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tornado (version 0.1.3)

Plots for Model Sensitivity and Variable Importance

Description

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.

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Install

install.packages('tornado')

Monthly Downloads

227

Version

0.1.3

License

GPL-3

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Last Published

January 21st, 2024

Functions in tornado (0.1.3)

tornado

Generic tornado plotting method
importance.survreg

Create a variable importance plot for a survreg model
plot.importance_plot

Plot an Importance Plot object
print.importance_plot

print data in an importance_plot
importance

Generic Importance Plot
importance.glm

GLM variable importance plot
importance.train

Importance Plot for the caret::train objects
importance.cv.glmnet

Plot Variable Importance for a GLMNET model
plot.tornado_plot

Plot a Tornado Plot object
importance.lm

Linear Model variable importance plot
print.tornado_plot

print data in a tornado_plot
tornado.coxph

Cox Proportional Hazards Tornado Diagram
tornado.train

Caret Tornado Diagram
tornado.lm

Linear Model Tornado Diagram
tornado.cv.glmnet

GLMNET Tornado Diagram
tornado.survreg

Survreg Tornado Diagram
tornado.glm

GLM Tornado Diagram
quantile.ordered

Quantile for Ordered Factors