PlotS: web-based application for data visualization and analysis
Ringyao JajoiD, Shivani Kansal, Sonia C. BalyaniD, Saurabh RaghuvanshiiD
Abstract
BackgroundData visualisation technique has greatly improved as technology has advanced. While representing the data through graph, it has made the underlying data structure become more transparent and interpretable. However, the informational scope of freely available generic visualisation tools is still limited since they only support descriptive statistics as well as no metainformation can be incorporated. Additionally, there is a need to promote the use of accepted scientific standards when performing and reporting statistical analysis. ResultPlotS is a visualization centric web-based application that allows the integration of statistical analysis into a single workflow. The current version has eight types of graphs (bar, box, density, frequency polygon, histogram, line, scatter and violin plot) and four statistical methods (T-test, ANOVA, Wilcoxon test and Krushkal-Wallis test). It is an interactive application that provide many useful customization options for data analysis-focused visualization. It support incorporation of metainformation in the graph and multivariate data analysis by adding layer with or without secondary y-axis, side graphs, inset graph or through faceting. It can handle variety of data formats with or without replicates and inferential statistical analysis can be incorporated in the graph. Necessary statistical results are explicitly displayed for inferences and reporting. ConclusionPlotS is freely available at https://plots-application.shinyapps.io/plots/. We hope it will be a useful tool for data visualisation and analysis that will also encourage the widespread use of proper statistical methods in research and teaching.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- PlotsOfData - a web app for visualizing data together with its summaries
M. Postma, J. Goedhart·bioRxiv·Nov 13, 2018
- PlotTwist - a web app for plotting and annotating time-series data
J. Goedhart·bioRxiv·Sep 3, 2019
- SinaPlot: an enhanced chart for simple and truthful representation of single observations over multiple classes
Nikos Sidiropoulos, Sina Hadi Sohi, … Frederik Otzen Bagger·Journal of Computational and Graphical StatisticsPeer-reviewed·May 17, 2018
- SuperPlotsOfData - a web app for the transparent display and quantitative comparison of continuous data from discrete conditions
J. Goedhart·bioRxiv·Sep 1, 2020
- MakeMyFigure: An Interactive Platform for Reproducible Quantitative Data Visualization, Analysis, and Scientific Figure Construction
Suresh Poudel, Him K. Shrestha, … Douglas R. Green·bioRxiv·Sep 21, 2026
- Hiplot: a comprehensive and easy-to-use web service boosting publication-ready biomedical data visualization
Jianfeng Li, Ben‐Ben Miao, … Mingjie Wang·Briefings in BioinformaticsPeer-reviewed·Jul 5, 2022