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summary method for panel_data objects.

Usage

# S3 method for panel_data
summary(object, ..., by.wave = TRUE, by.id = FALSE, skim_with = NULL)

Arguments

object

A panel_data frame.

...

Optionally, unquoted variable names/expressions separated by commas to be passed to dplyr::select(). Otherwise, all columns are included.

by.wave

(if skimr is installed) Separate descriptives by wave? Default is TRUE.

by.id

(if skimr is installed) Separate descriptives by entity? Default is FALSE. Be careful if you have a large number of entities as the output will be massive.

skim_with

A closure from skimr::skim_with(). If set, skim

Examples


data("WageData")
wages <- panel_data(WageData, id = id, wave = t)
summary(wages, lwage, exp, wks)
#> Loading required namespace: skimr
#> 
#> ── Variable type: numeric ──────────────────────────────────────────────────────
#>    skim_variable t n_missing complete_rate  mean     sd    p0   p25   p50   p75
#>  1 lwage         1         0             1  6.38  0.388  5.01  6.12  6.42  6.65
#>  2 lwage         2         0             1  6.47  0.363  5.01  6.24  6.53  6.75
#>  3 lwage         3         0             1  6.60  0.447  4.61  6.33  6.61  6.86
#>  4 lwage         4         0             1  6.70  0.441  5.08  6.44  6.72  6.96
#>  5 lwage         5         0             1  6.79  0.424  5.27  6.51  6.80  7.04
#>  6 lwage         6         0             1  6.86  0.424  5.66  6.60  6.91  7.11
#>  7 lwage         7         0             1  6.95  0.438  5.68  6.68  6.98  7.21
#>  8 exp           1         0             1 16.9  10.8    1     7    15    26   
#>  9 exp           2         0             1 17.9  10.8    2     8    16    27   
#> 10 exp           3         0             1 18.9  10.8    3     9    17    28   
#> 11 exp           4         0             1 19.9  10.8    4    10    18    29   
#> 12 exp           5         0             1 20.9  10.8    5    11    19    30   
#> 13 exp           6         0             1 21.9  10.8    6    12    20    31   
#> 14 exp           7         0             1 22.9  10.8    7    13    21    32   
#> 15 wks           1         0             1 46.3   6.25   6    46    48    50   
#> 16 wks           2         0             1 47.0   5.13  11    47    49    50   
#> 17 wks           3         0             1 47.0   4.77  20    47    49    50   
#> 18 wks           4         0             1 47.2   4.46   8    47    48    50   
#> 19 wks           5         0             1 47.0   4.89   6    47    48    50   
#> 20 wks           6         0             1 46.7   4.98   6    46    48    50   
#> 21 wks           7         0             1 46.5   5.19   5    46    48    49   
#>     p100 hist 
#>  1  6.91 ▁▂▃▇▇
#>  2  6.91 ▁▁▂▅▇
#>  3  8.27 ▁▂▇▃▁
#>  4  8.52 ▁▃▇▂▁
#>  5  8.10 ▁▂▇▅▁
#>  6  8.16 ▁▃▇▃▁
#>  7  8.54 ▁▅▇▂▁
#>  8 45    ▇▇▅▅▁
#>  9 46    ▇▇▅▅▁
#> 10 47    ▇▇▅▅▁
#> 11 48    ▇▇▅▅▁
#> 12 49    ▇▇▅▅▁
#> 13 50    ▇▇▅▅▁
#> 14 51    ▇▇▅▅▁
#> 15 52    ▁▁▁▁▇
#> 16 52    ▁▁▁▁▇
#> 17 52    ▁▁▁▁▇
#> 18 52    ▁▁▁▁▇
#> 19 52    ▁▁▁▁▇
#> 20 52    ▁▁▁▁▇
#> 21 52    ▁▁▁▁▇