ds_auto_freq_table creates multiple one way tables by creating a frequency table for each categorical variable in a data frame. ds_auto_cross_table creates multiple two way tables by creating a cross table for each unique pair of categorical variables in a data frame.

ds_auto_freq_table(data, ...)

ds_auto_cross_table(data, ...)

Arguments

data

A data.frame or tibble.

...

Column(s) in data.

Details

ds_auto_freq_table is a extension of the ds_freq_table function. It creates a frequency table for each categorical variable in the dataframe. ds_auto_cross_table is a extension of the ds_cross_table function. It creates a two way table for each unique pair of categorical variables in the dataframe.

Deprecated Functions

ds_oway_tables() and ds_tway_tables() have been deprecated. Instead use ds_auto_freq_table() and ds_auto_cross_table().

See also

link{ds_freq_table} link{ds_cross_table}

Examples

# multiple one way tables ds_auto_freq_table(mtcarz)
#> Variable: cyl #> ----------------------------------------------------------------------- #> Levels Frequency Cum Frequency Percent Cum Percent #> ----------------------------------------------------------------------- #> 4 11 11 34.38 34.38 #> ----------------------------------------------------------------------- #> 6 7 18 21.88 56.25 #> ----------------------------------------------------------------------- #> 8 14 32 43.75 100 #> ----------------------------------------------------------------------- #> Total 32 - 100.00 - #> ----------------------------------------------------------------------- #> #> Variable: vs #> ----------------------------------------------------------------------- #> Levels Frequency Cum Frequency Percent Cum Percent #> ----------------------------------------------------------------------- #> 0 18 18 56.25 56.25 #> ----------------------------------------------------------------------- #> 1 14 32 43.75 100 #> ----------------------------------------------------------------------- #> Total 32 - 100.00 - #> ----------------------------------------------------------------------- #> #> Variable: am #> ----------------------------------------------------------------------- #> Levels Frequency Cum Frequency Percent Cum Percent #> ----------------------------------------------------------------------- #> 0 19 19 59.38 59.38 #> ----------------------------------------------------------------------- #> 1 13 32 40.62 100 #> ----------------------------------------------------------------------- #> Total 32 - 100.00 - #> ----------------------------------------------------------------------- #> #> Variable: gear #> ----------------------------------------------------------------------- #> Levels Frequency Cum Frequency Percent Cum Percent #> ----------------------------------------------------------------------- #> 3 15 15 46.88 46.88 #> ----------------------------------------------------------------------- #> 4 12 27 37.5 84.38 #> ----------------------------------------------------------------------- #> 5 5 32 15.62 100 #> ----------------------------------------------------------------------- #> Total 32 - 100.00 - #> ----------------------------------------------------------------------- #> #> Variable: carb #> ----------------------------------------------------------------------- #> Levels Frequency Cum Frequency Percent Cum Percent #> ----------------------------------------------------------------------- #> 1 7 7 21.88 21.88 #> ----------------------------------------------------------------------- #> 2 10 17 31.25 53.12 #> ----------------------------------------------------------------------- #> 3 3 20 9.38 62.5 #> ----------------------------------------------------------------------- #> 4 10 30 31.25 93.75 #> ----------------------------------------------------------------------- #> 6 1 31 3.12 96.88 #> ----------------------------------------------------------------------- #> 8 1 32 3.12 100 #> ----------------------------------------------------------------------- #> Total 32 - 100.00 - #> ----------------------------------------------------------------------- #>
ds_auto_freq_table(mtcarz, cyl, gear)
#> Variable: cyl #> ----------------------------------------------------------------------- #> Levels Frequency Cum Frequency Percent Cum Percent #> ----------------------------------------------------------------------- #> 4 11 11 34.38 34.38 #> ----------------------------------------------------------------------- #> 6 7 18 21.88 56.25 #> ----------------------------------------------------------------------- #> 8 14 32 43.75 100 #> ----------------------------------------------------------------------- #> Total 32 - 100.00 - #> ----------------------------------------------------------------------- #> #> Variable: gear #> ----------------------------------------------------------------------- #> Levels Frequency Cum Frequency Percent Cum Percent #> ----------------------------------------------------------------------- #> 3 15 15 46.88 46.88 #> ----------------------------------------------------------------------- #> 4 12 27 37.5 84.38 #> ----------------------------------------------------------------------- #> 5 5 32 15.62 100 #> ----------------------------------------------------------------------- #> Total 32 - 100.00 - #> ----------------------------------------------------------------------- #>
# multiple two way tables ds_auto_cross_table(mtcarz)
#> Cell Contents #> |---------------| #> | Frequency | #> | Percent | #> | Row Pct | #> | Col Pct | #> |---------------| #> #> Total Observations: 32 #> #> cyl vs vs #> ------------------------------------------------------------- #> | | vs | #> ------------------------------------------------------------- #> | cyl | 0 | 1 | Row Total | #> ------------------------------------------------------------- #> | 4 | 1 | 10 | 11 | #> | | 0.031 | 0.312 | | #> | | 0.09 | 0.91 | 0.34 | #> | | 0.06 | 0.71 | | #> ------------------------------------------------------------- #> | 6 | 3 | 4 | 7 | #> | | 0.094 | 0.125 | | #> | | 0.43 | 0.57 | 0.22 | #> | | 0.17 | 0.29 | | #> ------------------------------------------------------------- #> | 8 | 14 | 0 | 14 | #> | | 0.438 | 0 | | #> | | 1 | 0 | 0.44 | #> | | 0.78 | 0 | | #> ------------------------------------------------------------- #> | Column Total | 18 | 14 | 32 | #> | | 0.563 | 0.437 | | #> ------------------------------------------------------------- #> #> #> cyl vs am #> ------------------------------------------------------------- #> | | am | #> ------------------------------------------------------------- #> | cyl | 0 | 1 | Row Total | #> ------------------------------------------------------------- #> | 4 | 3 | 8 | 11 | #> | | 0.094 | 0.25 | | #> | | 0.27 | 0.73 | 0.34 | #> | | 0.16 | 0.62 | | #> ------------------------------------------------------------- #> | 6 | 4 | 3 | 7 | #> | | 0.125 | 0.094 | | #> | | 0.57 | 0.43 | 0.22 | #> | | 0.21 | 0.23 | | #> ------------------------------------------------------------- #> | 8 | 12 | 2 | 14 | #> | | 0.375 | 0.062 | | #> | | 0.86 | 0.14 | 0.44 | #> | | 0.63 | 0.15 | | #> ------------------------------------------------------------- #> | Column Total | 19 | 13 | 32 | #> | | 0.594 | 0.406 | | #> ------------------------------------------------------------- #> #> #> cyl vs gear #> ---------------------------------------------------------------------------- #> | | gear | #> ---------------------------------------------------------------------------- #> | cyl | 3 | 4 | 5 | Row Total | #> ---------------------------------------------------------------------------- #> | 4 | 1 | 8 | 2 | 11 | #> | | 0.031 | 0.25 | 0.062 | | #> | | 0.09 | 0.73 | 0.18 | 0.34 | #> | | 0.07 | 0.67 | 0.4 | | #> ---------------------------------------------------------------------------- #> | 6 | 2 | 4 | 1 | 7 | #> | | 0.062 | 0.125 | 0.031 | | #> | | 0.29 | 0.57 | 0.14 | 0.22 | #> | | 0.13 | 0.33 | 0.2 | | #> ---------------------------------------------------------------------------- #> | 8 | 12 | 0 | 2 | 14 | #> | | 0.375 | 0 | 0.062 | | #> | | 0.86 | 0 | 0.14 | 0.44 | #> | | 0.8 | 0 | 0.4 | | #> ---------------------------------------------------------------------------- #> | Column Total | 15 | 12 | 5 | 32 | #> | | 0.468 | 0.375 | 0.155 | | #> ---------------------------------------------------------------------------- #> #> #> cyl vs carb #> ------------------------------------------------------------------------------------------------------------------------- #> | | carb | #> ------------------------------------------------------------------------------------------------------------------------- #> | cyl | 1 | 2 | 3 | 4 | 6 | 8 | Row Total | #> ------------------------------------------------------------------------------------------------------------------------- #> | 4 | 5 | 6 | 0 | 0 | 0 | 0 | 11 | #> | | 0.156 | 0.188 | 0 | 0 | 0 | 0 | | #> | | 0.45 | 0.55 | 0 | 0 | 0 | 0 | 0.34 | #> | | 0.71 | 0.6 | 0 | 0 | 0 | 0 | | #> ------------------------------------------------------------------------------------------------------------------------- #> | 6 | 2 | 0 | 0 | 4 | 1 | 0 | 7 | #> | | 0.062 | 0 | 0 | 0.125 | 0.031 | 0 | | #> | | 0.29 | 0 | 0 | 0.57 | 0.14 | 0 | 0.22 | #> | | 0.29 | 0 | 0 | 0.4 | 1 | 0 | | #> ------------------------------------------------------------------------------------------------------------------------- #> | 8 | 0 | 4 | 3 | 6 | 0 | 1 | 14 | #> | | 0 | 0.125 | 0.094 | 0.188 | 0 | 0.031 | | #> | | 0 | 0.29 | 0.21 | 0.43 | 0 | 0.07 | 0.44 | #> | | 0 | 0.4 | 1 | 0.6 | 0 | 1 | | #> ------------------------------------------------------------------------------------------------------------------------- #> | Column Total | 7 | 10 | 3 | 10 | 1 | 1 | 32 | #> | | 0.218 | 0.313 | 0.094 | 0.313 | 0.031 | 0.031 | | #> ------------------------------------------------------------------------------------------------------------------------- #> #> #> vs vs am #> ------------------------------------------------------------- #> | | am | #> ------------------------------------------------------------- #> | vs | 0 | 1 | Row Total | #> ------------------------------------------------------------- #> | 0 | 12 | 6 | 18 | #> | | 0.375 | 0.188 | | #> | | 0.67 | 0.33 | 0.56 | #> | | 0.63 | 0.46 | | #> ------------------------------------------------------------- #> | 1 | 7 | 7 | 14 | #> | | 0.219 | 0.219 | | #> | | 0.5 | 0.5 | 0.44 | #> | | 0.37 | 0.54 | | #> ------------------------------------------------------------- #> | Column Total | 19 | 13 | 32 | #> | | 0.594 | 0.407 | | #> ------------------------------------------------------------- #> #> #> vs vs gear #> ---------------------------------------------------------------------------- #> | | gear | #> ---------------------------------------------------------------------------- #> | vs | 3 | 4 | 5 | Row Total | #> ---------------------------------------------------------------------------- #> | 0 | 12 | 2 | 4 | 18 | #> | | 0.375 | 0.062 | 0.125 | | #> | | 0.67 | 0.11 | 0.22 | 0.56 | #> | | 0.8 | 0.17 | 0.8 | | #> ---------------------------------------------------------------------------- #> | 1 | 3 | 10 | 1 | 14 | #> | | 0.094 | 0.312 | 0.031 | | #> | | 0.21 | 0.71 | 0.07 | 0.44 | #> | | 0.2 | 0.83 | 0.2 | | #> ---------------------------------------------------------------------------- #> | Column Total | 15 | 12 | 5 | 32 | #> | | 0.469 | 0.374 | 0.156 | | #> ---------------------------------------------------------------------------- #> #> #> vs vs carb #> ------------------------------------------------------------------------------------------------------------------------- #> | | carb | #> ------------------------------------------------------------------------------------------------------------------------- #> | vs | 1 | 2 | 3 | 4 | 6 | 8 | Row Total | #> ------------------------------------------------------------------------------------------------------------------------- #> | 0 | 0 | 5 | 3 | 8 | 1 | 1 | 18 | #> | | 0 | 0.156 | 0.094 | 0.25 | 0.031 | 0.031 | | #> | | 0 | 0.28 | 0.17 | 0.44 | 0.06 | 0.06 | 0.56 | #> | | 0 | 0.5 | 1 | 0.8 | 1 | 1 | | #> ------------------------------------------------------------------------------------------------------------------------- #> | 1 | 7 | 5 | 0 | 2 | 0 | 0 | 14 | #> | | 0.219 | 0.156 | 0 | 0.062 | 0 | 0 | | #> | | 0.5 | 0.36 | 0 | 0.14 | 0 | 0 | 0.44 | #> | | 1 | 0.5 | 0 | 0.2 | 0 | 0 | | #> ------------------------------------------------------------------------------------------------------------------------- #> | Column Total | 7 | 10 | 3 | 10 | 1 | 1 | 32 | #> | | 0.219 | 0.312 | 0.094 | 0.312 | 0.031 | 0.031 | | #> ------------------------------------------------------------------------------------------------------------------------- #> #> #> am vs gear #> ---------------------------------------------------------------------------- #> | | gear | #> ---------------------------------------------------------------------------- #> | am | 3 | 4 | 5 | Row Total | #> ---------------------------------------------------------------------------- #> | 0 | 15 | 4 | 0 | 19 | #> | | 0.469 | 0.125 | 0 | | #> | | 0.79 | 0.21 | 0 | 0.59 | #> | | 1 | 0.33 | 0 | | #> ---------------------------------------------------------------------------- #> | 1 | 0 | 8 | 5 | 13 | #> | | 0 | 0.25 | 0.156 | | #> | | 0 | 0.62 | 0.38 | 0.41 | #> | | 0 | 0.67 | 1 | | #> ---------------------------------------------------------------------------- #> | Column Total | 15 | 12 | 5 | 32 | #> | | 0.469 | 0.375 | 0.156 | | #> ---------------------------------------------------------------------------- #> #> #> am vs carb #> ------------------------------------------------------------------------------------------------------------------------- #> | | carb | #> ------------------------------------------------------------------------------------------------------------------------- #> | am | 1 | 2 | 3 | 4 | 6 | 8 | Row Total | #> ------------------------------------------------------------------------------------------------------------------------- #> | 0 | 3 | 6 | 3 | 7 | 0 | 0 | 19 | #> | | 0.094 | 0.188 | 0.094 | 0.219 | 0 | 0 | | #> | | 0.16 | 0.32 | 0.16 | 0.37 | 0 | 0 | 0.6 | #> | | 0.43 | 0.6 | 1 | 0.7 | 0 | 0 | | #> ------------------------------------------------------------------------------------------------------------------------- #> | 1 | 4 | 4 | 0 | 3 | 1 | 1 | 13 | #> | | 0.125 | 0.125 | 0 | 0.094 | 0.031 | 0.031 | | #> | | 0.31 | 0.31 | 0 | 0.23 | 0.08 | 0.08 | 0.41 | #> | | 0.57 | 0.4 | 0 | 0.3 | 1 | 1 | | #> ------------------------------------------------------------------------------------------------------------------------- #> | Column Total | 7 | 10 | 3 | 10 | 1 | 1 | 32 | #> | | 0.219 | 0.313 | 0.094 | 0.313 | 0.031 | 0.031 | | #> ------------------------------------------------------------------------------------------------------------------------- #> #> #> gear vs carb #> ------------------------------------------------------------------------------------------------------------------------- #> | | carb | #> ------------------------------------------------------------------------------------------------------------------------- #> | gear | 1 | 2 | 3 | 4 | 6 | 8 | Row Total | #> ------------------------------------------------------------------------------------------------------------------------- #> | 3 | 3 | 4 | 3 | 5 | 0 | 0 | 15 | #> | | 0.094 | 0.125 | 0.094 | 0.156 | 0 | 0 | | #> | | 0.2 | 0.27 | 0.2 | 0.33 | 0 | 0 | 0.47 | #> | | 0.43 | 0.4 | 1 | 0.5 | 0 | 0 | | #> ------------------------------------------------------------------------------------------------------------------------- #> | 4 | 4 | 4 | 0 | 4 | 0 | 0 | 12 | #> | | 0.125 | 0.125 | 0 | 0.125 | 0 | 0 | | #> | | 0.33 | 0.33 | 0 | 0.33 | 0 | 0 | 0.38 | #> | | 0.57 | 0.4 | 0 | 0.4 | 0 | 0 | | #> ------------------------------------------------------------------------------------------------------------------------- #> | 5 | 0 | 2 | 0 | 1 | 1 | 1 | 5 | #> | | 0 | 0.062 | 0 | 0.031 | 0.031 | 0.031 | | #> | | 0 | 0.4 | 0 | 0.2 | 0.2 | 0.2 | 0.16 | #> | | 0 | 0.2 | 0 | 0.1 | 1 | 1 | | #> ------------------------------------------------------------------------------------------------------------------------- #> | Column Total | 7 | 10 | 3 | 10 | 1 | 1 | 32 | #> | | 0.219 | 0.312 | 0.094 | 0.312 | 0.031 | 0.031 | | #> ------------------------------------------------------------------------------------------------------------------------- #> #>
ds_auto_cross_table(mtcarz, cyl, gear, am)
#> Cell Contents #> |---------------| #> | Frequency | #> | Percent | #> | Row Pct | #> | Col Pct | #> |---------------| #> #> Total Observations: 32 #> #> cyl vs gear #> ---------------------------------------------------------------------------- #> | | gear | #> ---------------------------------------------------------------------------- #> | cyl | 3 | 4 | 5 | Row Total | #> ---------------------------------------------------------------------------- #> | 4 | 1 | 8 | 2 | 11 | #> | | 0.031 | 0.25 | 0.062 | | #> | | 0.09 | 0.73 | 0.18 | 0.34 | #> | | 0.07 | 0.67 | 0.4 | | #> ---------------------------------------------------------------------------- #> | 6 | 2 | 4 | 1 | 7 | #> | | 0.062 | 0.125 | 0.031 | | #> | | 0.29 | 0.57 | 0.14 | 0.22 | #> | | 0.13 | 0.33 | 0.2 | | #> ---------------------------------------------------------------------------- #> | 8 | 12 | 0 | 2 | 14 | #> | | 0.375 | 0 | 0.062 | | #> | | 0.86 | 0 | 0.14 | 0.44 | #> | | 0.8 | 0 | 0.4 | | #> ---------------------------------------------------------------------------- #> | Column Total | 15 | 12 | 5 | 32 | #> | | 0.468 | 0.375 | 0.155 | | #> ---------------------------------------------------------------------------- #> #> #> cyl vs am #> ------------------------------------------------------------- #> | | am | #> ------------------------------------------------------------- #> | cyl | 0 | 1 | Row Total | #> ------------------------------------------------------------- #> | 4 | 3 | 8 | 11 | #> | | 0.094 | 0.25 | | #> | | 0.27 | 0.73 | 0.34 | #> | | 0.16 | 0.62 | | #> ------------------------------------------------------------- #> | 6 | 4 | 3 | 7 | #> | | 0.125 | 0.094 | | #> | | 0.57 | 0.43 | 0.22 | #> | | 0.21 | 0.23 | | #> ------------------------------------------------------------- #> | 8 | 12 | 2 | 14 | #> | | 0.375 | 0.062 | | #> | | 0.86 | 0.14 | 0.44 | #> | | 0.63 | 0.15 | | #> ------------------------------------------------------------- #> | Column Total | 19 | 13 | 32 | #> | | 0.594 | 0.406 | | #> ------------------------------------------------------------- #> #> #> gear vs am #> ------------------------------------------------------------- #> | | am | #> ------------------------------------------------------------- #> | gear | 0 | 1 | Row Total | #> ------------------------------------------------------------- #> | 3 | 15 | 0 | 15 | #> | | 0.469 | 0 | | #> | | 1 | 0 | 0.47 | #> | | 0.79 | 0 | | #> ------------------------------------------------------------- #> | 4 | 4 | 8 | 12 | #> | | 0.125 | 0.25 | | #> | | 0.33 | 0.67 | 0.38 | #> | | 0.21 | 0.62 | | #> ------------------------------------------------------------- #> | 5 | 0 | 5 | 5 | #> | | 0 | 0.156 | | #> | | 0 | 1 | 0.16 | #> | | 0 | 0.38 | | #> ------------------------------------------------------------- #> | Column Total | 19 | 13 | 32 | #> | | 0.594 | 0.406 | | #> ------------------------------------------------------------- #> #>