Thursday, April 19, 2018

r - Calculate mean of calculated values




I want to calculate the mean of the resulting values returned by abs(((column A - column B)/column A)*100)



So for example on mtcars data i try:



> mtcars
mpg cyl disp hp drat wt qsec vs am gear carb
Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 4
Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 4
Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 1
...


mean((abs(mtcars['cyl']-mtcars['mpg'])/mtcars['mpg'])*100)


Which gives me error:




Warning message: In mean.default((abs(mtcars["cyl"] -
mtcars["mpg"])/mtcars["mpg"]) * : argument is not numeric or
logical: returning NA





How can i fix this?


Answer



You need to use $ operator to extract the values as vectors or use double brackets, i.e.



mean((abs(mtcars[['cyl']]-mtcars[['mpg']])/mtcars[['mpg']])*100)
#[1] 64.13455

#or


mean((abs(mtcars$cyl-mtcars$mpg)/mtcars$mpg)*100)
#[1] 64.13455


You can see the difference in structure,



str(mtcars['cyl'])
'data.frame': 32 obs. of 1 variable:
$ cyl: num 6 6 4 6 8 6 8 4 4 6 ...


str(mtcars[['cyl']])
num [1:32] 6 6 4 6 8 6 8 4 4 6 ...

str(mtcars$cyl)
num [1:32] 6 6 4 6 8 6 8 4 4 6 ...

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