 

 The total number of lines in the test.dat file is    4  84 380 test.dat 


	 NOTE: The number  should be integer and should be equal   

 number of lines in 'test.dat' file. The model uses this data 

 for predictions. 



 No. of DATA : 4

 No. Of Data :  4
 41 21
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	14	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	10	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	10	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	8	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	8	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	11	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	10	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	9	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	8	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	14	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	13	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	11	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	12	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	9	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	8	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	12	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	9	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	13	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	10	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	15	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	11	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	13	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	12	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	12	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	11	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	7	8	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	16	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	11	12	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	14	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	8	9	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	16	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	15	16	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	7	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	10	11	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	12	13	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	7	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	9	10	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	14	15	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	14	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	6	7	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
Reading in specs from spec.t1 
Number of regularisers: 23
Number in each class:
13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	13	14	
Check spec read OK: this should say LAST_STRING: LAST_STRING
Have Read in specifications
reading in matrix from norm_test.in
matrix in
reading in matrix from d/outran.x
matrix in
outputs will be written to _out
with error bars
reading in matrix
lu matrix in
outputs/targets will be written to _ot
residuals will be written to _res
sensitivities will be written to _sen
       0.0614111       0.0141539       0.0472573       0.0755650
      -0.0107999       0.0127237      -0.0235235       0.0019238
      -0.1240403       0.0117132      -0.1357535      -0.1123272
      -0.4230590       0.0199987      -0.4430578      -0.4030603
[H[2J   Predicted     Error   Predicted-Error   Predicted+Error
    651.6881685     12.8751093    638.8131502    664.5632778
    586.0013602     11.5741264    574.4273247    597.5754866
    482.9921171     10.6549241    472.3371930    493.6469502
    210.9894576     18.1918375    192.7975292    229.1812950
