CODEWITHSUNDEEP
rstatisticsnastdev
evt
evt

Reputation: 971

Getting "NA" when I run a standard deviation

Quick question. I read my csv file into the variable data. It has a column label var, which has numerical values.

When I run the command 

sd(data$var)

I get 

[1] NA

instead of my standard deviation.

Could you please help me figure out what I am doing wrong?

Upvotes: 19

Views: 72443

Answers (4)

Jeff Parker
Jeff Parker

Reputation: 1979

I've made the mistake a time or two of reusing variable names in dplyr strings which has caused issues.

mtcars %>%
  group_by(gear) %>%
  mutate(ave = mean(hp)) %>%
  ungroup() %>%
  group_by(cyl) %>%
  summarise(med = median(ave),
            ave = mean(ave), # should've named this variable something different
            sd = sd(ave)) # this is the sd of my newly created variable "ave", not the original one.

Upvotes: 14

sdittmar
sdittmar

Reputation: 365

There may be Inf or -Inf as values in the data.

Try

is.finite(data)

or

min(data, na.rm = TRUE)
max(data, na.rm = TRUE)

to check if that is indeed the case.

Upvotes: 0

nzcoops
nzcoops

Reputation: 9380

Try sd(data$var, na.rm=TRUE) and then any NAs in the column var will be ignored. Will also pay to check out your data to make sure the NA's should be NA's and there haven't been read in errors, commands like head(data), tail(data), and str(data) should help with that.

Upvotes: 35

mdsumner
mdsumner

Reputation: 29525

You probably have missing values in var, or the column is not numeric, or there's only one row.

Try removing missing values which will help for the first case: 

sd(dat$var, na.rm = TRUE)

If that doesn't work, check that 

class(dat$var)

is "numeric" (the second case) and that

nrow(dat)

is greater than 1 (the third case).

Finally, data is a function in R so best to use a different name, which I've done here.

Upvotes: 6

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