plotly including contour, candlestick, and 3D scatterplot options
gridExtra for paneling
leaflet for interactive maps; can be embedded into shiny applications
dygraphs for time series data
rgl or rayrender/rayshader or scatterplot3d for 3D plotting
factoextra or stats::prcomp() for PCA or cluster
pheatmap for heat maps (can also be done in base R or via ggplot2 with geom_tile()
There are a lot of online tutorials or resource lists like this one and examples like this one, for instructor and student alike.
I hope this helps! @SmogDr - let me know if you would like me to do more on this, but, generally, I think we can introduce the students to just a few of these and teach them how to find the right tool for the job in the future.
Suggestions for Ch 7 R packages, per @SmogDr's request.
ggplot2
and its extensionsggplot
questionsgeom
aesthetics cheat sheetGGally
for multivariate exploratory data analysiscorrplot
orggcorrplot
for correlation matriceslattice
caret
plotly
including contour, candlestick, and 3D scatterplot optionsgridExtra
for panelingleaflet
for interactive maps; can be embedded intoshiny
applicationsdygraphs
for time series datargl
orrayrender
/rayshader
orscatterplot3d
for 3D plottingfactoextra
orstats::prcomp()
for PCA or clusterpheatmap
for heat maps (can also be done in base R or viaggplot2
withgeom_tile()
There are a lot of online tutorials or resource lists like this one and examples like this one, for instructor and student alike.
I hope this helps! @SmogDr - let me know if you would like me to do more on this, but, generally, I think we can introduce the students to just a few of these and teach them how to find the right tool for the job in the future.