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]

tidyrules_0.2.7.tar.gz
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manual.pdf |manual.html✨
card.svg |card.png
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

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

On CRAN:

3.94 score 11 stars 16 scripts 300 downloads 11 exports 75 dependencies

Last updated from:6201d86e9c. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	175
source / vignettes	OK	195
linux-release-x86_64	OK	184
macos-release-arm64	OK	143
macos-oldrel-arm64	OK	102
windows-devel	OK	147
windows-release	OK	192
windows-oldrel	OK	145
wasm-release	OK	127

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

Dependencies:askpass backports bit bit64 boot cellranger checkmate class cli clipr cpp11 crayon curl data.table DescTools e1071 Exact expm farver forcats Formula fs generics gld glue gtable haven hms httr inum jsonlite labeling lattice libcoin lifecycle lmom magrittr MASS Matrix MetricsWeighted mime mvtnorm openssl partykit pheatmap pillar pkgconfig prettyunits progress proxy purrr R6 RColorBrewer Rcpp readr readxl rematch rlang rootSolve rpart rstudioapi scales stringi stringr survival sys tibble tidyselect tidytable tzdb utf8 vctrs viridisLite vroom 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