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tidyenrich

The tidyenrich R package computes enrichments from the results of dplyr::count, supporting grouping variables

Installation

You can install the development version of tidyenrich like so:

if (!require("remotes"))
    install.packages("remotes")

remotes::install_github("selkamand/tidyenrich")

Quick start

library(tidyenrich)

# Start with a tidy dataset
titanic <- load_titanic_data()

# Run Fisher Test
enrichments <- tidyenrich(data = titanic, col_group = "Survived", col_features = c("Age", "Sex"))
enrichments
#>   element      p.value odds_ratio conf_level conf.int.lower conf.int.upper
#> 1     Age 1.233820e-05 2.40914890       0.95     1.60553639      3.6219766
#> 2     Sex 2.690694e-96 0.09869816       0.95     0.07734453      0.1253659
#>   null.value alternative                              odds_ratio_explained
#> 1          1   two.sided  OR: The increase in odds of [Died] given [Adult]
#> 2          1   two.sided OR: The increase in odds of [Died] given [Female]
#>            fdr    group group_numerator group_denominator feature_numerator
#> 1 1.233820e-05 Survived            Died          Survived             Adult
#> 2 5.381387e-96 Survived            Died          Survived            Female
#>   feature_denominator feature tally_a tally_b tally_c tally_d             a
#> 1               Child     Age    1438      52     654      57  Died & Adult
#> 2                Male     Sex     126    1364     344     367 Died & Female
#>              b                 c                d
#> 1 Died & Child  Survived & Adult Survived & Child
#> 2  Died & Male Survived & Female  Survived & Male

# Visualise as forest plot
plot_forest(enrichments)

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