Package: natstrat Type: Package Title: Obtain Unweighted Natural Strata that Balance Many Covariates Version: 2.0.1 Authors@R: c( person("Katherine", "Brumberg", email = "kbrum@umich.edu", role=c("aut", "cre"))) Description: Natural strata can be used in observational studies to balance the distributions of many covariates across any number of treatment groups and any number of comparisons. These strata have proportional amounts of units within each stratum across the treatments, allowing for simple interpretation and aggregation across strata. Within each stratum, the units are chosen using randomized rounding of a linear program that balances many covariates. For more details, see Brumberg et al. (2022) and Brumberg et al.(2023) . To solve the linear program, the 'Gurobi' commercial optimization software is recommended, but not required. The 'gurobi' R package can be installed by following the instructions at after claiming your free academic license at . URL: https://github.com/kkbrum/natstrat, https://kkbrum.github.io/natstrat/, https://docs.gurobi.com/projects/optimizer/en/current/reference/r/setup.html BugReports: https://github.com/kkbrum/natstrat/issues License: GPL-3 Encoding: UTF-8 LazyData: true RoxygenNote: 7.3.1 Imports: Rglpk, stats, plyr, pps, sampling, ggplot2, rlang, ramify, slam Depends: R (>= 2.10), caret Suggests: knitr, rmarkdown, markdown, testthat (>= 3.0.0), DT, stringr, covr, gurobi VignetteBuilder: knitr Config/testthat/edition: 3 Config/pak/sysreqs: libglpk-dev libicu-dev Repository: https://kkbrum.r-universe.dev Date/Publication: 2026-02-03 21:51:55 UTC RemoteUrl: https://github.com/kkbrum/natstrat RemoteRef: HEAD RemoteSha: 8abe4aca76dbccb79a2480f07e629f2e499c7169 NeedsCompilation: no Packaged: 2026-10-10 17:57:15 UTC; root Author: Katherine Brumberg [aut, cre] Maintainer: Katherine Brumberg