R Newbie…calculating averages
I'm very new to R and I'm still quite close to the bottom of the very steep learning curve I think. So...
I have a data frame (imported from a .csv file). Contains a number of fields - let's call them Field1, Field2, Field3... Field 10.
The fields are numeric. For each row of data I'd like to calculate the average of the lowest 3 (say) numbers. In other words:
((smallest number) + (second smallest number) + (third smallest number))/3
Also there are some NAs in the data so I'd like the calculation to return NA if there aren't actually three numbers to avarage over (although perhaps R will do this naturally anyway).
Is there a succinct way to do this in R and (better still) to store the result as a new field in the existing data frame?
Grateful for any advice.
Thanks.
A
r dataframe calculated-columns
add a comment |
I'm very new to R and I'm still quite close to the bottom of the very steep learning curve I think. So...
I have a data frame (imported from a .csv file). Contains a number of fields - let's call them Field1, Field2, Field3... Field 10.
The fields are numeric. For each row of data I'd like to calculate the average of the lowest 3 (say) numbers. In other words:
((smallest number) + (second smallest number) + (third smallest number))/3
Also there are some NAs in the data so I'd like the calculation to return NA if there aren't actually three numbers to avarage over (although perhaps R will do this naturally anyway).
Is there a succinct way to do this in R and (better still) to store the result as a new field in the existing data frame?
Grateful for any advice.
Thanks.
A
r dataframe calculated-columns
add a comment |
I'm very new to R and I'm still quite close to the bottom of the very steep learning curve I think. So...
I have a data frame (imported from a .csv file). Contains a number of fields - let's call them Field1, Field2, Field3... Field 10.
The fields are numeric. For each row of data I'd like to calculate the average of the lowest 3 (say) numbers. In other words:
((smallest number) + (second smallest number) + (third smallest number))/3
Also there are some NAs in the data so I'd like the calculation to return NA if there aren't actually three numbers to avarage over (although perhaps R will do this naturally anyway).
Is there a succinct way to do this in R and (better still) to store the result as a new field in the existing data frame?
Grateful for any advice.
Thanks.
A
r dataframe calculated-columns
I'm very new to R and I'm still quite close to the bottom of the very steep learning curve I think. So...
I have a data frame (imported from a .csv file). Contains a number of fields - let's call them Field1, Field2, Field3... Field 10.
The fields are numeric. For each row of data I'd like to calculate the average of the lowest 3 (say) numbers. In other words:
((smallest number) + (second smallest number) + (third smallest number))/3
Also there are some NAs in the data so I'd like the calculation to return NA if there aren't actually three numbers to avarage over (although perhaps R will do this naturally anyway).
Is there a succinct way to do this in R and (better still) to store the result as a new field in the existing data frame?
Grateful for any advice.
Thanks.
A
r dataframe calculated-columns
r dataframe calculated-columns
edited Nov 19 '18 at 20:22
Daniel A. White
148k36293372
148k36293372
asked Nov 19 '18 at 20:21
AlanAlan
306
306
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2 Answers
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For each row of data I'd like to calculate the average of the lowest 3 (say) numbers.
I think this should achieve what you're asking:
data <- mtcars
data$low.mean <- apply(data, 1, function(x) mean(head(sort(x[!is.na(x)]), n = 3)))
add a comment |
data(mtcars)
avg3 <- sapply(mtcars, function(x) mean(head(sort(x[!is.na(x)]), 3)))
avg3
mtcars.avg3 <- rbind(mtcars, avg3)
mtcars.avg3
1
Maybe changesort(x[!is.na(x)] )[1:3])
tohead(sort(x[!is.na(x)]), 3)
for the case that removing the NAs gives less than 3 results.
– mickey
Nov 19 '18 at 20:47
Thanks @mickey, good point
– paoloeusebi
Nov 19 '18 at 21:02
add a comment |
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2 Answers
2
active
oldest
votes
2 Answers
2
active
oldest
votes
active
oldest
votes
active
oldest
votes
For each row of data I'd like to calculate the average of the lowest 3 (say) numbers.
I think this should achieve what you're asking:
data <- mtcars
data$low.mean <- apply(data, 1, function(x) mean(head(sort(x[!is.na(x)]), n = 3)))
add a comment |
For each row of data I'd like to calculate the average of the lowest 3 (say) numbers.
I think this should achieve what you're asking:
data <- mtcars
data$low.mean <- apply(data, 1, function(x) mean(head(sort(x[!is.na(x)]), n = 3)))
add a comment |
For each row of data I'd like to calculate the average of the lowest 3 (say) numbers.
I think this should achieve what you're asking:
data <- mtcars
data$low.mean <- apply(data, 1, function(x) mean(head(sort(x[!is.na(x)]), n = 3)))
For each row of data I'd like to calculate the average of the lowest 3 (say) numbers.
I think this should achieve what you're asking:
data <- mtcars
data$low.mean <- apply(data, 1, function(x) mean(head(sort(x[!is.na(x)]), n = 3)))
answered Nov 19 '18 at 20:47
alexjacksonalexjackson
221
221
add a comment |
add a comment |
data(mtcars)
avg3 <- sapply(mtcars, function(x) mean(head(sort(x[!is.na(x)]), 3)))
avg3
mtcars.avg3 <- rbind(mtcars, avg3)
mtcars.avg3
1
Maybe changesort(x[!is.na(x)] )[1:3])
tohead(sort(x[!is.na(x)]), 3)
for the case that removing the NAs gives less than 3 results.
– mickey
Nov 19 '18 at 20:47
Thanks @mickey, good point
– paoloeusebi
Nov 19 '18 at 21:02
add a comment |
data(mtcars)
avg3 <- sapply(mtcars, function(x) mean(head(sort(x[!is.na(x)]), 3)))
avg3
mtcars.avg3 <- rbind(mtcars, avg3)
mtcars.avg3
1
Maybe changesort(x[!is.na(x)] )[1:3])
tohead(sort(x[!is.na(x)]), 3)
for the case that removing the NAs gives less than 3 results.
– mickey
Nov 19 '18 at 20:47
Thanks @mickey, good point
– paoloeusebi
Nov 19 '18 at 21:02
add a comment |
data(mtcars)
avg3 <- sapply(mtcars, function(x) mean(head(sort(x[!is.na(x)]), 3)))
avg3
mtcars.avg3 <- rbind(mtcars, avg3)
mtcars.avg3
data(mtcars)
avg3 <- sapply(mtcars, function(x) mean(head(sort(x[!is.na(x)]), 3)))
avg3
mtcars.avg3 <- rbind(mtcars, avg3)
mtcars.avg3
edited Nov 19 '18 at 21:00
answered Nov 19 '18 at 20:36


paoloeusebipaoloeusebi
641413
641413
1
Maybe changesort(x[!is.na(x)] )[1:3])
tohead(sort(x[!is.na(x)]), 3)
for the case that removing the NAs gives less than 3 results.
– mickey
Nov 19 '18 at 20:47
Thanks @mickey, good point
– paoloeusebi
Nov 19 '18 at 21:02
add a comment |
1
Maybe changesort(x[!is.na(x)] )[1:3])
tohead(sort(x[!is.na(x)]), 3)
for the case that removing the NAs gives less than 3 results.
– mickey
Nov 19 '18 at 20:47
Thanks @mickey, good point
– paoloeusebi
Nov 19 '18 at 21:02
1
1
Maybe change
sort(x[!is.na(x)] )[1:3])
to head(sort(x[!is.na(x)]), 3)
for the case that removing the NAs gives less than 3 results.– mickey
Nov 19 '18 at 20:47
Maybe change
sort(x[!is.na(x)] )[1:3])
to head(sort(x[!is.na(x)]), 3)
for the case that removing the NAs gives less than 3 results.– mickey
Nov 19 '18 at 20:47
Thanks @mickey, good point
– paoloeusebi
Nov 19 '18 at 21:02
Thanks @mickey, good point
– paoloeusebi
Nov 19 '18 at 21:02
add a comment |
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