Barcelona Clinic Liver Cancer stage, Cancer of the Liver Italian Program score, TNM (6th edition) stage, Okuda stage, and Chinese University Prognostic Index score were prospectively obtained for all patients, and retrospectively analyzed. Kaplan-Meier analysis was used to determine overall survival (OS), Cox regression analyses were performed, and Harrell's Correspondence Index compared the staging systems' ability to predict OS duration. Subgroup analyses of patients with or without hepatitis or cirrhosis were performed. <b><i>Results:</i></b> Median patient OS was 13.9 months; 165 patients (37.7%) had no cirrhosis and 256 patients (58.4%) had no hepatitis. Overall, all staging systems were significantly less predictive of OS in patients who did not have cirrhosis or hepatitis. <b><i>Conclusion:</i></b> Our results advocate the need to further stratify HCC based on cirrhosis and hepatitis status, which may change patient risk-stratification and, ultimately, treatment decisions.
DOI: 10.6084/m9.figshare.22251043.v2
title: COMMSENV-22-1231B_DataForFigureReplication.xlsx

description: Data necessary to recreate figures 2, 3, 4, 5, and S2 in: M.R. Johnson, B.M. Conrad, D.R. Tyner (2023), Creating Measurement-Based Oil and Gas Sector Methane Inventories using Source-Resolved Aerial Surveys, <em>Communications Earth & Environment</em> (in press).
DOI: 10.17632/35tdn325kv
title: LevelScheme: A level scheme drawing and scientific figure preparation system for Mathematica

description: Abstract LevelScheme is a scientific figure preparation system for Mathematica. The main emphasis is upon the construction of level schemes, or level energy diagrams, as used in nuclear, atomic, molecular, and hadronic physics. LevelScheme also provides a general infrastructure for the preparation of publication-quality figures, including support for multipanel and inset plotting, customizable tick mark generation, and various drawing and labeling tasks. Coupled with Mathematica's plotting functions a... Title of program: LevelScheme Catalogue Id: ADVZ_v1_0 Nature of problem Creation of level scheme diagrams. Creation of publication-quality multipart figures incorporating diagrams and plots. Versions of this program held in the CPC repository in Mendeley Data ADVZ_v1_0; LevelScheme; 10.1016/j.cpc.2005.04.010 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/2rxvgbsnhx
title: DAMQT 3: Advanced suite for the analysis of molecular density and related properties in large systems

description: A new version of the DAMQT package specially developed for large systems is reported. The graphical part has been entirely redesigned, using new OpenGL libraries (versions 3.3 or higher) for 3D display. Several 2D plotters and 3D viewers can be launched now in the same session and more than one molecule can be loaded in the same 3D window. Algorithms have been rescaled and modified to work with densities coming from ZDO computations in very big molecular systems (up to thousands of atoms) at a very moderate cost. New functionalities have been added including computation of molecular electrostatic potential over a molecular surface determined as a user-defined density isosurface. The method of Electrostatics for Intermolecular Complexation has been added to the package to serve as an auxiliary tool for cluster geometry optimization. Examples are provided which prove the good performance of the algorithms.
DOI: 10.17632/72hghrfvsy
title: Traffic flow forecast data

description: PEMS04
PEMS08
This dataset is from the California Expressway
DOI: 10.17632/85nbggccf6
title: A program for calculation of the coriolis effect in odd-odd nuclei

description: Title of program: ODDODDCORI Catalogue Id: AARA_v1_0 Nature of problem Many papers have been devoted recently to particle-rotational coupling (Coriolis effect) in odd deformed nuclei, when the experimental spectrum could be often explained by this coupling. Therefore, one can expect that the Coriolis coupling plays, as well, a significant role in odd-odd deformed nuclei for which a lot of experimental data appeared lately. The program makes it possible to extract pure intrinsic energy values from experimental data. This is important for testing the theoretical mode ... Versions of this program held in the CPC repository in Mendeley Data AARA_v1_0; ODDODDCORI; 10.1016/0010-4655(81)90089-8 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/9j232f653t
title: Processed Data for: Top-Down Mass Spectrometry of Histone Modifications in Sorghum Reveals Potential Epigenetic Markers for Drought Acclimation

description: This study explores the changes in histone modifications of Sorghum bicolor (L.) Moench through developmental stages and in response to drought stress in two genotypes. We analyzed the leaves of 48 plants using top-down mass spectrometry and identified 26 unique histone proteins and 677 unique histone proteoforms. This is the collection of processed data and scripts used for data processing.
DOI: 10.17632/f4zvf29yd9
title: Prosper Software for Gas Lift System Design and Simulation

description: Artificial lift systems are widely used in the oil and gas industry to improve production rates in wells that cannot produce liquids to the surface under their own pressure. Among various artificial lift methods, the gas lift method is a popular technique used to enhance oil recovery. This involves injecting gas into the well to reduce the density of fluids generated by the reservoir, thereby reducing the weight of the fluid column and allowing the lower reservoir pressure to lift the fluids to the surface. However, building an effective gas lift system requires consideration of present and future operating conditions predicted by reservoir projections. To maximize oil exploration efficiency, it is crucial to evaluate each component of a well system to understand where pressure is lost, and nodal analysis can be used for this purpose. PROSPER software is a useful tool for performing nodal analysis and optimizing artificial lift systems to overcome frictional power losses and improve production rates.
DOI: 10.17632/3sjstn9dr7
title: Base Load_PV_Wind Power Production

description: This excel file includes three sheets. The first sheet contains the consumption power of the uncontrollable load of one-day energy planning of a residential prosumer. The second sheet contains the local photovoltaic power generation of a residential building. The third sheet contains the local wind power generation of a residential building.
DOI: 10.6084/m9.figshare.6948341.v1
title: qPCR

description: 9 Genes mRNA expression level after toluene exposure