Package: tornado 0.2.0

tornado: Plots for Model Sensitivity and Variable Importance

Draws tornado plots for model sensitivity to univariate changes. Implements methods for many modeling methods including linear models, generalized linear models, survival regression models, and arbitrary machine learning models in the caret package. Also draws variable importance plots.

Authors:Rob Carnell [aut, cre]

tornado_0.2.0.tar.gz
tornado_0.2.0.zip(r-4.7)tornado_0.2.0.zip(r-4.6)tornado_0.2.0.zip(r-4.5)
tornado_0.2.0.tgz(r-4.6-any)tornado_0.2.0.tgz(r-4.5-any)
tornado_0.2.0.tar.gz(r-4.7-any)tornado_0.2.0.tar.gz(r-4.6-any)
tornado_0.2.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
tornado/json (API)
NEWS

# Install 'tornado' in R:

install.packages('tornado', repos = c('https://bertcarnell.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/bertcarnell/tornado/issues

Pkgdown/docs site:https://bertcarnell.github.io

On CRAN:

explanability regression sensitivity-analysis

4.95 score 9 stars 6 scripts 347 downloads 2 exports 58 dependencies

Last updated from:97ab07552f. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	213
source / vignettes	OK	250
linux-release-x86_64	OK	210
macos-release-arm64	OK	197
macos-oldrel-arm64	OK	132
windows-devel	OK	155
windows-release	OK	171
windows-oldrel	OK	152
wasm-release	OK	140

Exports:importance tornado

Dependencies:backports base64enc bslib cachem checkmate cli cluster colorspace cpp11 data.table digest evaluate farver fastmap fontawesome foreign Formula fs ggplot2 glue gridExtra gtable highr Hmisc htmlTable htmltools htmlwidgets isoband jquerylib jsonlite knitr labeling lattice lifecycle magrittr Matrix memoise mime nnet R6 rappdirs RColorBrewer rlang rmarkdown rpart rstudioapi S7 sass scales stringi stringr survival tinytex vctrs viridisLite withr xfun yaml

Tornado and Importance Plots

Rendered fromtornadoVignette.Rmdusingknitr::rmarkdownon May 10 2026.

Last update: 2024-01-27
Started: 2021-12-31

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Generic Importance Plot	importance
Plot Variable Importance for a GLMNET model	importance.cv.glmnet
GLM variable importance plot	importance.glm
Linear Model variable importance plot	importance.lm
Create a variable importance plot for a survreg model	importance.survreg
Importance Plot for the caret::train objects	importance.train
Plot an Importance Plot object	plot.importance_plot
Plot a Tornado Plot object	plot.tornado_plot
print data in an 'importance_plot'	print.importance_plot
print data in a 'tornado_plot'	print.tornado_plot
Quantile for Ordered Factors	quantile.ordered
Generic tornado plotting method	tornado
Cox Proportional Hazards Tornado Diagram	tornado.coxph
GLMNET Tornado Diagram	tornado.cv.glmnet
GLM Tornado Diagram	tornado.glm
Linear Model Tornado Diagram	tornado.lm
Survreg Tornado Diagram	tornado.survreg
Caret Tornado Diagram	tornado.train