[R] How to rank matrix data by deciles?
vincent.deluard
vincent.deluard at trimtabs.com
Fri May 14 01:31:06 CEST 2010
Dear Phil,
You helped me with a request to rand matrix columns by deciles two weeks
ago.
This really un-blocked me on this project but I found a little bug.
As in before, my data is in a matrix:
> madebt[1:16,1:2]
X4.19.2010 X4.16.2010
[1,] 26.61197531 26.58950617
[2,] 5.72765432 5.73074074
[3,] 5.95839506 5.96222222
[4,] 5.64333333 5.64777778
[5,] 20.93814815 20.95728395
[6,] 0.00000000 0.00000000
[7,] 0.07000000 0.07000000
[8,] 12.87802469 12.86888889
[9,] 3.64407407 3.64543210
[10,] 0.05037037 0.05049383
[11,] 25.59024691 25.60888889
[12,] 3.47987654 3.53246914
[13,] 0.00000000 0.00000000
[14,] 31.39037037 31.39049383
[15,] 3.78296296 3.77641975
[16,] 13.17876543 13.19617284
The apply function will work for this sample of my data:
debtdeciles = apply(madebt[1:16,1:2],2,function(x)
cut(x,quantile(x,(0:10)/10,
na.rm=TRUE),label=FALSE,include.lowest=TRUE))
debtdeciles
X4.19.2010 X4.16.2010
[1,] 10 10
[2,] 6 6
[3,] 6 6
[4,] 5 5
[5,] 8 8
[6,] 1 1
[7,] 2 2
[8,] 7 7
[9,] 4 4
[10,] 2 2
[11,] 9 9
[12,] 3 3
[13,] 1 1
[14,] 10 10
[15,] 4 4
[16,] 8 8
However, it will fail for
> madebt[1:17,1:2]
X4.19.2010 X4.16.2010
[1,] 26.61197531 26.58950617
[2,] 5.72765432 5.73074074
[3,] 5.95839506 5.96222222
[4,] 5.64333333 5.64777778
[5,] 20.93814815 20.95728395
[6,] 0.00000000 0.00000000
[7,] 0.07000000 0.07000000
[8,] 12.87802469 12.86888889
[9,] 3.64407407 3.64543210
[10,] 0.05037037 0.05049383
[11,] 25.59024691 25.60888889
[12,] 3.47987654 3.53246914
[13,] 0.00000000 0.00000000
[14,] 31.39037037 31.39049383
[15,] 3.78296296 3.77641975
[16,] 13.17876543 13.19617284
[17,] 0.00000000 0.00000000
> debtdeciles = apply(madebt[1:17,1:2],2,function(x)
+ cut(x,quantile(x,(0:10)/10,
na.rm=TRUE),label=FALSE,include.lowest=TRUE))
Error in cut.default(x, quantile(x, (0:10)/10, na.rm = TRUE), label = FALSE,
:
'breaks' are not unique
My guess is that we now have 3 "zeros" in each column. For each decile, we
cannot have more than 2 elements (total of 17 numbers in each column) and I
believe R cannot determine where to put the third "zero". Do you have any
solution for this problem?
Many thanks,
--
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