utilsdataframe

Package with functions to deal with types and NAs in a dataframe

Examples

types_df(iris)

 Column types
 factor :1   
 numeric:4

library(mlbench)
data(Soybean)

summary_nas(Soybean)

Variable	Total number of NAs	% NAs over the total number of rows
date	1	0.15
plant.stand	36	5.27
precip	38	5.56
temp	30	4.39
hail	121	17.72
crop.hist	16	2.34
area.dam	1	0.15
sever	121	17.72
seed.tmt	121	17.72
germ	112	16.40
plant.growth	16	2.34
leaf.halo	84	12.30
leaf.marg	84	12.30
leaf.size	84	12.30
leaf.shread	100	14.64
leaf.malf	84	12.30
leaf.mild	108	15.81
stem	16	2.34
lodging	121	17.72
stem.cankers	38	5.56
canker.lesion	38	5.56
fruiting.bodies	106	15.52
ext.decay	38	5.56
mycelium	38	5.56
int.discolor	38	5.56
sclerotia	38	5.56
fruit.pods	84	12.30
fruit.spots	106	15.52
seed	92	13.47
mold.growth	92	13.47
seed.discolor	106	15.52
seed.size	92	13.47
shriveling	106	15.52
roots	31	4.54