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broom

Convert Statistical Objects into Tidy Tibbles

Summarizes key information about statistical objects in tidy tibbles. This makes it easy to report results, create plots and consistently work with large numbers of models at once. Broom provides three verbs that each provide different types of information about a model. tidy() summarizes information about model components such as coefficients of a regression. glance() reports information about an entire model, such as goodness of fit measures like AIC and BIC. augment() adds information about individual observations to a dataset, such as fitted values or influence measures.

Functions (207)

augment.Mclust

Augment data with information from a(n) Mclust object

augment.betamfx

Augment data with information from a(n) betamfx object

augment.betareg

Augment data with information from a(n) betareg object

augment.clm

Augment data with information from a(n) clm object

augment.coxph

Augment data with information from a(n) coxph object

augment.decomposed.ts

Augment data with information from a(n) decomposed.ts object

augment.drc

Augment data with information from a(n) drc object

augment.factanal

Augment data with information from a(n) factanal object

augment.felm

Augment data with information from a(n) felm object

augment.fixest

Augment data with information from a(n) fixest object

augment.gam

Augment data with information from a(n) gam object

augment.glm

Augment data with information from a(n) glm object

augment.glmRob

Augment data with information from a(n) glmRob object

augment.htest

Augment data with information from a(n) htest object

augment.ivreg

Augment data with information from a(n) ivreg object

augment.kmeans

Augment data with information from a(n) kmeans object

augment.lm

Augment data with information from a(n) lm object

augment.lmRob

Augment data with information from a(n) lmRob object

augment.loess

Tidy a(n) loess object

augment.mfx

Augment data with information from a(n) mfx object

augment.mjoint

Augment data with information from a(n) mjoint object

augment.mlogit

Augment data with information from a(n) mlogit object

augment.nlrq

Tidy a(n) nlrq object

augment.nls

Augment data with information from a(n) nls object

augment.pam

Augment data with information from a(n) pam object

augment.plm

Augment data with information from a(n) plm object

augment.poLCA

Augment data with information from a(n) poLCA object

augment.polr

Augment data with information from a(n) polr object

augment.prcomp

Augment data with information from a(n) prcomp object

augment.rlm

Augment data with information from a(n) rlm object

augment.rma

Augment data with information from a(n) rma object

augment.robustbase.glmrob

Augment data with information from a(n) glmrob object

augment.robustbase.lmrob

Augment data with information from a(n) lmrob object

augment.rq

Augment data with information from a(n) rq object

augment.rqs

Augment data with information from a(n) rqs object

augment.sarlm

Augment data with information from a(n) spatialreg object

augment.smooth.spline

Tidy a(n) smooth.spline object

augment.speedlm

Augment data with information from a(n) speedlm object

augment.stl

Augment data with information from a(n) stl object

augment.survreg

Augment data with information from a(n) survreg object

augment_columns

Add fitted values, residuals, and other common outputs to an augment call

bootstrap

Set up bootstrap replicates of a dplyr operation

broom

Convert Statistical Objects into Tidy Tibbles

confint_tidy

(Deprecated) Calculate confidence interval as a tidy data frame

data.frame_tidiers

Tidiers for data.frame objects

durbinWatsonTest_tidiers

Tidy/glance a(n) durbinWatsonTest object

finish_glance

(Deprecated) Add logLik, AIC, BIC, and other common measurements to a glance of a prediction

fix_data_frame

Ensure an object is a data frame, with rownames moved into a column

glance.Arima

Glance at a(n) Arima object

glance.Mclust

Glance at a(n) Mclust object

glance.aareg

Glance at a(n) aareg object

glance.aov

Glance at a(n) lm object

glance.betamfx

Glance at a(n) betamfx object

glance.betareg

Glance at a(n) betareg object

glance.biglm

Glance at a(n) biglm object

glance.binDesign

Glance at a(n) binDesign object

glance.cch

Glance at a(n) cch object

glance.clm

Glance at a(n) clm object

glance.clmm

Glance at a(n) clmm object

glance.coeftest

Glance at a(n) coeftest object

glance.coxph

Glance at a(n) coxph object

glance.crr

Glance at a(n) crr object

glance.cv.glmnet

Glance at a(n) cv.glmnet object

glance.drc

Glance at a(n) drc object

glance.ergm

Glance at a(n) ergm object

glance.factanal

Glance at a(n) factanal object

glance.felm

Glance at a(n) felm object

glance.fitdistr

Glance at a(n) fitdistr object

glance.fixest

Glance at a(n) fixest object

glance.gam

Glance at a(n) gam object

glance.garch

Tidy a(n) garch object

glance.geeglm

Glance at a(n) geeglm object

glance.glm

Glance at a(n) glm object

glance.glmRob

Glance at a(n) glmRob object

glance.glmnet

Glance at a(n) glmnet object

glance.gmm

Glance at a(n) gmm object

glance.ivreg

Glance at a(n) ivreg object

glance.kmeans

Glance at a(n) kmeans object

glance.lavaan

Glance at a(n) lavaan object

glance.lm

Glance at a(n) lm object

glance.lmRob

Glance at a(n) lmRob object

glance.lmodel2

Glance at a(n) lmodel2 object

glance.margins

Glance at a(n) margins object

glance.mfx

Glance at a(n) mfx object

glance.mjoint

Glance at a(n) mjoint object

glance.mlogit

Glance at a(n) mlogit object

glance.muhaz

Glance at a(n) muhaz object

glance.multinom

Glance at a(n) multinom object

glance.negbin

Glance at a(n) negbin object

glance.nlrq

Glance at a(n) nlrq object

glance.nls

Glance at a(n) nls object

glance.orcutt

Glance at a(n) orcutt object

glance.pam

Glance at a(n) pam object

glance.plm

Glance at a(n) plm object

glance.poLCA

Glance at a(n) poLCA object

glance.polr

Glance at a(n) polr object

glance.pyears

Glance at a(n) pyears object

glance.ridgelm

Glance at a(n) ridgelm object

glance.rlm

Glance at a(n) rlm object

glance.rma

Glance at a(n) rma object

glance.robustbase.lmrob

Glance at a(n) lmrob object

glance.rq

Glance at a(n) rq object

glance.sarlm

Glance at a(n) spatialreg object

glance.smooth.spline

Tidy a(n) smooth.spine object

glance.speedglm

Glance at a(n) speedglm object

glance.speedlm

Glance at a(n) speedlm object

glance.summary.lm

Glance at a(n) summary.lm object

glance.survdiff

Glance at a(n) survdiff object

glance.survexp

Glance at a(n) survexp object

glance.survfit

Glance at a(n) survfit object

glance.survreg

Glance at a(n) survreg object

glance.svyglm

Glance at a(n) svyglm object

glance.svyolr

Glance at a(n) svyolr object

glance.varest

Glance at a(n) varest object

glance_gam_hastie

Glance at a(n) Gam object

glance_optim

Tidy a(n) optim object masquerading as list

leveneTest_tidiers

Tidy/glance a(n) leveneTest object

list_tidiers

Tidying methods for lists / returned values that are not S3 objects

metafor_tidiers

Tidy a(n) rma object

null_tidiers

Tidiers for NULL inputs

reexports

Objects exported from other packages

sp_tidiers

Tidy a(n) SpatialPolygonsDataFrame object

sparse_tidiers

Tidy a sparseMatrix object from the Matrix package

summary_tidiers

(Deprecated) Tidy summaryDefault objects

tidy.Arima

Tidy a(n) Arima object

tidy.Kendall

Tidy a(n) Kendall object

tidy.Mclust

Tidy a(n) Mclust object

tidy.TukeyHSD

Tidy a(n) TukeyHSD object

tidy.aareg

Tidy a(n) aareg object

tidy.acf

Tidy a(n) acf object

tidy.anova

Tidy a(n) anova object

tidy.aov

Tidy a(n) aov object

tidy.aovlist

Tidy a(n) aovlist object

tidy.betamfx

Tidy a(n) betamfx object

tidy.betareg

Tidy a(n) betareg object

tidy.biglm

Tidy a(n) biglm object

tidy.binDesign

Tidy a(n) binDesign object

tidy.binWidth

Tidy a(n) binWidth object

tidy.boot

Tidy a(n) boot object

tidy.btergm

Tidy a(n) btergm object

tidy.cch

Tidy a(n) cch object

tidy.cld

Tidy a(n) cld object

tidy.clm

Tidy a(n) clm object

tidy.clmm

Tidy a(n) clmm object

tidy.coeftest

Tidy a(n) coeftest object

tidy.confint.glht

Tidy a(n) confint.glht object

tidy.confusionMatrix

Tidy a(n) confusionMatrix object

tidy.coxph

Tidy a(n) coxph object

tidy.crr

Tidy a(n) cmprsk object

tidy.cv.glmnet

Tidy a(n) cv.glmnet object

tidy.density

(Deprecated) Tidy density objects

tidy.dist

(Deprecated) Tidy dist objects

tidy.drc

Tidy a(n) drc object

tidy.emmGrid

Tidy a(n) emmGrid object

tidy.epi.2by2

Tidy a(n) epi.2by2 object

tidy.ergm

Tidy a(n) ergm object

tidy.factanal

Tidy a(n) factanal object

tidy.felm

Tidy a(n) felm object

tidy.fitdistr

Tidy a(n) fitdistr object

tidy.fixest

Tidy a(n) fixest object

tidy.ftable

(Deprecated) Tidy ftable objects

tidy.gam

Tidy a(n) gam object

tidy.garch

Tidy a(n) garch object

tidy.geeglm

Tidy a(n) geeglm object

tidy.glht

Tidy a(n) glht object

tidy.glm

Tidy a(n) glm object

tidy.glmRob

Tidy a(n) glmRob object

tidy.glmnet

Tidy a(n) glmnet object

tidy.gmm

Tidy a(n) gmm object

tidy.htest

Tidy/glance a(n) htest object

tidy.ivreg

Tidy a(n) ivreg object

tidy.kappa

Tidy a(n) kappa object

tidy.kde

Tidy a(n) kde object

tidy.kmeans

Tidy a(n) kmeans object

tidy.lavaan

Tidy a(n) lavaan object

tidy.lm

Tidy a(n) lm object

tidy.lm.beta

Tidy a(n) lm.beta object

tidy.lmRob

Tidy a(n) lmRob object

tidy.lmodel2

Tidy a(n) lmodel2 object

tidy.lsmobj

Tidy a(n) lsmobj object

tidy.manova

Tidy a(n) manova object

tidy.map

Tidy a(n) map object

tidy.margins

Tidy a(n) margins object

tidy.mediate

Tidy a(n) mediate object

tidy.mfx

Tidy a(n) mfx object

tidy.mjoint

Tidy a(n) mjoint object

tidy.mle2

Tidy a(n) mle2 object

tidy.mlm

Tidy a(n) mlm object

tidy.mlogit

Tidying methods for logit models

tidy.muhaz

Tidy a(n) muhaz object

tidy.multinom

Tidying methods for multinomial logistic regression models

tidy.negbin

Tidy a(n) negbin object

tidy.nlrq

Tidy a(n) nlrq object

tidy.nls

Tidy a(n) nls object

tidy.orcutt

Tidy a(n) orcutt object

tidy.pairwise.htest

Tidy a(n) pairwise.htest object

tidy.pam

Tidy a(n) pam object

tidy.plm

Tidy a(n) plm object

tidy.poLCA

Tidy a(n) poLCA object

tidy.polr

Tidy a(n) polr object

tidy.power.htest

Tidy a(n) power.htest object

tidy.prcomp

Tidy a(n) prcomp object

tidy.pyears

Tidy a(n) pyears object

tidy.rcorr

Tidy a(n) rcorr object

tidy.ref.grid

Tidy a(n) ref.grid object

tidy.regsubsets

Tidy a(n) regsubsets object

tidy.ridgelm

Tidy a(n) ridgelm object

broom

Convert Statistical Objects into Tidy Tibbles

v0.7.10

MIT + file LICENSE

Authors

David Robinson [aut], Alex Hayes [aut] (<https://orcid.org/0000-0002-4985-5160>), Simon Couch [aut, cre] (<https://orcid.org/0000-0001-5676-5107>), Indrajeet Patil [ctb] (<https://orcid.org/0000-0003-1995-6531>), Derek Chiu [ctb], Matthieu Gomez [ctb], Boris Demeshev [ctb], Dieter Menne [ctb], Benjamin Nutter [ctb], Luke Johnston [ctb], Ben Bolker [ctb], Francois Briatte [ctb], Jeffrey Arnold [ctb], Jonah Gabry [ctb], Luciano Selzer [ctb], Gavin Simpson [ctb], Jens Preussner [ctb], Jay Hesselberth [ctb], Hadley Wickham [ctb], Matthew Lincoln [ctb], Alessandro Gasparini [ctb], Lukasz Komsta [ctb], Frederick Novometsky [ctb], Wilson Freitas [ctb], Michelle Evans [ctb], Jason Cory Brunson [ctb], Simon Jackson [ctb], Ben Whalley [ctb], Karissa Whiting [ctb], Yves Rosseel [ctb], Michael Kuehn [ctb], Jorge Cimentada [ctb], Erle Holgersen [ctb], Karl Dunkle Werner [ctb] (<https://orcid.org/0000-0003-0523-7309>), Ethan Christensen [ctb], Steven Pav [ctb], Paul PJ [ctb], Ben Schneider [ctb], Patrick Kennedy [ctb], Lily Medina [ctb], Brian Fannin [ctb], Jason Muhlenkamp [ctb], Matt Lehman [ctb], Bill Denney [ctb] (<https://orcid.org/0000-0002-5759-428X>), Nic Crane [ctb], Andrew Bates [ctb], Vincent Arel-Bundock [ctb] (<https://orcid.org/0000-0003-2042-7063>), Hideaki Hayashi [ctb], Luis Tobalina [ctb], Annie Wang [ctb], Wei Yang Tham [ctb], Clara Wang [ctb], Abby Smith [ctb] (<https://orcid.org/0000-0002-3207-0375>), Jasper Cooper [ctb] (<https://orcid.org/0000-0002-8639-3188>), E Auden Krauska [ctb] (<https://orcid.org/0000-0002-1466-5850>), Alex Wang [ctb], Malcolm Barrett [ctb] (<https://orcid.org/0000-0003-0299-5825>), Charles Gray [ctb] (<https://orcid.org/0000-0002-9978-011X>), Jared Wilber [ctb], Vilmantas Gegzna [ctb] (<https://orcid.org/0000-0002-9500-5167>), Eduard Szoecs [ctb], Frederik Aust [ctb] (<https://orcid.org/0000-0003-4900-788X>), Angus Moore [ctb], Nick Williams [ctb], Marius Barth [ctb] (<https://orcid.org/0000-0002-3421-6665>), Bruna Wundervald [ctb] (<https://orcid.org/0000-0001-8163-220X>), Joyce Cahoon [ctb] (<https://orcid.org/0000-0001-7217-4702>), Grant McDermott [ctb] (<https://orcid.org/0000-0001-7883-8573>), Kevin Zarca [ctb], Shiro Kuriwaki [ctb] (<https://orcid.org/0000-0002-5687-2647>), Lukas Wallrich [ctb] (<https://orcid.org/0000-0003-2121-5177>), James Martherus [ctb] (<https://orcid.org/0000-0002-8285-3300>), Chuliang Xiao [ctb] (<https://orcid.org/0000-0002-8466-9398>), Joseph Larmarange [ctb], Max Kuhn [ctb], Michal Bojanowski [ctb], Hakon Malmedal [ctb], Clara Wang [ctb], Sergio Oller [ctb], Luke Sonnet [ctb], Jim Hester [ctb], Cory Brunson [ctb], Ben Schneider [ctb], Bernie Gray [ctb] (<https://orcid.org/0000-0001-9190-6032>), Mara Averick [ctb], Aaron Jacobs [ctb], Andreas Bender [ctb], Sven Templer [ctb], Paul-Christian Buerkner [ctb], Matthew Kay [ctb], Erwan Le Pennec [ctb], Johan Junkka [ctb], Hao Zhu [ctb], Benjamin Soltoff [ctb], Zoe Wilkinson Saldana [ctb], Tyler Littlefield [ctb], Charles T. Gray [ctb], Shabbh E. Banks [ctb], Serina Robinson [ctb], Roger Bivand [ctb], Riinu Ots [ctb], Nicholas Williams [ctb], Nina Jakobsen [ctb], Michael Weylandt [ctb], Lisa Lendway [ctb], Karl Hailperin [ctb], Josue Rodriguez [ctb], Jenny Bryan [ctb], Chris Jarvis [ctb], Greg Macfarlane [ctb], Brian Mannakee [ctb], Drew Tyre [ctb], Shreyas Singh [ctb], Laurens Geffert [ctb], Hong Ooi [ctb], Henrik Bengtsson [ctb], Eduard Szocs [ctb], David Hugh-Jones [ctb], Matthieu Stigler [ctb], Hugo Tavares [ctb] (<https://orcid.org/0000-0001-9373-2726>), R. Willem Vervoort [ctb], Brenton M. Wiernik [ctb], Josh Yamamoto [ctb], Jasme Lee [ctb], Taren Sanders [ctb] (<https://orcid.org/0000-0002-4504-6008>)

Initial release

broom

Functions (207)

broom

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