Package: positively Title: Diagnose Positivity Violations and Extrapolation in Causal Inference Version: 0.0.0.9000 Authors@R: person("Malcolm", "Barrett", , "malcolmbarrett@gmail.com", role = c("aut", "cre"), comment = c(ORCID = "0000-0003-0299-5825")) Description: Provides diagnostics for positivity violations and extrapolation in causal inference. Includes methods based on effective data points, positivity regression trees, hat values, highest density regions, density ratios, and parametric bootstrap bias estimates, covering binary, categorical, and continuous exposures as well as time-varying treatments. Each diagnostic returns a tidy result object and an optional plot. License: MIT + file LICENSE URL: https://r-causal.github.io/positively/, https://github.com/r-causal/positively BugReports: https://github.com/r-causal/positively/issues Depends: R (>= 4.3.0) Imports: causalgenerics (>= 0.1.0.9000), cli, generics, ggplot2 (>= 3.5.0), purrr, rlang, rpart, S7, stats, tibble, tidyselect, utils, vctrs Suggests: dplyr (>= 1.1.0), ggridges, halfmoon, knitr, lmtp, lpSolve, nnet, patchwork, propensity (>= 0.1.0.9000), rmarkdown, spelling, testthat (>= 3.0.0), vdiffr, withr VignetteBuilder: knitr Remotes: r-causal/causalgenerics, r-causal/propensity Config/roxygen2/version: 8.1.0 Config/testthat/edition: 3 Encoding: UTF-8 Language: en-US LazyData: true Roxygen: list(markdown = TRUE) Repository: https://r-causal.r-universe.dev Date/Publication: 2026-10-04 21:01:13 UTC RemoteUrl: https://github.com/r-causal/positively RemoteRef: HEAD RemoteSha: 1720d3371d7921473a93f2ad2db86ce257d16fdf NeedsCompilation: no Packaged: 2026-10-04 21:45:17 UTC; root Author: Malcolm Barrett [aut, cre] (ORCID: ) Maintainer: Malcolm Barrett