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cobalt  

Covariate Balance Tables and Plots
View on CRAN: Click here


Download and install cobalt package within the R console
Install from CRAN:
install.packages("cobalt")

Install from Github:
library("remotes")
install_github("cran/cobalt")

Install by package version:
library("remotes")
install_version("cobalt", "4.6.1")



Attach the package and use:
library("cobalt")
Maintained by
Noah Greifer
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2016-07-15
Latest Update: 2025-04-15
Description:
Generate balance tables and plots for covariates of groups preprocessed through matching, weighting or subclassification, for example, using propensity scores. Includes integration with 'MatchIt', 'WeightIt', 'MatchThem', 'twang', 'Matching', 'optmatch', 'CBPS', 'ebal', 'cem', 'sbw', and 'designmatch' for assessing balance on the output of their preprocessing functions. Users can also specify data for balance assessment not generated through the above packages. Also included are methods for assessing balance in clustered or multiply imputed data sets or data sets with multi-category, continuous, or longitudinal treatments.
How to cite:
Noah Greifer (2016). cobalt: Covariate Balance Tables and Plots. R package version 4.6.1, https://cran.r-project.org/web/packages/cobalt. Accessed 05 Aug. 2026.
Previous versions and publish date:
(2026-07-09 07:27), 1.0.0 (2016-07-15 17:34), 1.1.0 (2016-07-23 01:27), 1.2.0 (2016-09-01 08:24), 1.3.0 (2016-10-23 18:51), 1.3.1 (2016-12-18 11:22), 2.0.0 (2017-05-14 19:23), 2.1.0 (2017-05-31 08:19), 2.2.0 (2017-09-05 16:28), 3.0.0 (2017-10-16 05:45), 3.1.0 (2017-11-12 17:19), 3.2.0 (2018-01-17 18:40), 3.2.1 (2018-02-20 10:18), 3.2.2 (2018-03-13 09:20), 3.2.3 (2018-05-04 06:10), 3.3.0 (2018-06-24 18:58), 3.4.0 (2018-08-14 06:20), 3.4.1 (2018-09-15 09:20), 3.5.0 (2018-10-25 10:10), 3.6.0 (2018-11-25 19:30), 3.6.1 (2019-01-16 06:50), 3.7.0 (2019-05-01 22:30), 3.8.0 (2019-09-12 07:30), 3.9.0 (2019-10-06 21:10), 4.0.0 (2020-01-08 15:20), 4.1.0 (2020-04-11 16:50), 4.2.0 (2020-06-04 10:00), 4.2.1 (2020-06-20 21:10), 4.2.2 (2020-06-26 17:50), 4.2.3 (2020-08-31 11:20), 4.2.4 (2020-11-05 18:30), 4.3.0 (2021-02-20 06:50), 4.3.1 (2021-03-30 11:50), 4.3.2 (2022-01-19 23:22), 4.4.0 (2022-08-15 10:30), 4.4.1 (2022-11-03 18:30), 4.5.0 (2023-03-22 09:20), 4.5.1 (2023-04-28 18:00), 4.5.2 (2023-11-20 23:10), 4.5.3 (2024-01-10 04:23), 4.5.4 (2024-02-27 06:40), 4.5.5 (2024-04-02 23:25), 4.6.0 (2025-04-15 22:40), 4.6.1 (2025-08-20 22:40), 4.6.2 (2026-01-29 23:40)
Other packages that cited cobalt R package
View cobalt citation profile
Other R packages that cobalt depends, imports, suggests or enhances
Complete documentation for cobalt
Functions, R codes and Examples using the cobalt R package
Some associated functions: bal.compute . bal.plot . bal.tab.CBPS . bal.tab.Match . bal.tab.cem.match . bal.tab.default . bal.tab.designmatch . bal.tab.ebalance . bal.tab.formula . bal.tab.matchit . bal.tab.mimids . bal.tab . bal.tab.optmatch . bal.tab.ps . bal.tab.sbwcau . bal.tab.time.list . bal.tab.weightit . balance-statistics . balance-summary . class-bal.tab.cluster . class-bal.tab.imp . class-bal.tab.msm . class-bal.tab.multi . class-bal.tab.subclass . cobalt-package . display-options . f.build . get.w . lalonde . love.plot . print.bal.tab . set.cobalt.options . splitfactor . var.names . 
Some associated R codes: SHARED.R . bal.compute.R . bal.plot.R . bal.tab.CBPS.R . bal.tab.Match.R . bal.tab.R . bal.tab.cem.match.R . bal.tab.default.R . bal.tab.designmatch.R . bal.tab.ebalance.R . bal.tab.formula.R . bal.tab.matchit.R . bal.tab.mimids.R . bal.tab.optmatch.R . bal.tab.ps.R . bal.tab.sbwcau.R . bal.tab.time.list.R . bal.tab.weightit.R . balance-statistics.R . balance-summary.R . base.bal.tab.R . chk-functions.R . class-bal.tab.cluster.R . class-bal.tab.imp.R . class-bal.tab.msm.R . class-bal.tab.multi.R . class-bal.tab.subclass.R . cobalt-package.R . display-options.R . f.build.R . functions_for_processing.R . get.w.R . lalonde.R . love.plot.R . print.bal.tab.R . set.cobalt.options.R . splitfactor.R . var.names.R . x2base.R . zzz.R .  Full cobalt package functions and examples
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