r - in matrices with NAs, finding second highest value in a row -
how find second highest value in rows of matrix. matrix has na values. looking highest values poses no problems looking second highest returns error.
new_class <- max.col(memb)### first highest value n<- length(memb[i,k]) sort(memb,partial=n-1)[n-1] error in sort.int(x, na.last = na.last, decreasing = decreasing, ...) : index 27334 outside bounds
and how find column second highest value
try this:
# create amatrix na values <- runif(n=30) a[sample(30,10)] <- na memb <- matrix(a, ncol=3) memb [,1] [,2] [,3] [1,] 0.8534791 0.4881141 0.99065285 [2,] 0.7340371 0.7439187 0.13665397 [3,] 0.3355996 na 0.24051520 [4,] na 0.6561470 0.15877743 [5,] na 0.3649768 0.84415732 [6,] na na na [7,] na 0.1018859 0.75347257 [8,] 0.3918607 na 0.04462168 [9,] 0.4653950 0.4043837 0.75119324 [10,] na na 0.54516193 # find second highest value (while omitting na values) apply(memb, 1, function(x){sort(na.omit(x), decreasing=f)[2]}) [1] 0.85347909 0.73403712 0.24051520 0.15877743 0.36497678 na 0.10188592 [8] 0.04462168 0.46539497 na
to find position (column) of second highest value, use order
(as suggested brodieg)
apply(memb, 1, function(x){order(na.omit(x), decreasing=t)[2]}) [1] 1 1 2 2 1 na 1 2 1 na
note if there 1 non-na value in row, returns na
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