Previewer - Shiny Contest Submission

Previewer

Authors: Hao Li

Abstract: An interactive previewer for the multi-variable dataset. Combining the functionalities of various packages and covers both plot, models, data, and code.

Full Description:

Previewer: A systematic previewer for multivariable data

Plan:

An interactive previewer for multivariable dataset. Combining the functionalities of various packages and covers both plot, models, data, and code.

To bring together the functions of

  • tidyverse (ggplot/dplyr/GGally)
  • Trellis-lattice (psych etc.)
  • caret
  • visreg
  • misc3d-plot3d

and basic functionalities of R to create a:

  • safer
  • more systematic
  • more considerate

preview with:

  • implementation of exploratory, explanatory and predictive models
  • consistent minimalistic graphic style
  • sematic parameters/ reporting functions and pivot tables
  • auto-generation of analysis code

Reference

The intro video gives an outline, but to fully understand the functionalities, it is recommended to have a view on multi-var stats systematically.
https://youtu.be/KIIK8HKG_ac
Demo Video

The books below are recommended references (and are related to packages being called) but not necessary for using the app:

Applied Predictive Modeling by Kuhn, Max
R For Data Science by Wickham, Hadley
Data Mining with R by Torgo, Luis


Keywords: Preview,visualization,transformation,,caret,tidyverse,lattice,visreg,plot3d
Shiny app: Multi-var Dataset Previewer
Repo: GitHub - HaoLi111/Previewer: Previewing datasets with save and systematic statistical approach
RStudio Cloud: RStudio Cloud

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1 Like

Hi
this for the intro

for the more decent users who want to get in development and see how this program work
there is a rough vid on the code on Github

1 Like