Effect size estimation and plotting is a component of estimation
statistics. Durga is an R package that aims to simplify
sophisticated plotting of estimated differences in group means, which is
an important part of communicating estimation statistics.
If you use Durga in your research, please cite (and
read) the article:
Khan, M.K. & McLean, D.J. (2023) Durga: An R package for effect size estimation and visualisation. bioRxiv, 2023.2002.2006.526960. https://doi.org/10.1101/2023.02.06.526960
To install the released version:
> install.packages("Durga")To install the development version (which is the only version available as yet):
> install.packages("devtools") # If not already installed
> devtools::install_github("KhanKawsar/EstimationPlot", build_vignettes = TRUE)Once Durga is installed, you can read the vignette named
Introduction to Durga for a range of examples of possible
plots, together with the code used to produce them.
# Display the vignette in a browser
RShowDoc("Durga-intro", package = "Durga")
# Display the vignette in the help window pane
vignette("Durga-intro", package = "Durga")A minimal example using constructed data:
n <- 100
df <- data.frame(val = c(rnorm(n), rnorm(n, mean = 1)),
group = c(rep("Control", n), rep("Group", n)))
d <- DurgaDiff(df, data.col = "val", group.col = "group")
# or equivalently
d <- DurgaDiff(val ~ group, df)
DurgaPlot(d)
─ Packages ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
package * version date (UTC) lib source
boot 1.3-28 2021-05-03 [2] CRAN (R 4.2.0)
brio 1.1.3 2021-11-30 [1] CRAN (R 4.2.0)
cachem 1.0.6 2021-08-19 [1] CRAN (R 4.2.0)
callr 3.7.0 2021-04-20 [1] CRAN (R 4.2.0)
cli 3.3.0 2022-04-25 [1] CRAN (R 4.2.0)
crayon 1.5.1 2022-03-26 [1] CRAN (R 4.2.0)
data.table 1.14.2 2021-09-27 [1] CRAN (R 4.2.0)
desc 1.4.1 2022-03-06 [1] CRAN (R 4.2.0)
devtools 2.4.3 2021-11-30 [1] CRAN (R 4.2.0)
digest 0.6.29 2021-12-01 [1] CRAN (R 4.2.0)
Durga 0.1.0 2023-01-26 [1] Github (KhanKawsar/EstimationPlot@ec2aa00)
ellipsis 0.3.2 2021-04-29 [1] CRAN (R 4.2.0)
evaluate 0.15 2022-02-18 [1] CRAN (R 4.2.0)
fansi 1.0.3 2022-03-24 [1] CRAN (R 4.2.0)
fastmap 1.1.0 2021-01-25 [1] CRAN (R 4.2.0)
fs 1.5.2 2021-12-08 [1] CRAN (R 4.2.0)
glue 1.6.2 2022-02-24 [1] CRAN (R 4.2.0)
htmltools 0.5.2 2021-08-25 [1] CRAN (R 4.2.0)
knitr 1.39 2022-04-26 [1] CRAN (R 4.2.0)
lifecycle 1.0.1 2021-09-24 [1] CRAN (R 4.2.0)
magrittr 2.0.3 2022-03-30 [1] CRAN (R 4.2.0)
memoise 2.0.1 2021-11-26 [1] CRAN (R 4.2.0)
pillar 1.7.0 2022-02-01 [1] CRAN (R 4.2.0)
pkgbuild 1.3.1 2021-12-20 [1] CRAN (R 4.2.0)
pkgconfig 2.0.3 2019-09-22 [1] CRAN (R 4.2.0)
pkgload 1.2.4 2021-11-30 [1] CRAN (R 4.2.0)
prettyunits 1.1.1 2020-01-24 [1] CRAN (R 4.2.0)
processx 3.5.3 2022-03-25 [1] CRAN (R 4.2.0)
ps 1.7.0 2022-04-23 [1] CRAN (R 4.2.0)
purrr 0.3.4 2020-04-17 [1] CRAN (R 4.2.0)
R6 2.5.1 2021-08-19 [1] CRAN (R 4.2.0)
RColorBrewer 1.1-3 2022-04-03 [1] CRAN (R 4.2.0)
remotes 2.4.2 2021-11-30 [1] CRAN (R 4.2.0)
rlang 1.0.2 2022-03-04 [1] CRAN (R 4.2.0)
rmarkdown 2.14 2022-04-25 [1] CRAN (R 4.2.0)
rprojroot 2.0.3 2022-04-02 [1] CRAN (R 4.2.0)
sessioninfo 1.2.2 2021-12-06 [1] CRAN (R 4.2.0)
testthat 3.1.4 2022-04-26 [1] CRAN (R 4.2.0)
tibble 3.1.7 2022-05-03 [1] CRAN (R 4.2.0)
usethis 2.1.6 2022-05-25 [1] CRAN (R 4.2.2)
utf8 1.2.2 2021-07-24 [1] CRAN (R 4.2.0)
vctrs 0.4.1 2022-04-13 [1] CRAN (R 4.2.0)
vipor 0.4.5 2017-03-22 [1] CRAN (R 4.2.0)
withr 2.5.0 2022-03-03 [1] CRAN (R 4.2.0)
xfun 0.31 2022-05-10 [1] CRAN (R 4.2.0)
yaml 2.3.5 2022-02-21 [1] CRAN (R 4.2.0)
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