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cobalt

Covariate Balance Tables and Plots

v4.6.2 · Jan 29, 2026 · GPL (>= 2)

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.

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CRAN Check Status

14 OK
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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (21)

Dependency Network

Dependencies Reverse dependencies ggplot2 gtable (>= 0.3.6) gridExtra chk rlang cli MultiObjMatch WeightIt beastt debiasedTrialEmulation missDiag mvGPS pda sim.BA CausalSpline MatchIt MatchThem causalCmprsk couplr fwb halfmoon +6 more reverse deps cobalt

Version History

new 4.6.2 Mar 10, 2026
updated 4.6.2 ← 4.6.1 diff Jan 28, 2026
updated 4.6.1 ← 4.6.0 diff Aug 19, 2025
updated 4.6.0 ← 4.5.5 diff Apr 14, 2025
updated 4.5.5 ← 4.5.4 diff Apr 1, 2024
updated 4.5.4 ← 4.5.3 diff Feb 26, 2024
updated 4.5.3 ← 4.5.2 diff Jan 9, 2024
updated 4.5.2 ← 4.5.1 diff Nov 19, 2023
updated 4.5.1 ← 4.5.0 diff Apr 27, 2023
updated 4.5.0 ← 4.4.1 diff Mar 21, 2023
updated 4.4.1 ← 4.4.0 diff Nov 2, 2022
updated 4.4.0 ← 4.3.2 diff Aug 14, 2022
updated 4.3.2 ← 4.3.1 diff Jan 18, 2022
updated 4.3.1 ← 4.3.0 diff Mar 29, 2021
updated 4.3.0 ← 4.2.4 diff Feb 19, 2021
updated 4.2.4 ← 4.2.3 diff Nov 4, 2020
updated 4.2.3 ← 4.2.2 diff Aug 30, 2020
updated 4.2.2 ← 4.2.1 diff Jun 25, 2020
updated 4.2.1 ← 4.2.0 diff Jun 19, 2020
updated 4.2.0 ← 4.1.0 diff Jun 3, 2020