Mean correlation of selected features, all classes    NaN
Mean square correlation    NaN mean abs correlation    NaN
Numerical Recipes run-time error...
Singular matrix in routine LUDCMP
...now exiting to system...
Features sorted by V-value:
  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
MODSEPCOR selected features:
  0 -1 -1 -1 -1 -1 -1
------------------------  7 features selected ----------------------
 -1 -1 -1 -1 -1 -1  0
-------------------------------------------------------------------
Mean correlation of selected features, all classes    NaN
Mean square correlation    NaN mean abs correlation    NaN
Numerical Recipes run-time error...
Singular matrix in routine LUDCMP
...now exiting to system...
Features sorted by V-value:
  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
MODSEPCOR selected features:
  0 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1
------------------------ 14 features selected ----------------------
 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1  0
-------------------------------------------------------------------
Mean correlation of selected features, all classes    NaN
Mean square correlation    NaN mean abs correlation    NaN
Numerical Recipes run-time error...
Singular matrix in routine LUDCMP
...now exiting to system...
Features sorted by V-value:
  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
MODSEPCOR selected features:
  0 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1
------------------------ 21 features selected ----------------------
 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1  0
-------------------------------------------------------------------
Mean correlation of selected features, all classes    NaN
Mean square correlation    NaN mean abs correlation    NaN
Numerical Recipes run-time error...
Singular matrix in routine LUDCMP
...now exiting to system...
Features sorted by V-value:
  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
MODSEPCOR selected features:
  0 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1
------------------------ 28 features selected ----------------------
 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1  0
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0042
Mean square correlation 0.0485 mean abs correlation 0.1705
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2  4 15 13 11  3 23 26 17 25 20 21 18 12 10 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2
------------------------  7 features selected ----------------------
  1  2  4 10 11 13 17
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0063
Mean square correlation 0.0609 mean abs correlation 0.1890
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2  4 15 13 11  3 23 26 17 25 20 21 18 12 10 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22  9 20
------------------------ 14 features selected ----------------------
  1  2  4  6  9 10 11 13 17 19 20 21 22 24
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0117
Mean square correlation 0.0648 mean abs correlation 0.1923
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2  4 15 13 11  3 23 26 17 25 20 21 18 12 10 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22  9 20 23 16 25 12  5 15 29
------------------------ 21 features selected ----------------------
  1  2  4  5  6  9 10 11 12 13 15 16 17 19 20 21 22 23 24 25 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0219
Mean square correlation 0.0712 mean abs correlation 0.1970
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2  4 15 13 11  3 23 26 17 25 20 21 18 12 10 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22  9 20 23 16 25 12  5 15 29 28 18  8 14 26  3 27
------------------------ 28 features selected ----------------------
  1  2  3  4  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0042
Mean square correlation 0.0512 mean abs correlation 0.1760
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2
------------------------  7 features selected ----------------------
  1  2  4 10 11 13 17
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0042
Mean square correlation 0.0512 mean abs correlation 0.1760
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2
------------------------  7 features selected ----------------------
  1  2  4 10 11 13 17
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0045
Mean square correlation 0.0640 mean abs correlation 0.1957
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22 20  9
------------------------ 14 features selected ----------------------
  1  2  4  6  9 10 11 13 17 19 20 21 22 24
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0045
Mean square correlation 0.0640 mean abs correlation 0.1957
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22 20  9
------------------------ 14 features selected ----------------------
  1  2  4  6  9 10 11 13 17 19 20 21 22 24
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0042
Mean square correlation 0.0512 mean abs correlation 0.1760
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2
------------------------  7 features selected ----------------------
  1  2  4 10 11 13 17
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0042
Mean square correlation 0.0502 mean abs correlation 0.1737
Features sorted by V-value:
  1  0  7 27  6  9 28  5  2  4 15 11 13  3 23 26 17 25 21 20 12 10 18 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2
------------------------  7 features selected ----------------------
  1  2  4 10 11 13 17
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0045
Mean square correlation 0.0640 mean abs correlation 0.1957
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22 20  9
------------------------ 14 features selected ----------------------
  1  2  4  6  9 10 11 13 17 19 20 21 22 24
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0082
Mean square correlation 0.0624 mean abs correlation 0.1913
Features sorted by V-value:
  1  0  7 27  6  9 28  5  2  4 15 11 13  3 23 26 17 25 21 20 12 10 18 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 21 22 19 24  9 20
------------------------ 14 features selected ----------------------
  1  2  4  6  9 10 11 13 17 19 20 21 22 24
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0107
Mean square correlation 0.0676 mean abs correlation 0.1982
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22 20  9 23 16 25 29  5 12 15
------------------------ 21 features selected ----------------------
  1  2  4  5  6  9 10 11 12 13 15 16 17 19 20 21 22 23 24 25 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0128
Mean square correlation 0.0664 mean abs correlation 0.1955
Features sorted by V-value:
  1  0  7 27  6  9 28  5  2  4 15 11 13  3 23 26 17 25 21 20 12 10 18 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 21 22 19 24  9 20 23 16 12 25  5 15 29
------------------------ 21 features selected ----------------------
  1  2  4  5  6  9 10 11 12 13 15 16 17 19 20 21 22 23 24 25 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0204
Mean square correlation 0.0747 mean abs correlation 0.2045
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22 20  9 23 16 25 29  5 12 15 28 18  8 14 26  3 27
------------------------ 28 features selected ----------------------
  1  2  3  4  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0235
Mean square correlation 0.0720 mean abs correlation 0.1988
Features sorted by V-value:
  1  0  7 27  6  9 28  5  2  4 15 11 13  3 23 26 17 25 21 20 12 10 18 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 21 22 19 24  9 20 23 16 12 25  5 15 29 28 18 14  8 26  3 27
------------------------ 28 features selected ----------------------
  1  2  3  4  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0042
Mean square correlation 0.0485 mean abs correlation 0.1705
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2  4 15 13 11  3 23 26 17 25 20 21 18 12 10 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2
------------------------  7 features selected ----------------------
  1  2  4 10 11 13 17
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0063
Mean square correlation 0.0609 mean abs correlation 0.1890
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2  4 15 13 11  3 23 26 17 25 20 21 18 12 10 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22  9 20
------------------------ 14 features selected ----------------------
  1  2  4  6  9 10 11 13 17 19 20 21 22 24
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0117
Mean square correlation 0.0648 mean abs correlation 0.1923
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2  4 15 13 11  3 23 26 17 25 20 21 18 12 10 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22  9 20 23 16 25 12  5 15 29
------------------------ 21 features selected ----------------------
  1  2  4  5  6  9 10 11 12 13 15 16 17 19 20 21 22 23 24 25 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0042
Mean square correlation 0.0512 mean abs correlation 0.1760
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2
------------------------  7 features selected ----------------------
  1  2  4 10 11 13 17
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0042
Mean square correlation 0.0502 mean abs correlation 0.1737
Features sorted by V-value:
  1  0  7 27  6  9 28  5  2  4 15 11 13  3 23 26 17 25 21 20 12 10 18 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2
------------------------  7 features selected ----------------------
  1  2  4 10 11 13 17
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0045
Mean square correlation 0.0640 mean abs correlation 0.1957
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22 20  9
------------------------ 14 features selected ----------------------
  1  2  4  6  9 10 11 13 17 19 20 21 22 24
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0082
Mean square correlation 0.0624 mean abs correlation 0.1913
Features sorted by V-value:
  1  0  7 27  6  9 28  5  2  4 15 11 13  3 23 26 17 25 21 20 12 10 18 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 21 22 19 24  9 20
------------------------ 14 features selected ----------------------
  1  2  4  6  9 10 11 13 17 19 20 21 22 24
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0107
Mean square correlation 0.0676 mean abs correlation 0.1982
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22 20  9 23 16 25 29  5 12 15
------------------------ 21 features selected ----------------------
  1  2  4  5  6  9 10 11 12 13 15 16 17 19 20 21 22 23 24 25 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0128
Mean square correlation 0.0664 mean abs correlation 0.1955
Features sorted by V-value:
  1  0  7 27  6  9 28  5  2  4 15 11 13  3 23 26 17 25 21 20 12 10 18 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 21 22 19 24  9 20 23 16 12 25  5 15 29
------------------------ 21 features selected ----------------------
  1  2  4  5  6  9 10 11 12 13 15 16 17 19 20 21 22 23 24 25 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0204
Mean square correlation 0.0747 mean abs correlation 0.2045
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2 15  4 13 11 23  3 17 26 25 20 21 18 12 29 10 22 19  8 24 14 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 24 21 19 22 20  9 23 16 25 29  5 12 15 28 18  8 14 26  3 27
------------------------ 28 features selected ----------------------
  1  2  3  4  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0235
Mean square correlation 0.0720 mean abs correlation 0.1988
Features sorted by V-value:
  1  0  7 27  6  9 28  5  2  4 15 11 13  3 23 26 17 25 21 20 12 10 18 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  2  6 21 22 19 24  9 20 23 16 12 25  5 15 29 28 18 14  8 26  3 27
------------------------ 28 features selected ----------------------
  1  2  3  4  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0147
Mean square correlation 0.0527 mean abs correlation 0.1757
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2  4 15 13 11 23  3 26 17 25 20 21 18 12 10 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  6
------------------------  7 features selected ----------------------
  1  4  6 10 11 13 17
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0066
Mean square correlation 0.0586 mean abs correlation 0.1839
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2  4 15 13 11 23  3 26 17 25 20 21 18 12 10 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  6 21 24 19 22 20  9  2
------------------------ 14 features selected ----------------------
  1  2  4  6  9 10 11 13 17 19 20 21 22 24
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0120
Mean square correlation 0.0627 mean abs correlation 0.1876
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2  4 15 13 11 23  3 26 17 25 20 21 18 12 10 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  6 21 24 19 22 20  9  2 23 16 12 25  5 29 15
------------------------ 21 features selected ----------------------
  1  2  4  5  6  9 10 11 12 13 15 16 17 19 20 21 22 23 24 25 29
-------------------------------------------------------------------
Mean correlation of selected features, all classes 0.0216
Mean square correlation 0.0686 mean abs correlation 0.1918
Features sorted by V-value:
  1  0 27  7  6  9 28  5  2  4 15 13 11 23  3 26 17 25 20 21 18 12 10 29 22 19  8 14 24 16
MODSEPCOR selected features:
  1 17 11 13 10  4  6 21 24 19 22 20  9  2 23 16 12 25  5 29 15 28  8 18 14 26  3 27
------------------------ 28 features selected ----------------------
  1  2  3  4  5  6  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
-------------------------------------------------------------------
