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:
tornado_0.2.0.tar.gz
tornado_0.2.0.zip(r-4.5)tornado_0.2.0.zip(r-4.4)tornado_0.2.0.zip(r-4.3)
tornado_0.2.0.tgz(r-4.4-any)tornado_0.2.0.tgz(r-4.3-any)
tornado_0.2.0.tar.gz(r-4.5-noble)tornado_0.2.0.tar.gz(r-4.4-noble)
tornado_0.2.0.tgz(r-4.4-emscripten)tornado_0.2.0.tgz(r-4.3-emscripten)
tornado.pdf |tornado.html✨
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
explanabilityregressionsensitivity-analysis
Last updated 4 months agofrom:97ab07552f. Checks:OK: 7. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 01 2024 |
| R-4.5-win | OK | Nov 01 2024 |
| R-4.5-linux | OK | Nov 01 2024 |
| R-4.4-win | OK | Nov 02 2024 |
| R-4.4-mac | OK | Nov 01 2024 |
| R-4.3-win | OK | Nov 01 2024 |
| R-4.3-mac | OK | Nov 01 2024 |
Exports:importancetornado
Dependencies:backportsbase64encbslibcachemcheckmatecliclustercolorspacedata.tabledigestevaluatefansifarverfastmapfontawesomeforeignFormulafsggplot2gluegridExtragtablehighrHmischtmlTablehtmltoolshtmlwidgetsisobandjquerylibjsonliteknitrlabelinglatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmennetpillarpkgconfigR6rappdirsRColorBrewerrlangrmarkdownrpartrstudioapisassscalesstringistringrsurvivaltibbletinytexutf8vctrsviridisviridisLitewithrxfunyaml
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 |
