R/summarize_data.R
summarize_obj.RdSummarize an object (typically, a variable -column- in a
data.frame). This function is intended to be called by summarize_df
summarize_obj(obj, n_top = 7)R object to summarize
Number of top unique elements to include in the summary
a one-row tibble with information about the object such as class, length (number of elements), number of na, number of unique elements, sum, min, max, mean, median, percentiles, most frequent values
summarize_obj(letters)
#> # A tibble: 1 × 37
#> obj_type obj_class obj_label n_obj n_na p_na n_uniq p_uniq top1_key top2_key
#> <chr> <chr> <chr> <int> <dbl> <dbl> <dbl> <dbl> <chr> <chr>
#> 1 charact… character "" 26 0 0 26 1 a b
#> # ℹ 27 more variables: top3_key <chr>, top4_key <chr>, top5_key <chr>,
#> # top6_key <chr>, top7_key <chr>, top1_count <int>, top2_count <int>,
#> # top3_count <int>, top4_count <int>, top5_count <int>, top6_count <int>,
#> # top7_count <int>, top1_count_p <dbl>, top2_count_p <dbl>,
#> # top3_count_p <dbl>, top4_count_p <dbl>, top5_count_p <dbl>,
#> # top6_count_p <dbl>, top7_count_p <dbl>, mean <lgl>, sd <lgl>, min <lgl>,
#> # q25 <lgl>, median <lgl>, q75 <lgl>, max <lgl>, obj_hist <list>
summarize_obj(runif(100))
#> # A tibble: 1 × 37
#> obj_type obj_class obj_label n_obj n_na p_na n_uniq p_uniq top1_key top2_key
#> <chr> <chr> <chr> <int> <dbl> <dbl> <dbl> <dbl> <chr> <chr>
#> 1 double numeric "" 100 0 0 100 1 0.45012… 0.68765…
#> # ℹ 27 more variables: top3_key <chr>, top4_key <chr>, top5_key <chr>,
#> # top6_key <chr>, top7_key <chr>, top1_count <int>, top2_count <int>,
#> # top3_count <int>, top4_count <int>, top5_count <int>, top6_count <int>,
#> # top7_count <int>, top1_count_p <dbl>, top2_count_p <dbl>,
#> # top3_count_p <dbl>, top4_count_p <dbl>, top5_count_p <dbl>,
#> # top6_count_p <dbl>, top7_count_p <dbl>, mean <chr>, sd <chr>, min <chr>,
#> # q25 <chr>, median <chr>, q75 <chr>, max <chr>, obj_hist <list>