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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.
Version: | 4.5.5 |
Depends: | R (≥ 3.3.0) |
Imports: | stats, utils, grid, grDevices, ggplot2 (≥ 3.4.1), gtable (≥ 0.3.0), gridExtra (≥ 2.3), chk (≥ 0.8.1), rlang (≥ 0.4.0), crayon, backports (≥ 1.1.9) |
Suggests: | MatchIt (≥ 4.0.0), WeightIt (≥ 1.0.0), twang (≥ 1.6), twangContinuous, Matching, optmatch, ebal, CBPS (≥ 0.17), designmatch, optweight, mice (≥ 3.8.0), MatchThem (≥ 0.9.3), cem (≥ 1.1.30), sbw (≥ 1.1.5), gbm (≥ 2.1.7), brglm2 (≥ 0.9), caret, knitr, rmarkdown, testthat (≥ 3.0.0) |
Published: | 2024-04-02 |
DOI: | 10.32614/CRAN.package.cobalt |
Author: | Noah Greifer [aut, cre] |
Maintainer: | Noah Greifer <noah.greifer at gmail.com> |
BugReports: | https://github.com/ngreifer/cobalt/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://ngreifer.github.io/cobalt/, https://github.com/ngreifer/cobalt |
NeedsCompilation: | no |
Materials: | README NEWS |
In views: | CausalInference, MissingData |
CRAN checks: | cobalt results |
Package source: | cobalt_4.5.5.tar.gz |
Windows binaries: | r-devel: cobalt_4.5.5.zip, r-release: cobalt_4.5.5.zip, r-oldrel: cobalt_4.5.5.zip |
macOS binaries: | r-release (arm64): cobalt_4.5.5.tgz, r-oldrel (arm64): cobalt_4.5.5.tgz, r-release (x86_64): cobalt_4.5.5.tgz, r-oldrel (x86_64): cobalt_4.5.5.tgz |
Old sources: | cobalt archive |
Reverse imports: | beastt, missDiag, MultiObjMatch, mvGPS, sim.BA, WeightIt |
Reverse suggests: | causalCmprsk, independenceWeights, insight, marginaleffects, MatchIt, MatchThem, nullranges, optweight, parameters, psborrow2 |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.