Package: tidyrules 0.2.7

tidyrules: Utilities to Retrieve Rulelists from Model Fits, Filter, Prune, Reorder and Predict on Unseen Data

Provides a framework to work with decision rules. Rules can be extracted from supported models, augmented with (custom) metrics using validation data, manipulated using standard dataframe operations, reordered and pruned based on a metric, predict on unseen (test) data. Utilities include; Creating a rulelist manually, Exporting a rulelist as a SQL case statement and so on. The package offers two classes; rulelist and ruleset based on dataframe.

Authors:Srikanth Komala Sheshachala [aut, cre], Amith Kumar Ullur Raghavendra [aut]

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tidyrules.pdf |tidyrules.html✨
tidyrules/json (API)
NEWS

# Install 'tidyrules' in R:

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

Bug tracker:https://github.com/talegari/tidyrules/issues

On CRAN:

4.67 score 11 stars 17 scripts 358 downloads 11 exports 69 dependencies

Last updated 4 months agofrom:c6050c2135. Checks:OK: 6 ERROR: 1. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Oct 27 2024
R-4.5-win	ERROR	Oct 27 2024
R-4.5-linux	OK	Oct 27 2024
R-4.4-win	OK	Oct 27 2024
R-4.4-mac	OK	Oct 27 2024
R-4.3-win	OK	Oct 27 2024
R-4.3-mac	OK	Oct 27 2024

Exports:as_rulelist as_ruleset augment calculate convert_rule_flavor prune reorder set_keys set_validation_data tidy to_sql_case

Dependencies:askpass backports boot cellranger checkmate class cli colorspace cpp11 crayon curl data.table DescTools e1071 Exact expm fansi farver Formula generics gld glue gtable hms httr inum jsonlite labeling lattice libcoin lifecycle lmom magrittr MASS Matrix MetricsWeighted mime munsell mvtnorm openssl partykit pheatmap pillar pkgconfig prettyunits progress proxy purrr R6 RColorBrewer Rcpp readxl rematch rlang rootSolve rpart rstudioapi scales stringi stringr survival sys tibble tidyselect tidytable utf8 vctrs viridisLite withr

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
as_rulelist generic from tidyrules package	as_rulelist
as_rulelist method for a data.frame	as_rulelist.data.frame
Get a ruleset from a rulelist	as_ruleset
'augment' is re-export of generics::augment from tidyrules package	augment
Augment a rulelist	augment.rulelist
'calculate' is re-export of generics::calculate from tidyrules package	calculate
'calculate' metrics for a rulelist	calculate.rulelist
Convert a R parsable rule to python/sql parsable rule	convert_rule_flavor
'tidyrules'	tidyrules-package package_tidyrules tidyrules
Plot method for 'prune_rulelist' class	plot.prune_rulelist
Plot method for rulelist	plot.rulelist
'predict' method for a rulelist	predict.rulelist
'predict' method for a ruleset	predict.ruleset
Print method for 'prune_rulelist' class	print.prune_rulelist
Print method for rulelist class	print.rulelist
Print method for ruleset class	print.ruleset
'prune' is re-export of generics::prune from tidyrules package	prune
'prune' rules of a rulelist	prune.rulelist
reorder generic	reorder
Reorder the rules/rows of a rulelist	reorder.rulelist
Rulelist	rulelist
Ruleset	ruleset
Set keys for a rulelist	set_keys
Add 'validation_data' to a rulelist	set_validation_data
'tidy' is re-export of generics::tidy from tidyrules package	tidy
Get the rulelist from a C5 model	tidy.C5.0
Get the rulelist from a party model	tidy.constparty
Get the rulelist from a cubist model	tidy.cubist
Get the rulelist from a rpart model	tidy.rpart
Extract SQL case statement from a rulelist	to_sql_case