R - Loop in matrix
Question
I have two variables, the first is 1D flow vector containing 230 data and the second is 2D temperature matrix (230*44219).
I am trying to find the correlation matrix between each flow value and corresponding 44219 temperature. This is my code below.
Houlgrave_flow_1981_2000 = window(Houlgrave_flow_average, start = as.Date("1981-11-15"),end = as.Date("2000-12-15"))
> str(Houlgrave_flow_1981_2000)
‘zoo’ series from 1981-11-15 to 2000-12-15
Data: num [1:230] 0.085689 0.021437 0.000705 0 0.006969 ...
Index: Date[1:230], format: "1981-11-15" "1981-12-15" "1982-01-15" "1982-02-15" ...
Hulgrave_SST_1981_2000=X_sst[1:230,]
> str(Hulgrave_SST_1981_2000)
num [1:230, 1:44219] -0.0733 0.432 0.2783 -0.1989 0.1028 ...
sf_Houlgrave_SF_SST = NULL
sst_Houlgrave_SF_SST = NULL
cor_Houlgrave_SF_SST = NULL
for (i in 1:230) {
for(j in 1:44219){
sf_Houlgrave_SF_SST[i] = Houlgrave_flow_1981_2000[i]
sst_Houlgrave_SF_SST[i,j] = Hulgrave_SST_1981_2000[i,j]
cor_Houlgrave_SF_SST[i,j] = cor(sf_Houlgrave_SF_SST[i],Hulgrave_SST_1981_2000[i,j])
}
}
The error message always says:
Error in sst_Houlgrave_SF_SST[i, j] = Hulgrave_SST_1981_2000[i, j] :
incorrect number of subscripts on matrix
Thank you for your help.
Solution
try this:
# prepare empty matrix of correct size
cor_Houlgrave_SF_SST <- matrix(nrow=dim(Hulgrave_SST_1981_2000)[1],
ncol=dim(Hulgrave_SST_1981_2000)[2])
# Good practice to not specify "230" or "44219" directly, instead
for (i in 1:dim(Hulgrave_SST_1981_2000)[1]) {
for(j in 1:dim(Hulgrave_SST_1981_2000)[2]){
cor_Houlgrave_SF_SST[i,j] <- cor(sf_Houlgrave_SF_SST[i],Hulgrave_SST_1981_2000[i,j])
}
}
The two redefinitions inside your loop were superfluous I believe. The main problem with your code was not defining the matrix - i.e. the cor variable did not have 2 dimensions, hence the error. It is apparently also good practice to define empty matrices for results in for-loops by explicitly giving them correct dimensions in advance - is meant to make the code more efficient.
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