Convert summary to data.frame

You can consider unclass, I suppose:

data.frame(unclass(summary(mydf)), check.names = FALSE, stringsAsFactors = FALSE)
#              ADMIT             GRE             GPA            RANK
# 1 Min.   :0.0000   Min.   :380.0   Min.   :2.930   Min.   :1.000  
# 2 1st Qu.:0.2500   1st Qu.:550.0   1st Qu.:3.047   1st Qu.:2.250  
# 3 Median :1.0000   Median :650.0   Median :3.400   Median :3.000  
# 4 Mean   :0.6667   Mean   :626.7   Mean   :3.400   Mean   :2.833  
# 5 3rd Qu.:1.0000   3rd Qu.:735.0   3rd Qu.:3.655   3rd Qu.:3.750  
# 6 Max.   :1.0000   Max.   :800.0   Max.   :4.000   Max.   :4.000  
str(.Last.value)
# 'data.frame': 6 obs. of  4 variables:
#  $     ADMIT: chr  "Min.   :0.0000  " "1st Qu.:0.2500  " "Median :1.0000  " "Mean   :0.6667  " ...
#  $      GRE : chr  "Min.   :380.0  " "1st Qu.:550.0  " "Median :650.0  " "Mean   :626.7  " ...
#  $      GPA : chr  "Min.   :2.930  " "1st Qu.:3.047  " "Median :3.400  " "Mean   :3.400  " ...
#  $      RANK: chr  "Min.   :1.000  " "1st Qu.:2.250  " "Median :3.000  " "Mean   :2.833  " ...

Note that there is a lot of excessive whitespace there, in both the names and the values.

However, it might be sufficient to do something like:

do.call(cbind, lapply(mydf, summary))
#          ADMIT   GRE   GPA  RANK
# Min.    0.0000 380.0 2.930 1.000
# 1st Qu. 0.2500 550.0 3.048 2.250
# Median  1.0000 650.0 3.400 3.000
# Mean    0.6667 626.7 3.400 2.833
# 3rd Qu. 1.0000 735.0 3.655 3.750
# Max.    1.0000 800.0 4.000 4.000

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