Classifier MLP Testing run Patterns file: h7_u.pat; using all 12092 patterns Final pattern-wts: set all equal,  no files read Error function: sum of squares Reg. factor: 1.000e-03 Activation fns. on hidden, output nodes: sinusoid, sinusoid Nos. of input, hidden, output nodes: 128, 128, 26 Network weights: from file trn_6.wts Long outfile not made oklvl 0.00 # Highest two outputs (mean) 0.856 0.143; mean diff 0.712   key  name    A   A    B   B    C   C    D   D    E   E    F   F    G   G    H   H    I   I    J   J    K   K    L   L    M   M    N   N    O   O    P   P    Q   Q    R   R    S   S    T   T    U   U    V   V    W   W    X   X    Y   Y    Z   Z #  key:      A   B   C   D   E   F   G   H   I   J   K   L   M   N   O   P   Q   R   S   T   U   V   W   X   Y   Z #  row: correct, column: actual #       A: 435   0   0   1   0   0   0   2   1   0   3   0   2   0   0   0   1   2   0   0   1   1   0   0   0   0 #       B:   5 414   0   2   2   0   0   0   2   2   0   0   0   0   1   1   0   5   1   0   1   0   0   0   0   3 #       C:   0   3 502   0   3   0   2   0   0   0   0   8   0   0   3   3   0   1   0   0   0   0   0   0   0   0 #       D:   1   4   0 431   0   0   0   0   4   2   0   0   1   0  15   2   1   1   0   0   1   1   1   1   0   0 #       E:   0   3   2   0 368   0   3   0   7   0   1   1   0   0   0   0   0   3   1   0   0   0   0   0   0   1 #       F:   0   0   0   0   1 412   0   1   1   0   0   1   0   0   0   7   0   0   0   4   0   1   0   0   0   0 #       G:   3   6   7   0   0   0 398   0   1   0   0   0   0   0   0   0   9   0   0   0   1   0   0   0   0   0 #       H:   5   0   0   0   0   1   0 390   1   0   2   0   7   9   0   0   0   0   0   0   2   0   3   0   1   0 #       I:   0   0   0   0   1   2   0   0 712   8   0   1   0   0   0   2   0   2   7   0   0   0   0   2   0   3 #       J:   0   0   0   2   1   0   0   0   6 408   0   0   0   0   0   0   0   0   5   4   2   0   0   1   0   0 #       K:   1   0   0   0   0   0   0   3   1   0 383   4   4   0   0   0   0   4   0   0   2   0   1   8   0   0 #       L:   0   0   4   0   0   0   1   0   4   0   2 478   0   0   0   2   0   1   0   0   1   0   0   4   0   3 #       M:   9   0   0   0   0   0   0   9   1   0   1   0 412   8   0   0   2   2   0   1   1   0   2   1   1   0 #       N:   6   2   0   5   0   0   0   9   1   0   0   0   7 429   0   0   0   1   0   0   2   1   5   1   2   0 #       O:   0   3   1  16   0   1   0   0   4   0   0   0   0   0 443   0   1   0   0   0   2   1   0   0   0   0 #       P:   1   1   1   1   0   1   0   0   4   0   0   0   1   0   1 444   2   0   0   4   0   0   0   0   4   0 #       Q:   2   3   0   2   0   0   2   0   1   0   0   0   0   1   8   4 422   2   1   0   0   0   1   0   1   0 #       R:   8   4   1   1   1   0   0   0   1   0   8   2   1   1   0   2   4 410   0   0   1   0   0   3   1   3 #       S:   0   3   1   0   0   1   1   0   5   7   0   0   0   0   0   0   0   0 446   1   0   0   0   1   0   1 #       T:   0   0   0   0   0   0   0   0   0   0   0   0   1   0   0   0   0   0   0 452   0   0   0   0   4   0 #       U:   0   0   0   1   0   0   0   3   4   1   2   1   5   2   1   0   1   0   0   0 438   5   3   3   0   2 #       V:   0   0   0   0   0   0   0   0   2   2   0   0   0   2   0   0   0   0   0   0  13 464   1   0   8   0 #       W:   0   0   1   0   0   0   0   3   0   1   0   0   1  15   0   0   1   0   0   0   2   8 435   0   0   0 #       X:   0   0   0   0   1   1   0   0   7   0   4   0   0   0   0   0   0   2   0   1   0   1   1 448   3   2 #       Y:   0   0   0   0   0   0   0   0   1   0   1   0   1   0   0   0   0   0   0   1   3  17   0   0 405   0 #       Z:   2   1   0   0   5   1   0   0   4   0   0   3   0   0   0   2   0   0   0   1   0   0   0   1   0 434 #  unknown #    *    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0 percent of true IDs correctly identified (rows)          97  94  96  92  94  96  94  93  96  95  93  96  92  91  94  95  94  91  96  99  93  94  93  95  94  96percent of predicted IDs correctly identified (cols)          91  93  97  93  96  98  98  93  92  95  94  96  93  92  94  95  95  94  97  96  93  93  96  95  94  96 #  mean highest activation level #  row: correct, column: actual #  key:      A   B   C   D   E   F   G   H   I   J   K   L   M   N   O   P   Q   R   S   T   U   V   W   X   Y   Z #       A:  87   0   0  33   0   0   0  47  25   0  36   0  55   0   0   0  65  51   0   0  53  29   0   0   0   0 #       B:  41  86   0  65  31   0   0   0  31  34   0   0   0   0  48  32   0  52  30   0  42   0   0   0   0  23 #       C:   0  51  91   0  26   0  47   0   0   0   0  60   0   0  49  67   0  43   0   0   0   0   0   0   0   0 #       D:  53  33   0  86   0   0   0   0  45  19   0   0  34   0  62  65  28  41   0   0  38  30  31  18   0   0 #       E:   0  50  70   0  89   0  79   0  49   0  40  63   0   0   0   0   0  23  34   0   0   0   0   0   0  42 #       F:   0   0   0   0  46  91   0  43  43   0   0  27   0   0   0  61   0   0   0  43   0  22   0   0   0   0 #       G:  34  52  49   0   0   0  88   0  36   0   0   0   0   0   0   0  49   0   0   0  44   0   0   0   0   0 #       H:  49   0   0   0   0  19   0  82  37   0  37   0  40  45   0   0   0   0   0   0  28   0  38   0  41   0 #       I:   0   0   0   0  29  41   0   0  90  47   0  70   0   0   0  33   0  40  41   0   0   0   0  42   0  51 #       J:   0   0   0  47  24   0   0   0  52  88   0   0   0   0   0   0   0   0  41  73  46   0   0  26   0   0 #       K:  51   0   0   0   0   0   0  29  66   0  84  57  57   0   0   0   0  42   0   0  57   0  37  44   0   0 #       L:   0   0  62   0   0   0  65   0  62   0  48  93   0   0   0  34   0  55   0   0  29   0   0  42   0  44 #       M:  50   0   0   0   0   0   0  60  51   0  74   0  85  51   0   0  37  68   0  20  50   0  74  33  23   0 #       N:  32  19   0  41   0   0   0  33  45   0   0   0  41  83   0   0   0  23   0   0  44  35  47  35  42   0 #       O:   0  40  25  53   0  42   0   0  57   0   0   0   0   0  89   0  43   0   0   0  47  12   0   0   0   0 #       P:  27  35  54  32   0  56   0   0  67   0   0   0  49   0  17  90  35   0   0  56   0   0   0   0  47   0 #       Q:  42  36   0  52   0   0  33   0  31   0   0   0   0  41  55  68  86  35  26   0   0   0  36   0  50   0 #       R:  39  38  99  34  25   0   0   0  35   0  37  45  45  36   0  34  53  84   0   0  11   0   0  45  29  38 #       S:   0  44  52   0   0  29  49   0  45  45   0   0   0   0   0   0   0   0  90  38   0   0   0  29   0  15 #       T:   0   0   0   0   0   0   0   0   0   0   0   0  64   0   0   0   0   0   0  93   0   0   0   0  52   0 #       U:   0   0   0  17   0   0   0  34  36  19  35  40  46  32  47   0  33   0   0   0  84  60  32  54   0  36 #       V:   0   0   0   0   0   0   0   0  59  48   0   0   0  36   0   0   0   0   0   0  65  88  42   0  61   0 #       W:   0   0  27   0   0   0   0  28   0  26   0   0  36  57   0   0  54   0   0   0  52  55  88   0   0   0 #       X:   0   0   0   0  29  36   0   0  53   0  37   0   0   0   0   0   0  51   0  23   0  67  43  88  45  61 #       Y:   0   0   0   0   0   0   0   0  22   0  43   0  13   0   0   0   0   0   0  26  46  53   0   0  88   0 #       Z:  54  74   0   0  57  46   0   0  60   0   0  37   0   0   0  34   0   0   0  47   0   0   0  54   0  90 #  unknown #    *    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0 Histogram of errors, from 2^(-10) to 1  54238  21788  29335  38779  46447  48606  39734  22104   8579   3307   1475   17.3    6.9    9.3   12.3   14.8   15.5   12.6    7.0    2.7    1.1    0.5%      Iter   Err (   Ep    Ew)     OK    UNK     NG      OK   UNK    NG        0 0.074 (0.073 0.153)  11413      0    679 =  94.4   0.0   5.6 %  90.7   97 94 96 92 94 96 94 93 96 95 93 96 92 91 94 95 94 91 96 99 93 94 93 95 94 96          thresh     right   unknown     wrong   correct  rejected 1ts    0.000000     11413         0       679     94.38      0.00 2ts    0.050000     11413         0       679     94.38      0.00 3ts    0.100000     11413         1       678     94.39      0.01 4ts    0.150000     11413        10       669     94.46      0.08 5ts    0.200000     11401        50       641     94.68      0.41 6ts    0.250000     11386       101       605     94.95      0.84 7ts    0.300000     11362       184       546     95.41      1.52 8ts    0.350000     11294       316       482     95.91      2.61 9ts    0.400000     11200       478       414     96.44      3.9510ts    0.450000     11090       662       340     97.03      5.4711ts    0.500000     10917       909       266     97.62      7.5212ts    0.525000     10832      1020       240     97.83      8.4413ts    0.550000     10741      1138       213     98.06      9.4114ts    0.575000     10638      1259       195     98.20     10.4115ts    0.600000     10498      1422       172     98.39     11.7616ts    0.625000     10363      1582       147     98.60     13.0817ts    0.650000     10217      1761       114     98.90     14.5618ts    0.675000     10023      1973        96     99.05     16.3219ts    0.700000      9843      2175        74     99.25     17.9920ts    0.725000      9638      2394        60     99.38     19.8021ts    0.750000      9414      2630        48     99.49     21.7522ts    0.775000      9169      2887        36     99.61     23.8823ts    0.800000      8879      3182        31     99.65     26.3124ts    0.810000      8749      3313        30     99.66     27.4025ts    0.820000      8625      3440        27     99.69     28.4526ts    0.830000      8503      3563        26     99.70     29.4727ts    0.840000      8380      3688        24     99.71     30.5028ts    0.850000      8215      3856        21     99.75     31.8929ts    0.860000      8071      4002        19     99.77     33.1030ts    0.870000      7889      4184        19     99.76     34.6031ts    0.880000      7703      4371        18     99.77     36.1532ts    0.890000      7495      4581        16     99.79     37.8833ts    0.900000      7270      4810        12     99.84     39.7834ts    0.905000      7158      4922        12     99.83     40.7035ts    0.910000      7012      5070        10     99.86     41.9336ts    0.915000      6878      5205         9     99.87     43.0437ts    0.920000      6725      5358         9     99.87     44.3138ts    0.925000      6567      5516         9     99.86     45.6239ts    0.930000      6396      5687         9     99.86     47.0340ts    0.935000      6232      5852         8     99.87     48.4041ts    0.940000      6054      6030         8     99.87     49.8742ts    0.945000      5842      6242         8     99.86     51.6243ts    0.950000      5640      6445         7     99.88     53.3044ts    0.955000      5421      6665         6     99.89     55.1245ts    0.960000      5172      6914         6     99.88     57.1846ts    0.965000      4875      7211         6     99.88     59.6347ts    0.970000      4580      7506         6     99.87     62.0748ts    0.975000      4222      7864         6     99.86     65.0349ts    0.980000      3825      8261         6     99.84     68.3250ts    0.985000      3380      8708         4     99.88     72.0151ts    0.990000      2785      9303         4     99.86     76.9452ts    0.995000      2008     10082         2     99.90     83.38 User+system time used:  15.8 (s)  0:00:15.8 (h:m:s)