Results of Friday/Today here

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train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch #    10 | TSS Error: 12.9263 | Correct: 0.4844 | RMS Error: 0.4494
   Epoch #    10, Layer = 'output'     | Units: 0.4844 | Patterns: 0.0000
Epoch #    20 | TSS Error: 10.9700 | Correct: 0.6719 | RMS Error: 0.4140
   Epoch #    20, Layer = 'output'     | Units: 0.6719 | Patterns: 0.1250
Epoch #    30 | TSS Error: 3.7974 | Correct: 0.7031 | RMS Error: 0.2436
   Epoch #    30, Layer = 'output'     | Units: 0.7031 | Patterns: 0.3125
----------------------------------------------------
Final #    34 | TSS Error: 0.3281 | Correct: 1.0000 | RMS Error: 0.0716
   Final #    34, Layer = 'output'     | Units: 1.0000 | Patterns: 1.0000
----------------------------------------------------
>>> test()
Variations	0	1	2	3	4	5	6	7	8	9	
Shape 0		0 	0 	0 	0 	0 	0 	0 	0 	0 	0 	
Shape 1		1 	1 	1 	1 	1 	1 	3 X 	1 	1 	3 X 	
Shape 2		2 	2 	2 	2 	0 X 	2 	2 	2 	2 	0 X 	
Shape 3		3 	3 	3 	3 	3 	3 	3 	3 	3 	3 	
# wrong: 4
>>> 
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch #    10 | TSS Error: 14.5339 | Correct: 0.4875 | RMS Error: 0.4262
   Epoch #    10, Layer = 'output'     | Units: 0.4875 | Patterns: 0.0000
Epoch #    20 | TSS Error: 11.4693 | Correct: 0.6125 | RMS Error: 0.3786
   Epoch #    20, Layer = 'output'     | Units: 0.6125 | Patterns: 0.1000
Epoch #    30 | TSS Error: 7.8712 | Correct: 0.7375 | RMS Error: 0.3137
   Epoch #    30, Layer = 'output'     | Units: 0.7375 | Patterns: 0.5000
Epoch #    40 | TSS Error: 2.8352 | Correct: 0.8500 | RMS Error: 0.1883
   Epoch #    40, Layer = 'output'     | Units: 0.8500 | Patterns: 0.6500
Epoch #    50 | TSS Error: 4.8524 | Correct: 0.8500 | RMS Error: 0.2463
   Epoch #    50, Layer = 'output'     | Units: 0.8500 | Patterns: 0.6500
----------------------------------------------------
Final #    55 | TSS Error: 0.2656 | Correct: 1.0000 | RMS Error: 0.0576
   Final #    55, Layer = 'output'     | Units: 1.0000 | Patterns: 1.0000
----------------------------------------------------
>>> test()
Variations	0	1	2	3	4	5	6	7	8	9	
Shape 0		0 	0 	0 	0 	0 	0 	0 	0 	0 	0 	
Shape 1		1 	1 	1 	1 	1 	1 	3 X 	1 	1 	3 X 	
Shape 2		2 	2 	2 	2 	2 	2 	2 	2 	2 	2 	
Shape 3		3 	3 	3 	3 	3 	3 	3 	3 	3 	3 	
# wrong: 2
>>> 
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch #    10 | TSS Error: 15.3098 | Correct: 0.4625 | RMS Error: 0.4375
   Epoch #    10, Layer = 'output'     | Units: 0.4625 | Patterns: 0.0000
Epoch #    20 | TSS Error: 13.1961 | Correct: 0.5750 | RMS Error: 0.4061
   Epoch #    20, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #    30 | TSS Error: 7.3859 | Correct: 0.6250 | RMS Error: 0.3038
   Epoch #    30, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #    40 | TSS Error: 6.7433 | Correct: 0.7500 | RMS Error: 0.2903
   Epoch #    40, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #    50 | TSS Error: 6.1331 | Correct: 0.7500 | RMS Error: 0.2769
   Epoch #    50, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #    60 | TSS Error: 7.3509 | Correct: 0.7500 | RMS Error: 0.3031
   Epoch #    60, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #    70 | TSS Error: 5.6486 | Correct: 0.7500 | RMS Error: 0.2657
   Epoch #    70, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #    80 | TSS Error: 7.4405 | Correct: 0.8000 | RMS Error: 0.3050
   Epoch #    80, Layer = 'output'     | Units: 0.8000 | Patterns: 0.6000
Epoch #    90 | TSS Error: 7.3470 | Correct: 0.7500 | RMS Error: 0.3030
   Epoch #    90, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   100 | TSS Error: 5.8236 | Correct: 0.7500 | RMS Error: 0.2698
   Epoch #   100, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   110 | TSS Error: 7.6145 | Correct: 0.7125 | RMS Error: 0.3085
   Epoch #   110, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #   120 | TSS Error: 5.4362 | Correct: 0.7500 | RMS Error: 0.2607
   Epoch #   120, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   130 | TSS Error: 5.5353 | Correct: 0.7500 | RMS Error: 0.2630
   Epoch #   130, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   140 | TSS Error: 6.3676 | Correct: 0.7500 | RMS Error: 0.2821
   Epoch #   140, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   150 | TSS Error: 5.8403 | Correct: 0.7500 | RMS Error: 0.2702
   Epoch #   150, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   160 | TSS Error: 5.9939 | Correct: 0.7500 | RMS Error: 0.2737
   Epoch #   160, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   170 | TSS Error: 6.2367 | Correct: 0.7500 | RMS Error: 0.2792
   Epoch #   170, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   180 | TSS Error: 5.5107 | Correct: 0.7500 | RMS Error: 0.2625
   Epoch #   180, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   190 | TSS Error: 5.2849 | Correct: 0.7500 | RMS Error: 0.2570
   Epoch #   190, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   200 | TSS Error: 5.4707 | Correct: 0.7500 | RMS Error: 0.2615
   Epoch #   200, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   210 | TSS Error: 5.9335 | Correct: 0.7500 | RMS Error: 0.2723
   Epoch #   210, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   220 | TSS Error: 6.8237 | Correct: 0.7500 | RMS Error: 0.2921
   Epoch #   220, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   230 | TSS Error: 7.9179 | Correct: 0.7500 | RMS Error: 0.3146
   Epoch #   230, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   240 | TSS Error: 5.8638 | Correct: 0.7500 | RMS Error: 0.2707
   Epoch #   240, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   250 | TSS Error: 5.6888 | Correct: 0.7500 | RMS Error: 0.2667
   Epoch #   250, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   260 | TSS Error: 6.4877 | Correct: 0.7500 | RMS Error: 0.2848
   Epoch #   260, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   270 | TSS Error: 5.6788 | Correct: 0.7500 | RMS Error: 0.2664
   Epoch #   270, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   280 | TSS Error: 6.6406 | Correct: 0.7500 | RMS Error: 0.2881
   Epoch #   280, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   290 | TSS Error: 5.8235 | Correct: 0.7500 | RMS Error: 0.2698
   Epoch #   290, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   300 | TSS Error: 7.2286 | Correct: 0.8250 | RMS Error: 0.3006
   Epoch #   300, Layer = 'output'     | Units: 0.8250 | Patterns: 0.6500
Epoch #   310 | TSS Error: 5.4359 | Correct: 0.7500 | RMS Error: 0.2607
   Epoch #   310, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   320 | TSS Error: 5.7062 | Correct: 0.7500 | RMS Error: 0.2671
   Epoch #   320, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   330 | TSS Error: 7.6986 | Correct: 0.7250 | RMS Error: 0.3102
   Epoch #   330, Layer = 'output'     | Units: 0.7250 | Patterns: 0.4500
Epoch #   340 | TSS Error: 5.9741 | Correct: 0.7500 | RMS Error: 0.2733
   Epoch #   340, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   350 | TSS Error: 6.6827 | Correct: 0.7500 | RMS Error: 0.2890
   Epoch #   350, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   360 | TSS Error: 5.2461 | Correct: 0.7500 | RMS Error: 0.2561
   Epoch #   360, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   370 | TSS Error: 6.3381 | Correct: 0.7500 | RMS Error: 0.2815
   Epoch #   370, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   380 | TSS Error: 5.7707 | Correct: 0.7500 | RMS Error: 0.2686
   Epoch #   380, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   390 | TSS Error: 7.8847 | Correct: 0.7750 | RMS Error: 0.3139
   Epoch #   390, Layer = 'output'     | Units: 0.7750 | Patterns: 0.5500
Epoch #   400 | TSS Error: 6.4422 | Correct: 0.7500 | RMS Error: 0.2838
   Epoch #   400, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   410 | TSS Error: 8.6812 | Correct: 0.7500 | RMS Error: 0.3294
   Epoch #   410, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   420 | TSS Error: 13.6019 | Correct: 0.6375 | RMS Error: 0.4123
   Epoch #   420, Layer = 'output'     | Units: 0.6375 | Patterns: 0.2000
Epoch #   430 | TSS Error: 6.5169 | Correct: 0.7500 | RMS Error: 0.2854
   Epoch #   430, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   440 | TSS Error: 7.6154 | Correct: 0.7500 | RMS Error: 0.3085
   Epoch #   440, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   450 | TSS Error: 8.1006 | Correct: 0.6500 | RMS Error: 0.3182
   Epoch #   450, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #   460 | TSS Error: 10.3239 | Correct: 0.5750 | RMS Error: 0.3592
   Epoch #   460, Layer = 'output'     | Units: 0.5750 | Patterns: 0.2000
Epoch #   470 | TSS Error: 13.1528 | Correct: 0.6500 | RMS Error: 0.4055
   Epoch #   470, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #   480 | TSS Error: 11.1023 | Correct: 0.6750 | RMS Error: 0.3725
   Epoch #   480, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #   490 | TSS Error: 13.6077 | Correct: 0.5625 | RMS Error: 0.4124
   Epoch #   490, Layer = 'output'     | Units: 0.5625 | Patterns: 0.1500
Epoch #   500 | TSS Error: 11.0060 | Correct: 0.5875 | RMS Error: 0.3709
   Epoch #   500, Layer = 'output'     | Units: 0.5875 | Patterns: 0.1500
Epoch #   510 | TSS Error: 8.8404 | Correct: 0.6750 | RMS Error: 0.3324
   Epoch #   510, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #   520 | TSS Error: 9.2905 | Correct: 0.5750 | RMS Error: 0.3408
   Epoch #   520, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #   530 | TSS Error: 14.7334 | Correct: 0.5125 | RMS Error: 0.4291
   Epoch #   530, Layer = 'output'     | Units: 0.5125 | Patterns: 0.0500
Epoch #   540 | TSS Error: 6.0517 | Correct: 0.7625 | RMS Error: 0.2750
   Epoch #   540, Layer = 'output'     | Units: 0.7625 | Patterns: 0.5000
Epoch #   550 | TSS Error: 10.9481 | Correct: 0.5625 | RMS Error: 0.3699
   Epoch #   550, Layer = 'output'     | Units: 0.5625 | Patterns: 0.1500
Epoch #   560 | TSS Error: 13.2629 | Correct: 0.5500 | RMS Error: 0.4072
   Epoch #   560, Layer = 'output'     | Units: 0.5500 | Patterns: 0.0500
Epoch #   570 | TSS Error: 6.8336 | Correct: 0.6500 | RMS Error: 0.2923
   Epoch #   570, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #   580 | TSS Error: 11.0118 | Correct: 0.6000 | RMS Error: 0.3710
   Epoch #   580, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #   590 | TSS Error: 11.8751 | Correct: 0.5500 | RMS Error: 0.3853
   Epoch #   590, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #   600 | TSS Error: 10.5428 | Correct: 0.5875 | RMS Error: 0.3630
   Epoch #   600, Layer = 'output'     | Units: 0.5875 | Patterns: 0.1500
Epoch #   610 | TSS Error: 11.4342 | Correct: 0.5500 | RMS Error: 0.3781
   Epoch #   610, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #   620 | TSS Error: 12.1509 | Correct: 0.6125 | RMS Error: 0.3897
   Epoch #   620, Layer = 'output'     | Units: 0.6125 | Patterns: 0.2500
Epoch #   630 | TSS Error: 10.3230 | Correct: 0.5500 | RMS Error: 0.3592
   Epoch #   630, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #   640 | TSS Error: 14.5046 | Correct: 0.5375 | RMS Error: 0.4258
   Epoch #   640, Layer = 'output'     | Units: 0.5375 | Patterns: 0.1000
Epoch #   650 | TSS Error: 11.4518 | Correct: 0.5500 | RMS Error: 0.3783
   Epoch #   650, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #   660 | TSS Error: 9.8656 | Correct: 0.6250 | RMS Error: 0.3512
   Epoch #   660, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #   670 | TSS Error: 11.2056 | Correct: 0.5750 | RMS Error: 0.3743
   Epoch #   670, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #   680 | TSS Error: 14.7402 | Correct: 0.5500 | RMS Error: 0.4292
   Epoch #   680, Layer = 'output'     | Units: 0.5500 | Patterns: 0.0000
Epoch #   690 | TSS Error: 18.9170 | Correct: 0.5875 | RMS Error: 0.4863
   Epoch #   690, Layer = 'output'     | Units: 0.5875 | Patterns: 0.1500
Epoch #   700 | TSS Error: 9.9695 | Correct: 0.6250 | RMS Error: 0.3530
   Epoch #   700, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #   710 | TSS Error: 9.7357 | Correct: 0.6000 | RMS Error: 0.3488
   Epoch #   710, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #   720 | TSS Error: 4.8773 | Correct: 0.7000 | RMS Error: 0.2469
   Epoch #   720, Layer = 'output'     | Units: 0.7000 | Patterns: 0.4000
Epoch #   730 | TSS Error: 10.0225 | Correct: 0.6250 | RMS Error: 0.3540
   Epoch #   730, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #   740 | TSS Error: 10.7124 | Correct: 0.6875 | RMS Error: 0.3659
   Epoch #   740, Layer = 'output'     | Units: 0.6875 | Patterns: 0.4000
Epoch #   750 | TSS Error: 15.4321 | Correct: 0.5750 | RMS Error: 0.4392
   Epoch #   750, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #   760 | TSS Error: 10.1864 | Correct: 0.5625 | RMS Error: 0.3568
   Epoch #   760, Layer = 'output'     | Units: 0.5625 | Patterns: 0.1500
Epoch #   770 | TSS Error: 9.5594 | Correct: 0.6250 | RMS Error: 0.3457
   Epoch #   770, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #   780 | TSS Error: 10.4102 | Correct: 0.5750 | RMS Error: 0.3607
   Epoch #   780, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #   790 | TSS Error: 18.1510 | Correct: 0.5625 | RMS Error: 0.4763
   Epoch #   790, Layer = 'output'     | Units: 0.5625 | Patterns: 0.1000
Epoch #   800 | TSS Error: 8.7403 | Correct: 0.6500 | RMS Error: 0.3305
   Epoch #   800, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #   810 | TSS Error: 8.5438 | Correct: 0.6000 | RMS Error: 0.3268
   Epoch #   810, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #   820 | TSS Error: 11.3678 | Correct: 0.5500 | RMS Error: 0.3770
   Epoch #   820, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #   830 | TSS Error: 12.6076 | Correct: 0.6250 | RMS Error: 0.3970
   Epoch #   830, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #   840 | TSS Error: 15.7232 | Correct: 0.6000 | RMS Error: 0.4433
   Epoch #   840, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #   850 | TSS Error: 9.5172 | Correct: 0.6250 | RMS Error: 0.3449
   Epoch #   850, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #   860 | TSS Error: 15.6191 | Correct: 0.5500 | RMS Error: 0.4419
   Epoch #   860, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #   870 | TSS Error: 10.6338 | Correct: 0.7000 | RMS Error: 0.3646
   Epoch #   870, Layer = 'output'     | Units: 0.7000 | Patterns: 0.4000
Epoch #   880 | TSS Error: 11.2543 | Correct: 0.5750 | RMS Error: 0.3751
   Epoch #   880, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #   890 | TSS Error: 9.2528 | Correct: 0.5750 | RMS Error: 0.3401
   Epoch #   890, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #   900 | TSS Error: 9.7859 | Correct: 0.6250 | RMS Error: 0.3497
   Epoch #   900, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #   910 | TSS Error: 4.6764 | Correct: 0.7500 | RMS Error: 0.2418
   Epoch #   910, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   920 | TSS Error: 5.9080 | Correct: 0.6750 | RMS Error: 0.2718
   Epoch #   920, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #   930 | TSS Error: 9.2226 | Correct: 0.6000 | RMS Error: 0.3395
   Epoch #   930, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #   940 | TSS Error: 17.2849 | Correct: 0.6000 | RMS Error: 0.4648
   Epoch #   940, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #   950 | TSS Error: 9.2035 | Correct: 0.6750 | RMS Error: 0.3392
   Epoch #   950, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #   960 | TSS Error: 17.8308 | Correct: 0.6000 | RMS Error: 0.4721
   Epoch #   960, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #   970 | TSS Error: 7.3474 | Correct: 0.6500 | RMS Error: 0.3031
   Epoch #   970, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #   980 | TSS Error: 11.4005 | Correct: 0.5750 | RMS Error: 0.3775
   Epoch #   980, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #   990 | TSS Error: 10.9943 | Correct: 0.6250 | RMS Error: 0.3707
   Epoch #   990, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1000 | TSS Error: 12.4329 | Correct: 0.5750 | RMS Error: 0.3942
   Epoch #  1000, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1010 | TSS Error: 13.1560 | Correct: 0.5500 | RMS Error: 0.4055
   Epoch #  1010, Layer = 'output'     | Units: 0.5500 | Patterns: 0.0500
Epoch #  1020 | TSS Error: 8.8821 | Correct: 0.6000 | RMS Error: 0.3332
   Epoch #  1020, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1030 | TSS Error: 9.5756 | Correct: 0.6250 | RMS Error: 0.3460
   Epoch #  1030, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1040 | TSS Error: 10.7051 | Correct: 0.5500 | RMS Error: 0.3658
   Epoch #  1040, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1050 | TSS Error: 14.5541 | Correct: 0.5750 | RMS Error: 0.4265
   Epoch #  1050, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1060 | TSS Error: 8.5510 | Correct: 0.6250 | RMS Error: 0.3269
   Epoch #  1060, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1070 | TSS Error: 13.1831 | Correct: 0.5000 | RMS Error: 0.4059
   Epoch #  1070, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1080 | TSS Error: 10.4967 | Correct: 0.5500 | RMS Error: 0.3622
   Epoch #  1080, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1090 | TSS Error: 10.6904 | Correct: 0.5750 | RMS Error: 0.3656
   Epoch #  1090, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1100 | TSS Error: 8.2408 | Correct: 0.6750 | RMS Error: 0.3210
   Epoch #  1100, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #  1110 | TSS Error: 8.4630 | Correct: 0.6000 | RMS Error: 0.3253
   Epoch #  1110, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1120 | TSS Error: 12.6499 | Correct: 0.5250 | RMS Error: 0.3976
   Epoch #  1120, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  1130 | TSS Error: 13.6423 | Correct: 0.6500 | RMS Error: 0.4130
   Epoch #  1130, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  1140 | TSS Error: 10.0431 | Correct: 0.6250 | RMS Error: 0.3543
   Epoch #  1140, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1150 | TSS Error: 9.3049 | Correct: 0.6000 | RMS Error: 0.3410
   Epoch #  1150, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1160 | TSS Error: 10.0990 | Correct: 0.6250 | RMS Error: 0.3553
   Epoch #  1160, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1170 | TSS Error: 10.8746 | Correct: 0.5500 | RMS Error: 0.3687
   Epoch #  1170, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1180 | TSS Error: 7.5630 | Correct: 0.7125 | RMS Error: 0.3075
   Epoch #  1180, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4000
Epoch #  1190 | TSS Error: 12.3441 | Correct: 0.5750 | RMS Error: 0.3928
   Epoch #  1190, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1200 | TSS Error: 9.9959 | Correct: 0.5750 | RMS Error: 0.3535
   Epoch #  1200, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1210 | TSS Error: 10.1559 | Correct: 0.6125 | RMS Error: 0.3563
   Epoch #  1210, Layer = 'output'     | Units: 0.6125 | Patterns: 0.2000
Epoch #  1220 | TSS Error: 9.3669 | Correct: 0.6000 | RMS Error: 0.3422
   Epoch #  1220, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1230 | TSS Error: 9.4521 | Correct: 0.6500 | RMS Error: 0.3437
   Epoch #  1230, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  1240 | TSS Error: 15.3618 | Correct: 0.5750 | RMS Error: 0.4382
   Epoch #  1240, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1250 | TSS Error: 16.0927 | Correct: 0.6000 | RMS Error: 0.4485
   Epoch #  1250, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1260 | TSS Error: 17.9407 | Correct: 0.6125 | RMS Error: 0.4736
   Epoch #  1260, Layer = 'output'     | Units: 0.6125 | Patterns: 0.2000
Epoch #  1270 | TSS Error: 11.3005 | Correct: 0.5375 | RMS Error: 0.3758
   Epoch #  1270, Layer = 'output'     | Units: 0.5375 | Patterns: 0.0500
Epoch #  1280 | TSS Error: 14.6733 | Correct: 0.5125 | RMS Error: 0.4283
   Epoch #  1280, Layer = 'output'     | Units: 0.5125 | Patterns: 0.0500
Epoch #  1290 | TSS Error: 13.0733 | Correct: 0.5000 | RMS Error: 0.4042
   Epoch #  1290, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1300 | TSS Error: 13.3292 | Correct: 0.6250 | RMS Error: 0.4082
   Epoch #  1300, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1310 | TSS Error: 13.1533 | Correct: 0.6250 | RMS Error: 0.4055
   Epoch #  1310, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1320 | TSS Error: 14.3477 | Correct: 0.5000 | RMS Error: 0.4235
   Epoch #  1320, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1330 | TSS Error: 13.9332 | Correct: 0.5750 | RMS Error: 0.4173
   Epoch #  1330, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1340 | TSS Error: 10.1258 | Correct: 0.6250 | RMS Error: 0.3558
   Epoch #  1340, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1350 | TSS Error: 9.9557 | Correct: 0.5750 | RMS Error: 0.3528
   Epoch #  1350, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1360 | TSS Error: 15.0813 | Correct: 0.6000 | RMS Error: 0.4342
   Epoch #  1360, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1370 | TSS Error: 11.9619 | Correct: 0.5500 | RMS Error: 0.3867
   Epoch #  1370, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1380 | TSS Error: 9.1972 | Correct: 0.5750 | RMS Error: 0.3391
   Epoch #  1380, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1390 | TSS Error: 13.4994 | Correct: 0.5750 | RMS Error: 0.4108
   Epoch #  1390, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1400 | TSS Error: 9.8853 | Correct: 0.6000 | RMS Error: 0.3515
   Epoch #  1400, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1410 | TSS Error: 12.0946 | Correct: 0.6000 | RMS Error: 0.3888
   Epoch #  1410, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1420 | TSS Error: 10.7224 | Correct: 0.6000 | RMS Error: 0.3661
   Epoch #  1420, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1430 | TSS Error: 13.8861 | Correct: 0.6250 | RMS Error: 0.4166
   Epoch #  1430, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1440 | TSS Error: 13.8612 | Correct: 0.5750 | RMS Error: 0.4163
   Epoch #  1440, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1450 | TSS Error: 14.4174 | Correct: 0.5250 | RMS Error: 0.4245
   Epoch #  1450, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  1460 | TSS Error: 15.6496 | Correct: 0.5000 | RMS Error: 0.4423
   Epoch #  1460, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1470 | TSS Error: 10.9127 | Correct: 0.5500 | RMS Error: 0.3693
   Epoch #  1470, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1480 | TSS Error: 11.0178 | Correct: 0.6250 | RMS Error: 0.3711
   Epoch #  1480, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1490 | TSS Error: 10.4324 | Correct: 0.5500 | RMS Error: 0.3611
   Epoch #  1490, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1500 | TSS Error: 14.6883 | Correct: 0.5000 | RMS Error: 0.4285
   Epoch #  1500, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1510 | TSS Error: 12.9476 | Correct: 0.5750 | RMS Error: 0.4023
   Epoch #  1510, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1520 | TSS Error: 16.4497 | Correct: 0.5875 | RMS Error: 0.4535
   Epoch #  1520, Layer = 'output'     | Units: 0.5875 | Patterns: 0.2000
Epoch #  1530 | TSS Error: 13.3958 | Correct: 0.5250 | RMS Error: 0.4092
   Epoch #  1530, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  1540 | TSS Error: 12.1348 | Correct: 0.6000 | RMS Error: 0.3895
   Epoch #  1540, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1550 | TSS Error: 14.2266 | Correct: 0.5000 | RMS Error: 0.4217
   Epoch #  1550, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1560 | TSS Error: 15.2261 | Correct: 0.5375 | RMS Error: 0.4363
   Epoch #  1560, Layer = 'output'     | Units: 0.5375 | Patterns: 0.0500
Epoch #  1570 | TSS Error: 11.4485 | Correct: 0.5500 | RMS Error: 0.3783
   Epoch #  1570, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1580 | TSS Error: 10.9984 | Correct: 0.5500 | RMS Error: 0.3708
   Epoch #  1580, Layer = 'output'     | Units: 0.5500 | Patterns: 0.0500
Epoch #  1590 | TSS Error: 12.7156 | Correct: 0.5750 | RMS Error: 0.3987
   Epoch #  1590, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1600 | TSS Error: 13.1872 | Correct: 0.6500 | RMS Error: 0.4060
   Epoch #  1600, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  1610 | TSS Error: 14.7033 | Correct: 0.5250 | RMS Error: 0.4287
   Epoch #  1610, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  1620 | TSS Error: 10.3836 | Correct: 0.6500 | RMS Error: 0.3603
   Epoch #  1620, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  1630 | TSS Error: 11.8119 | Correct: 0.6000 | RMS Error: 0.3843
   Epoch #  1630, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1640 | TSS Error: 10.8690 | Correct: 0.5750 | RMS Error: 0.3686
   Epoch #  1640, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1650 | TSS Error: 15.3654 | Correct: 0.5750 | RMS Error: 0.4383
   Epoch #  1650, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1660 | TSS Error: 14.0358 | Correct: 0.6250 | RMS Error: 0.4189
   Epoch #  1660, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1670 | TSS Error: 12.6661 | Correct: 0.6000 | RMS Error: 0.3979
   Epoch #  1670, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1680 | TSS Error: 12.9750 | Correct: 0.6000 | RMS Error: 0.4027
   Epoch #  1680, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1690 | TSS Error: 12.6909 | Correct: 0.5000 | RMS Error: 0.3983
   Epoch #  1690, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1700 | TSS Error: 13.3129 | Correct: 0.6000 | RMS Error: 0.4079
   Epoch #  1700, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1710 | TSS Error: 12.0895 | Correct: 0.5750 | RMS Error: 0.3887
   Epoch #  1710, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1720 | TSS Error: 13.0453 | Correct: 0.5500 | RMS Error: 0.4038
   Epoch #  1720, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1730 | TSS Error: 12.2558 | Correct: 0.5500 | RMS Error: 0.3914
   Epoch #  1730, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1740 | TSS Error: 13.3735 | Correct: 0.5000 | RMS Error: 0.4089
   Epoch #  1740, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1750 | TSS Error: 9.8539 | Correct: 0.6750 | RMS Error: 0.3510
   Epoch #  1750, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #  1760 | TSS Error: 10.8436 | Correct: 0.6000 | RMS Error: 0.3682
   Epoch #  1760, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1770 | TSS Error: 14.8711 | Correct: 0.4750 | RMS Error: 0.4311
   Epoch #  1770, Layer = 'output'     | Units: 0.4750 | Patterns: 0.0000
Epoch #  1780 | TSS Error: 12.0413 | Correct: 0.5000 | RMS Error: 0.3880
   Epoch #  1780, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1790 | TSS Error: 10.9979 | Correct: 0.5250 | RMS Error: 0.3708
   Epoch #  1790, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  1800 | TSS Error: 11.9120 | Correct: 0.5750 | RMS Error: 0.3859
   Epoch #  1800, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1810 | TSS Error: 11.0853 | Correct: 0.5500 | RMS Error: 0.3722
   Epoch #  1810, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1820 | TSS Error: 15.0249 | Correct: 0.6250 | RMS Error: 0.4334
   Epoch #  1820, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  1830 | TSS Error: 12.9128 | Correct: 0.6750 | RMS Error: 0.4018
   Epoch #  1830, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #  1840 | TSS Error: 12.8780 | Correct: 0.5000 | RMS Error: 0.4012
   Epoch #  1840, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1850 | TSS Error: 11.1836 | Correct: 0.5250 | RMS Error: 0.3739
   Epoch #  1850, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  1860 | TSS Error: 12.8709 | Correct: 0.5500 | RMS Error: 0.4011
   Epoch #  1860, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1870 | TSS Error: 13.6565 | Correct: 0.5625 | RMS Error: 0.4132
   Epoch #  1870, Layer = 'output'     | Units: 0.5625 | Patterns: 0.1500
Epoch #  1880 | TSS Error: 12.5185 | Correct: 0.5375 | RMS Error: 0.3956
   Epoch #  1880, Layer = 'output'     | Units: 0.5375 | Patterns: 0.0500
Epoch #  1890 | TSS Error: 12.1030 | Correct: 0.5250 | RMS Error: 0.3890
   Epoch #  1890, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  1900 | TSS Error: 13.9300 | Correct: 0.5500 | RMS Error: 0.4173
   Epoch #  1900, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1910 | TSS Error: 11.0928 | Correct: 0.5500 | RMS Error: 0.3724
   Epoch #  1910, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1920 | TSS Error: 11.9814 | Correct: 0.6000 | RMS Error: 0.3870
   Epoch #  1920, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1930 | TSS Error: 12.5762 | Correct: 0.6000 | RMS Error: 0.3965
   Epoch #  1930, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  1940 | TSS Error: 17.7642 | Correct: 0.5250 | RMS Error: 0.4712
   Epoch #  1940, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  1950 | TSS Error: 11.4638 | Correct: 0.5250 | RMS Error: 0.3785
   Epoch #  1950, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  1960 | TSS Error: 8.3823 | Correct: 0.6500 | RMS Error: 0.3237
   Epoch #  1960, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  1970 | TSS Error: 14.3044 | Correct: 0.5500 | RMS Error: 0.4229
   Epoch #  1970, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  1980 | TSS Error: 9.3947 | Correct: 0.5750 | RMS Error: 0.3427
   Epoch #  1980, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  1990 | TSS Error: 9.8459 | Correct: 0.6000 | RMS Error: 0.3508
   Epoch #  1990, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  2000 | TSS Error: 14.2659 | Correct: 0.5750 | RMS Error: 0.4223
   Epoch #  2000, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2010 | TSS Error: 11.3555 | Correct: 0.5750 | RMS Error: 0.3768
   Epoch #  2010, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2020 | TSS Error: 11.6699 | Correct: 0.5250 | RMS Error: 0.3819
   Epoch #  2020, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  2030 | TSS Error: 9.6838 | Correct: 0.6750 | RMS Error: 0.3479
   Epoch #  2030, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #  2040 | TSS Error: 9.5909 | Correct: 0.6500 | RMS Error: 0.3462
   Epoch #  2040, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  2050 | TSS Error: 13.3907 | Correct: 0.5500 | RMS Error: 0.4091
   Epoch #  2050, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2060 | TSS Error: 10.1997 | Correct: 0.5750 | RMS Error: 0.3571
   Epoch #  2060, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2070 | TSS Error: 12.5014 | Correct: 0.5250 | RMS Error: 0.3953
   Epoch #  2070, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  2080 | TSS Error: 9.9210 | Correct: 0.6250 | RMS Error: 0.3522
   Epoch #  2080, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2090 | TSS Error: 11.6801 | Correct: 0.5250 | RMS Error: 0.3821
   Epoch #  2090, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  2100 | TSS Error: 9.6933 | Correct: 0.5500 | RMS Error: 0.3481
   Epoch #  2100, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2110 | TSS Error: 17.6172 | Correct: 0.5875 | RMS Error: 0.4693
   Epoch #  2110, Layer = 'output'     | Units: 0.5875 | Patterns: 0.2000
Epoch #  2120 | TSS Error: 11.4751 | Correct: 0.5250 | RMS Error: 0.3787
   Epoch #  2120, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  2130 | TSS Error: 9.2527 | Correct: 0.7000 | RMS Error: 0.3401
   Epoch #  2130, Layer = 'output'     | Units: 0.7000 | Patterns: 0.4000
Epoch #  2140 | TSS Error: 10.9938 | Correct: 0.5750 | RMS Error: 0.3707
   Epoch #  2140, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2150 | TSS Error: 9.8323 | Correct: 0.6125 | RMS Error: 0.3506
   Epoch #  2150, Layer = 'output'     | Units: 0.6125 | Patterns: 0.2000
Epoch #  2160 | TSS Error: 15.0619 | Correct: 0.5125 | RMS Error: 0.4339
   Epoch #  2160, Layer = 'output'     | Units: 0.5125 | Patterns: 0.0500
Epoch #  2170 | TSS Error: 14.2234 | Correct: 0.5500 | RMS Error: 0.4217
   Epoch #  2170, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2180 | TSS Error: 13.2154 | Correct: 0.6000 | RMS Error: 0.4064
   Epoch #  2180, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  2190 | TSS Error: 16.1259 | Correct: 0.6000 | RMS Error: 0.4490
   Epoch #  2190, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  2200 | TSS Error: 10.6919 | Correct: 0.5250 | RMS Error: 0.3656
   Epoch #  2200, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  2210 | TSS Error: 11.9682 | Correct: 0.5750 | RMS Error: 0.3868
   Epoch #  2210, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2220 | TSS Error: 11.5850 | Correct: 0.5750 | RMS Error: 0.3805
   Epoch #  2220, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2230 | TSS Error: 9.7162 | Correct: 0.5750 | RMS Error: 0.3485
   Epoch #  2230, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2240 | TSS Error: 13.3718 | Correct: 0.5750 | RMS Error: 0.4088
   Epoch #  2240, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2250 | TSS Error: 12.3855 | Correct: 0.5000 | RMS Error: 0.3935
   Epoch #  2250, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  2260 | TSS Error: 11.7794 | Correct: 0.6250 | RMS Error: 0.3837
   Epoch #  2260, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2270 | TSS Error: 12.6574 | Correct: 0.5000 | RMS Error: 0.3978
   Epoch #  2270, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  2280 | TSS Error: 11.9875 | Correct: 0.6000 | RMS Error: 0.3871
   Epoch #  2280, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  2290 | TSS Error: 13.0716 | Correct: 0.5250 | RMS Error: 0.4042
   Epoch #  2290, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  2300 | TSS Error: 13.3278 | Correct: 0.5500 | RMS Error: 0.4082
   Epoch #  2300, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2310 | TSS Error: 10.0315 | Correct: 0.6000 | RMS Error: 0.3541
   Epoch #  2310, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  2320 | TSS Error: 8.6754 | Correct: 0.6000 | RMS Error: 0.3293
   Epoch #  2320, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  2330 | TSS Error: 11.3181 | Correct: 0.6250 | RMS Error: 0.3761
   Epoch #  2330, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2340 | TSS Error: 17.5063 | Correct: 0.5250 | RMS Error: 0.4678
   Epoch #  2340, Layer = 'output'     | Units: 0.5250 | Patterns: 0.1000
Epoch #  2350 | TSS Error: 12.7637 | Correct: 0.5500 | RMS Error: 0.3994
   Epoch #  2350, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2360 | TSS Error: 13.6903 | Correct: 0.5500 | RMS Error: 0.4137
   Epoch #  2360, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2370 | TSS Error: 11.7181 | Correct: 0.5500 | RMS Error: 0.3827
   Epoch #  2370, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2380 | TSS Error: 11.0053 | Correct: 0.6250 | RMS Error: 0.3709
   Epoch #  2380, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2390 | TSS Error: 10.0689 | Correct: 0.6250 | RMS Error: 0.3548
   Epoch #  2390, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2400 | TSS Error: 10.9834 | Correct: 0.6250 | RMS Error: 0.3705
   Epoch #  2400, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2410 | TSS Error: 10.5979 | Correct: 0.5750 | RMS Error: 0.3640
   Epoch #  2410, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2420 | TSS Error: 12.1055 | Correct: 0.5000 | RMS Error: 0.3890
   Epoch #  2420, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  2430 | TSS Error: 13.4166 | Correct: 0.5000 | RMS Error: 0.4095
   Epoch #  2430, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  2440 | TSS Error: 11.9379 | Correct: 0.5000 | RMS Error: 0.3863
   Epoch #  2440, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  2450 | TSS Error: 9.3431 | Correct: 0.6375 | RMS Error: 0.3417
   Epoch #  2450, Layer = 'output'     | Units: 0.6375 | Patterns: 0.2500
Epoch #  2460 | TSS Error: 13.3566 | Correct: 0.6375 | RMS Error: 0.4086
   Epoch #  2460, Layer = 'output'     | Units: 0.6375 | Patterns: 0.3000
Epoch #  2470 | TSS Error: 16.6117 | Correct: 0.5750 | RMS Error: 0.4557
   Epoch #  2470, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2480 | TSS Error: 11.2144 | Correct: 0.6250 | RMS Error: 0.3744
   Epoch #  2480, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2490 | TSS Error: 14.7771 | Correct: 0.5500 | RMS Error: 0.4298
   Epoch #  2490, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2500 | TSS Error: 13.9418 | Correct: 0.5500 | RMS Error: 0.4175
   Epoch #  2500, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2510 | TSS Error: 14.5578 | Correct: 0.5750 | RMS Error: 0.4266
   Epoch #  2510, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2520 | TSS Error: 10.7349 | Correct: 0.5750 | RMS Error: 0.3663
   Epoch #  2520, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2530 | TSS Error: 9.7823 | Correct: 0.6250 | RMS Error: 0.3497
   Epoch #  2530, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2540 | TSS Error: 8.9778 | Correct: 0.6250 | RMS Error: 0.3350
   Epoch #  2540, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2550 | TSS Error: 8.4943 | Correct: 0.7000 | RMS Error: 0.3259
   Epoch #  2550, Layer = 'output'     | Units: 0.7000 | Patterns: 0.4000
Epoch #  2560 | TSS Error: 11.4592 | Correct: 0.5750 | RMS Error: 0.3785
   Epoch #  2560, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2570 | TSS Error: 15.2468 | Correct: 0.6250 | RMS Error: 0.4366
   Epoch #  2570, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2580 | TSS Error: 7.3573 | Correct: 0.7000 | RMS Error: 0.3033
   Epoch #  2580, Layer = 'output'     | Units: 0.7000 | Patterns: 0.4000
Epoch #  2590 | TSS Error: 8.2052 | Correct: 0.5750 | RMS Error: 0.3203
   Epoch #  2590, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2600 | TSS Error: 10.0078 | Correct: 0.5750 | RMS Error: 0.3537
   Epoch #  2600, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2610 | TSS Error: 14.8132 | Correct: 0.6750 | RMS Error: 0.4303
   Epoch #  2610, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #  2620 | TSS Error: 12.2165 | Correct: 0.5500 | RMS Error: 0.3908
   Epoch #  2620, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2630 | TSS Error: 10.4842 | Correct: 0.5250 | RMS Error: 0.3620
   Epoch #  2630, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  2640 | TSS Error: 10.5921 | Correct: 0.5500 | RMS Error: 0.3639
   Epoch #  2640, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2650 | TSS Error: 15.7813 | Correct: 0.5500 | RMS Error: 0.4441
   Epoch #  2650, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2660 | TSS Error: 17.7014 | Correct: 0.6000 | RMS Error: 0.4704
   Epoch #  2660, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  2670 | TSS Error: 12.3387 | Correct: 0.5000 | RMS Error: 0.3927
   Epoch #  2670, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  2680 | TSS Error: 10.6503 | Correct: 0.5750 | RMS Error: 0.3649
   Epoch #  2680, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2690 | TSS Error: 9.0255 | Correct: 0.6375 | RMS Error: 0.3359
   Epoch #  2690, Layer = 'output'     | Units: 0.6375 | Patterns: 0.2500
Epoch #  2700 | TSS Error: 15.0870 | Correct: 0.5625 | RMS Error: 0.4343
   Epoch #  2700, Layer = 'output'     | Units: 0.5625 | Patterns: 0.1500
Epoch #  2710 | TSS Error: 9.8209 | Correct: 0.5750 | RMS Error: 0.3504
   Epoch #  2710, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2720 | TSS Error: 15.7513 | Correct: 0.5500 | RMS Error: 0.4437
   Epoch #  2720, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2730 | TSS Error: 12.7880 | Correct: 0.5000 | RMS Error: 0.3998
   Epoch #  2730, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  2740 | TSS Error: 15.7884 | Correct: 0.6000 | RMS Error: 0.4442
   Epoch #  2740, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  2750 | TSS Error: 16.5541 | Correct: 0.5250 | RMS Error: 0.4549
   Epoch #  2750, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  2760 | TSS Error: 16.9979 | Correct: 0.6250 | RMS Error: 0.4609
   Epoch #  2760, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2770 | TSS Error: 17.1119 | Correct: 0.5500 | RMS Error: 0.4625
   Epoch #  2770, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2780 | TSS Error: 12.2656 | Correct: 0.5000 | RMS Error: 0.3916
   Epoch #  2780, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  2790 | TSS Error: 11.3032 | Correct: 0.5500 | RMS Error: 0.3759
   Epoch #  2790, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2800 | TSS Error: 11.8034 | Correct: 0.5250 | RMS Error: 0.3841
   Epoch #  2800, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  2810 | TSS Error: 10.5083 | Correct: 0.5500 | RMS Error: 0.3624
   Epoch #  2810, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2820 | TSS Error: 15.7393 | Correct: 0.5375 | RMS Error: 0.4436
   Epoch #  2820, Layer = 'output'     | Units: 0.5375 | Patterns: 0.0500
Epoch #  2830 | TSS Error: 12.2379 | Correct: 0.5250 | RMS Error: 0.3911
   Epoch #  2830, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  2840 | TSS Error: 16.7586 | Correct: 0.5500 | RMS Error: 0.4577
   Epoch #  2840, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2850 | TSS Error: 15.6283 | Correct: 0.5750 | RMS Error: 0.4420
   Epoch #  2850, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  2860 | TSS Error: 12.6348 | Correct: 0.5000 | RMS Error: 0.3974
   Epoch #  2860, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  2870 | TSS Error: 15.1414 | Correct: 0.6000 | RMS Error: 0.4350
   Epoch #  2870, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  2880 | TSS Error: 16.0659 | Correct: 0.5875 | RMS Error: 0.4481
   Epoch #  2880, Layer = 'output'     | Units: 0.5875 | Patterns: 0.2000
Epoch #  2890 | TSS Error: 15.0303 | Correct: 0.6000 | RMS Error: 0.4334
   Epoch #  2890, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  2900 | TSS Error: 12.1632 | Correct: 0.5500 | RMS Error: 0.3899
   Epoch #  2900, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2910 | TSS Error: 11.9089 | Correct: 0.5250 | RMS Error: 0.3858
   Epoch #  2910, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  2920 | TSS Error: 14.4767 | Correct: 0.6250 | RMS Error: 0.4254
   Epoch #  2920, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2930 | TSS Error: 12.0430 | Correct: 0.5500 | RMS Error: 0.3880
   Epoch #  2930, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2940 | TSS Error: 13.0480 | Correct: 0.5625 | RMS Error: 0.4039
   Epoch #  2940, Layer = 'output'     | Units: 0.5625 | Patterns: 0.1000
Epoch #  2950 | TSS Error: 8.5822 | Correct: 0.6000 | RMS Error: 0.3275
   Epoch #  2950, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  2960 | TSS Error: 13.9773 | Correct: 0.6250 | RMS Error: 0.4180
   Epoch #  2960, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  2970 | TSS Error: 8.3311 | Correct: 0.6750 | RMS Error: 0.3227
   Epoch #  2970, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #  2980 | TSS Error: 13.1165 | Correct: 0.5500 | RMS Error: 0.4049
   Epoch #  2980, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  2990 | TSS Error: 13.1274 | Correct: 0.5000 | RMS Error: 0.4051
   Epoch #  2990, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  3000 | TSS Error: 10.5406 | Correct: 0.5250 | RMS Error: 0.3630
   Epoch #  3000, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  3010 | TSS Error: 11.9700 | Correct: 0.6000 | RMS Error: 0.3868
   Epoch #  3010, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  3020 | TSS Error: 13.0871 | Correct: 0.5750 | RMS Error: 0.4045
   Epoch #  3020, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  3030 | TSS Error: 12.8110 | Correct: 0.5500 | RMS Error: 0.4002
   Epoch #  3030, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  3040 | TSS Error: 13.6627 | Correct: 0.5000 | RMS Error: 0.4133
   Epoch #  3040, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  3050 | TSS Error: 12.6804 | Correct: 0.5250 | RMS Error: 0.3981
   Epoch #  3050, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  3060 | TSS Error: 12.0588 | Correct: 0.6500 | RMS Error: 0.3882
   Epoch #  3060, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  3070 | TSS Error: 11.8169 | Correct: 0.5500 | RMS Error: 0.3843
   Epoch #  3070, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  3080 | TSS Error: 10.9067 | Correct: 0.5750 | RMS Error: 0.3692
   Epoch #  3080, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  3090 | TSS Error: 14.2255 | Correct: 0.5500 | RMS Error: 0.4217
   Epoch #  3090, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  3100 | TSS Error: 12.1600 | Correct: 0.5000 | RMS Error: 0.3899
   Epoch #  3100, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  3110 | TSS Error: 12.7699 | Correct: 0.5000 | RMS Error: 0.3995
   Epoch #  3110, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  3120 | TSS Error: 10.3829 | Correct: 0.5500 | RMS Error: 0.3603
   Epoch #  3120, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  3130 | TSS Error: 11.3849 | Correct: 0.5875 | RMS Error: 0.3772
   Epoch #  3130, Layer = 'output'     | Units: 0.5875 | Patterns: 0.1500
Epoch #  3140 | TSS Error: 11.3336 | Correct: 0.5750 | RMS Error: 0.3764
   Epoch #  3140, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  3150 | TSS Error: 15.4973 | Correct: 0.5500 | RMS Error: 0.4401
   Epoch #  3150, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  3160 | TSS Error: 10.8982 | Correct: 0.5750 | RMS Error: 0.3691
   Epoch #  3160, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  3170 | TSS Error: 14.2812 | Correct: 0.6000 | RMS Error: 0.4225
   Epoch #  3170, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  3180 | TSS Error: 11.6058 | Correct: 0.5000 | RMS Error: 0.3809
   Epoch #  3180, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  3190 | TSS Error: 13.4719 | Correct: 0.6500 | RMS Error: 0.4104
   Epoch #  3190, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  3200 | TSS Error: 11.3655 | Correct: 0.5000 | RMS Error: 0.3769
   Epoch #  3200, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  3210 | TSS Error: 12.7014 | Correct: 0.5500 | RMS Error: 0.3985
   Epoch #  3210, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  3220 | TSS Error: 11.3274 | Correct: 0.6250 | RMS Error: 0.3763
   Epoch #  3220, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  3230 | TSS Error: 14.9288 | Correct: 0.5875 | RMS Error: 0.4320
   Epoch #  3230, Layer = 'output'     | Units: 0.5875 | Patterns: 0.1500
Epoch #  3240 | TSS Error: 14.3578 | Correct: 0.6500 | RMS Error: 0.4236
   Epoch #  3240, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  3250 | TSS Error: 10.0407 | Correct: 0.6000 | RMS Error: 0.3543
   Epoch #  3250, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  3260 | TSS Error: 12.1912 | Correct: 0.6750 | RMS Error: 0.3904
   Epoch #  3260, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #  3270 | TSS Error: 13.1378 | Correct: 0.5000 | RMS Error: 0.4052
   Epoch #  3270, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  3280 | TSS Error: 9.9356 | Correct: 0.5750 | RMS Error: 0.3524
   Epoch #  3280, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  3290 | TSS Error: 11.7295 | Correct: 0.5500 | RMS Error: 0.3829
   Epoch #  3290, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  3300 | TSS Error: 13.4446 | Correct: 0.5750 | RMS Error: 0.4099
   Epoch #  3300, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  3310 | TSS Error: 9.6987 | Correct: 0.5500 | RMS Error: 0.3482
   Epoch #  3310, Layer = 'output'     | Units: 0.5500 | Patterns: 0.1000
Epoch #  3320 | TSS Error: 12.4059 | Correct: 0.5250 | RMS Error: 0.3938
   Epoch #  3320, Layer = 'output'     | Units: 0.5250 | Patterns: 0.0500
Epoch #  3330 | TSS Error: 7.7971 | Correct: 0.6500 | RMS Error: 0.3122
   Epoch #  3330, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  3340 | TSS Error: 13.3734 | Correct: 0.5750 | RMS Error: 0.4089
   Epoch #  3340, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  3350 | TSS Error: 12.9883 | Correct: 0.5500 | RMS Error: 0.4029
   Epoch #  3350, Layer = 'output'     | Units: 0.5500 | Patterns: 0.0000
Epoch #  3360 | TSS Error: 16.1150 | Correct: 0.6125 | RMS Error: 0.4488
   Epoch #  3360, Layer = 'output'     | Units: 0.6125 | Patterns: 0.2000
Epoch #  3370 | TSS Error: 12.1295 | Correct: 0.6000 | RMS Error: 0.3894
   Epoch #  3370, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  3380 | TSS Error: 15.8144 | Correct: 0.5625 | RMS Error: 0.4446
   Epoch #  3380, Layer = 'output'     | Units: 0.5625 | Patterns: 0.1500
Epoch #  3390 | TSS Error: 11.0541 | Correct: 0.6250 | RMS Error: 0.3717
   Epoch #  3390, Layer = 'output'     | Units: 0.6250 | Patterns: 0.1500
Epoch #  3400 | TSS Error: 12.3874 | Correct: 0.5875 | RMS Error: 0.3935
   Epoch #  3400, Layer = 'output'     | Units: 0.5875 | Patterns: 0.1500
Epoch #  3410 | TSS Error: 10.7155 | Correct: 0.7125 | RMS Error: 0.3660
   Epoch #  3410, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4000
Epoch #  3420 | TSS Error: 9.5531 | Correct: 0.7000 | RMS Error: 0.3456
   Epoch #  3420, Layer = 'output'     | Units: 0.7000 | Patterns: 0.3500
Epoch #  3430 | TSS Error: 11.0824 | Correct: 0.6500 | RMS Error: 0.3722
   Epoch #  3430, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3500
Epoch #  3440 | TSS Error: 12.1375 | Correct: 0.5625 | RMS Error: 0.3895
   Epoch #  3440, Layer = 'output'     | Units: 0.5625 | Patterns: 0.1500
Epoch #  3450 | TSS Error: 9.7032 | Correct: 0.6250 | RMS Error: 0.3483
   Epoch #  3450, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2000
Epoch #  3460 | TSS Error: 9.6533 | Correct: 0.7500 | RMS Error: 0.3474
   Epoch #  3460, Layer = 'output'     | Units: 0.7500 | Patterns: 0.4500
Epoch #  3470 | TSS Error: 9.0407 | Correct: 0.6125 | RMS Error: 0.3362
   Epoch #  3470, Layer = 'output'     | Units: 0.6125 | Patterns: 0.2500
Epoch #  3480 | TSS Error: 10.4174 | Correct: 0.7250 | RMS Error: 0.3609
   Epoch #  3480, Layer = 'output'     | Units: 0.7250 | Patterns: 0.4500
Epoch #  3490 | TSS Error: 14.0339 | Correct: 0.6250 | RMS Error: 0.4188
   Epoch #  3490, Layer = 'output'     | Units: 0.6250 | Patterns: 0.1500
Epoch #  3500 | TSS Error: 9.9479 | Correct: 0.6250 | RMS Error: 0.3526
   Epoch #  3500, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2000
Epoch #  3510 | TSS Error: 8.9079 | Correct: 0.7000 | RMS Error: 0.3337
   Epoch #  3510, Layer = 'output'     | Units: 0.7000 | Patterns: 0.3000
Epoch #  3520 | TSS Error: 9.5062 | Correct: 0.8625 | RMS Error: 0.3447
   Epoch #  3520, Layer = 'output'     | Units: 0.8625 | Patterns: 0.7000
Epoch #  3530 | TSS Error: 8.9350 | Correct: 0.7875 | RMS Error: 0.3342
   Epoch #  3530, Layer = 'output'     | Units: 0.7875 | Patterns: 0.5000
Epoch #  3540 | TSS Error: 7.6882 | Correct: 0.6875 | RMS Error: 0.3100
   Epoch #  3540, Layer = 'output'     | Units: 0.6875 | Patterns: 0.3500
Epoch #  3550 | TSS Error: 11.5150 | Correct: 0.6875 | RMS Error: 0.3794
   Epoch #  3550, Layer = 'output'     | Units: 0.6875 | Patterns: 0.3500
Epoch #  3560 | TSS Error: 11.8138 | Correct: 0.6625 | RMS Error: 0.3843
   Epoch #  3560, Layer = 'output'     | Units: 0.6625 | Patterns: 0.2000
Epoch #  3570 | TSS Error: 8.8634 | Correct: 0.7375 | RMS Error: 0.3329
   Epoch #  3570, Layer = 'output'     | Units: 0.7375 | Patterns: 0.3500
Epoch #  3580 | TSS Error: 11.3048 | Correct: 0.6500 | RMS Error: 0.3759
   Epoch #  3580, Layer = 'output'     | Units: 0.6500 | Patterns: 0.2000
Epoch #  3590 | TSS Error: 11.8544 | Correct: 0.7250 | RMS Error: 0.3849
   Epoch #  3590, Layer = 'output'     | Units: 0.7250 | Patterns: 0.3500
Epoch #  3600 | TSS Error: 9.5380 | Correct: 0.8000 | RMS Error: 0.3453
   Epoch #  3600, Layer = 'output'     | Units: 0.8000 | Patterns: 0.5000
Epoch #  3610 | TSS Error: 9.5960 | Correct: 0.6500 | RMS Error: 0.3463
   Epoch #  3610, Layer = 'output'     | Units: 0.6500 | Patterns: 0.2000
Epoch #  3620 | TSS Error: 9.4600 | Correct: 0.7750 | RMS Error: 0.3439
   Epoch #  3620, Layer = 'output'     | Units: 0.7750 | Patterns: 0.5000
Epoch #  3630 | TSS Error: 7.7041 | Correct: 0.8375 | RMS Error: 0.3103
   Epoch #  3630, Layer = 'output'     | Units: 0.8375 | Patterns: 0.6000
Epoch #  3640 | TSS Error: 11.0130 | Correct: 0.7000 | RMS Error: 0.3710
   Epoch #  3640, Layer = 'output'     | Units: 0.7000 | Patterns: 0.3500
Epoch #  3650 | TSS Error: 7.1898 | Correct: 0.7125 | RMS Error: 0.2998
   Epoch #  3650, Layer = 'output'     | Units: 0.7125 | Patterns: 0.3000
Epoch #  3660 | TSS Error: 9.8622 | Correct: 0.6625 | RMS Error: 0.3511
   Epoch #  3660, Layer = 'output'     | Units: 0.6625 | Patterns: 0.2500
Epoch #  3670 | TSS Error: 11.5868 | Correct: 0.7750 | RMS Error: 0.3806
   Epoch #  3670, Layer = 'output'     | Units: 0.7750 | Patterns: 0.5500
Epoch #  3680 | TSS Error: 9.8964 | Correct: 0.7250 | RMS Error: 0.3517
   Epoch #  3680, Layer = 'output'     | Units: 0.7250 | Patterns: 0.3500
Epoch #  3690 | TSS Error: 10.2130 | Correct: 0.6000 | RMS Error: 0.3573
   Epoch #  3690, Layer = 'output'     | Units: 0.6000 | Patterns: 0.2000
Epoch #  3700 | TSS Error: 7.5188 | Correct: 0.7250 | RMS Error: 0.3066
   Epoch #  3700, Layer = 'output'     | Units: 0.7250 | Patterns: 0.4000
Epoch #  3710 | TSS Error: 9.8298 | Correct: 0.6250 | RMS Error: 0.3505
   Epoch #  3710, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2000
Epoch #  3720 | TSS Error: 11.4507 | Correct: 0.7875 | RMS Error: 0.3783
   Epoch #  3720, Layer = 'output'     | Units: 0.7875 | Patterns: 0.5500
Epoch #  3730 | TSS Error: 8.3054 | Correct: 0.7500 | RMS Error: 0.3222
   Epoch #  3730, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  3740 | TSS Error: 8.2441 | Correct: 0.7625 | RMS Error: 0.3210
   Epoch #  3740, Layer = 'output'     | Units: 0.7625 | Patterns: 0.5000
Epoch #  3750 | TSS Error: 9.7089 | Correct: 0.6750 | RMS Error: 0.3484
   Epoch #  3750, Layer = 'output'     | Units: 0.6750 | Patterns: 0.2000
Epoch #  3760 | TSS Error: 9.1037 | Correct: 0.8000 | RMS Error: 0.3373
   Epoch #  3760, Layer = 'output'     | Units: 0.8000 | Patterns: 0.4500
Epoch #  3770 | TSS Error: 7.3801 | Correct: 0.7375 | RMS Error: 0.3037
   Epoch #  3770, Layer = 'output'     | Units: 0.7375 | Patterns: 0.4000
Epoch #  3780 | TSS Error: 11.2476 | Correct: 0.6375 | RMS Error: 0.3750
   Epoch #  3780, Layer = 'output'     | Units: 0.6375 | Patterns: 0.3000
Epoch #  3790 | TSS Error: 8.2328 | Correct: 0.7250 | RMS Error: 0.3208
   Epoch #  3790, Layer = 'output'     | Units: 0.7250 | Patterns: 0.4000
Epoch #  3800 | TSS Error: 10.1499 | Correct: 0.7250 | RMS Error: 0.3562
   Epoch #  3800, Layer = 'output'     | Units: 0.7250 | Patterns: 0.3000
Epoch #  3810 | TSS Error: 8.3302 | Correct: 0.7000 | RMS Error: 0.3227
   Epoch #  3810, Layer = 'output'     | Units: 0.7000 | Patterns: 0.3000
Epoch #  3820 | TSS Error: 8.7120 | Correct: 0.7125 | RMS Error: 0.3300
   Epoch #  3820, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  3830 | TSS Error: 8.3897 | Correct: 0.8125 | RMS Error: 0.3238
   Epoch #  3830, Layer = 'output'     | Units: 0.8125 | Patterns: 0.5000
Epoch #  3840 | TSS Error: 8.5439 | Correct: 0.7375 | RMS Error: 0.3268
   Epoch #  3840, Layer = 'output'     | Units: 0.7375 | Patterns: 0.2500
Epoch #  3850 | TSS Error: 10.9983 | Correct: 0.6000 | RMS Error: 0.3708
   Epoch #  3850, Layer = 'output'     | Units: 0.6000 | Patterns: 0.1500
Epoch #  3860 | TSS Error: 8.3172 | Correct: 0.7125 | RMS Error: 0.3224
   Epoch #  3860, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  3870 | TSS Error: 8.8003 | Correct: 0.7000 | RMS Error: 0.3317
   Epoch #  3870, Layer = 'output'     | Units: 0.7000 | Patterns: 0.4000
Epoch #  3880 | TSS Error: 7.9522 | Correct: 0.7500 | RMS Error: 0.3153
   Epoch #  3880, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  3890 | TSS Error: 9.2066 | Correct: 0.6875 | RMS Error: 0.3392
   Epoch #  3890, Layer = 'output'     | Units: 0.6875 | Patterns: 0.3000
Epoch #  3900 | TSS Error: 8.1927 | Correct: 0.6625 | RMS Error: 0.3200
   Epoch #  3900, Layer = 'output'     | Units: 0.6625 | Patterns: 0.3000
Epoch #  3910 | TSS Error: 12.2815 | Correct: 0.5750 | RMS Error: 0.3918
   Epoch #  3910, Layer = 'output'     | Units: 0.5750 | Patterns: 0.1500
Epoch #  3920 | TSS Error: 7.7568 | Correct: 0.6750 | RMS Error: 0.3114
   Epoch #  3920, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3000
Epoch #  3930 | TSS Error: 12.1247 | Correct: 0.6500 | RMS Error: 0.3893
   Epoch #  3930, Layer = 'output'     | Units: 0.6500 | Patterns: 0.2000
Epoch #  3940 | TSS Error: 9.6525 | Correct: 0.8250 | RMS Error: 0.3474
   Epoch #  3940, Layer = 'output'     | Units: 0.8250 | Patterns: 0.5500
Epoch #  3950 | TSS Error: 6.8733 | Correct: 0.7750 | RMS Error: 0.2931
   Epoch #  3950, Layer = 'output'     | Units: 0.7750 | Patterns: 0.5000
Epoch #  3960 | TSS Error: 9.4801 | Correct: 0.7500 | RMS Error: 0.3442
   Epoch #  3960, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  3970 | TSS Error: 8.7578 | Correct: 0.7250 | RMS Error: 0.3309
   Epoch #  3970, Layer = 'output'     | Units: 0.7250 | Patterns: 0.3000
Epoch #  3980 | TSS Error: 9.7503 | Correct: 0.7500 | RMS Error: 0.3491
   Epoch #  3980, Layer = 'output'     | Units: 0.7500 | Patterns: 0.4500
Epoch #  3990 | TSS Error: 11.1508 | Correct: 0.6875 | RMS Error: 0.3733
   Epoch #  3990, Layer = 'output'     | Units: 0.6875 | Patterns: 0.4000
Epoch #  4000 | TSS Error: 10.0116 | Correct: 0.7125 | RMS Error: 0.3538
   Epoch #  4000, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4000
Epoch #  4010 | TSS Error: 8.4858 | Correct: 0.6875 | RMS Error: 0.3257
   Epoch #  4010, Layer = 'output'     | Units: 0.6875 | Patterns: 0.3500
Epoch #  4020 | TSS Error: 7.2054 | Correct: 0.7500 | RMS Error: 0.3001
   Epoch #  4020, Layer = 'output'     | Units: 0.7500 | Patterns: 0.4500
Epoch #  4030 | TSS Error: 8.6197 | Correct: 0.8375 | RMS Error: 0.3282
   Epoch #  4030, Layer = 'output'     | Units: 0.8375 | Patterns: 0.6000
Epoch #  4040 | TSS Error: 10.4253 | Correct: 0.6500 | RMS Error: 0.3610
   Epoch #  4040, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  4050 | TSS Error: 8.1215 | Correct: 0.8500 | RMS Error: 0.3186
   Epoch #  4050, Layer = 'output'     | Units: 0.8500 | Patterns: 0.6500
Epoch #  4060 | TSS Error: 7.4790 | Correct: 0.7250 | RMS Error: 0.3058
   Epoch #  4060, Layer = 'output'     | Units: 0.7250 | Patterns: 0.4000
Epoch #  4070 | TSS Error: 10.8960 | Correct: 0.7125 | RMS Error: 0.3691
   Epoch #  4070, Layer = 'output'     | Units: 0.7125 | Patterns: 0.3500
Epoch #  4080 | TSS Error: 7.4084 | Correct: 0.7500 | RMS Error: 0.3043
   Epoch #  4080, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4090 | TSS Error: 12.8181 | Correct: 0.6000 | RMS Error: 0.4003
   Epoch #  4090, Layer = 'output'     | Units: 0.6000 | Patterns: 0.1000
Epoch #  4100 | TSS Error: 8.0977 | Correct: 0.7500 | RMS Error: 0.3182
   Epoch #  4100, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4110 | TSS Error: 7.7553 | Correct: 0.8375 | RMS Error: 0.3114
   Epoch #  4110, Layer = 'output'     | Units: 0.8375 | Patterns: 0.6000
Epoch #  4120 | TSS Error: 10.4182 | Correct: 0.7500 | RMS Error: 0.3609
   Epoch #  4120, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4130 | TSS Error: 9.1375 | Correct: 0.7125 | RMS Error: 0.3380
   Epoch #  4130, Layer = 'output'     | Units: 0.7125 | Patterns: 0.3000
Epoch #  4140 | TSS Error: 8.6000 | Correct: 0.7375 | RMS Error: 0.3279
   Epoch #  4140, Layer = 'output'     | Units: 0.7375 | Patterns: 0.4500
Epoch #  4150 | TSS Error: 7.2677 | Correct: 0.7750 | RMS Error: 0.3014
   Epoch #  4150, Layer = 'output'     | Units: 0.7750 | Patterns: 0.5000
Epoch #  4160 | TSS Error: 8.5062 | Correct: 0.8250 | RMS Error: 0.3261
   Epoch #  4160, Layer = 'output'     | Units: 0.8250 | Patterns: 0.6500
Epoch #  4170 | TSS Error: 13.5808 | Correct: 0.7375 | RMS Error: 0.4120
   Epoch #  4170, Layer = 'output'     | Units: 0.7375 | Patterns: 0.4500
Epoch #  4180 | TSS Error: 7.8403 | Correct: 0.7625 | RMS Error: 0.3131
   Epoch #  4180, Layer = 'output'     | Units: 0.7625 | Patterns: 0.5000
Epoch #  4190 | TSS Error: 7.2563 | Correct: 0.7375 | RMS Error: 0.3012
   Epoch #  4190, Layer = 'output'     | Units: 0.7375 | Patterns: 0.4500
Epoch #  4200 | TSS Error: 12.3764 | Correct: 0.7000 | RMS Error: 0.3933
   Epoch #  4200, Layer = 'output'     | Units: 0.7000 | Patterns: 0.3500
Epoch #  4210 | TSS Error: 10.3915 | Correct: 0.7375 | RMS Error: 0.3604
   Epoch #  4210, Layer = 'output'     | Units: 0.7375 | Patterns: 0.4500
Epoch #  4220 | TSS Error: 6.1922 | Correct: 0.7500 | RMS Error: 0.2782
   Epoch #  4220, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4230 | TSS Error: 9.8698 | Correct: 0.7250 | RMS Error: 0.3512
   Epoch #  4230, Layer = 'output'     | Units: 0.7250 | Patterns: 0.4500
Epoch #  4240 | TSS Error: 8.9973 | Correct: 0.7250 | RMS Error: 0.3354
   Epoch #  4240, Layer = 'output'     | Units: 0.7250 | Patterns: 0.4500
Epoch #  4250 | TSS Error: 9.1656 | Correct: 0.7750 | RMS Error: 0.3385
   Epoch #  4250, Layer = 'output'     | Units: 0.7750 | Patterns: 0.5000
Epoch #  4260 | TSS Error: 11.1918 | Correct: 0.7375 | RMS Error: 0.3740
   Epoch #  4260, Layer = 'output'     | Units: 0.7375 | Patterns: 0.4000
Epoch #  4270 | TSS Error: 6.7602 | Correct: 0.7250 | RMS Error: 0.2907
   Epoch #  4270, Layer = 'output'     | Units: 0.7250 | Patterns: 0.4000
Epoch #  4280 | TSS Error: 8.3157 | Correct: 0.6250 | RMS Error: 0.3224
   Epoch #  4280, Layer = 'output'     | Units: 0.6250 | Patterns: 0.2500
Epoch #  4290 | TSS Error: 5.9146 | Correct: 0.7500 | RMS Error: 0.2719
   Epoch #  4290, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4300 | TSS Error: 8.5967 | Correct: 0.7125 | RMS Error: 0.3278
   Epoch #  4300, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4310 | TSS Error: 8.8262 | Correct: 0.8250 | RMS Error: 0.3322
   Epoch #  4310, Layer = 'output'     | Units: 0.8250 | Patterns: 0.5500
Epoch #  4320 | TSS Error: 10.7324 | Correct: 0.6750 | RMS Error: 0.3663
   Epoch #  4320, Layer = 'output'     | Units: 0.6750 | Patterns: 0.2500
Epoch #  4330 | TSS Error: 6.7861 | Correct: 0.7000 | RMS Error: 0.2913
   Epoch #  4330, Layer = 'output'     | Units: 0.7000 | Patterns: 0.3000
Epoch #  4340 | TSS Error: 8.0466 | Correct: 0.7375 | RMS Error: 0.3171
   Epoch #  4340, Layer = 'output'     | Units: 0.7375 | Patterns: 0.4500
Epoch #  4350 | TSS Error: 12.7210 | Correct: 0.6625 | RMS Error: 0.3988
   Epoch #  4350, Layer = 'output'     | Units: 0.6625 | Patterns: 0.2500
Epoch #  4360 | TSS Error: 9.8965 | Correct: 0.7500 | RMS Error: 0.3517
   Epoch #  4360, Layer = 'output'     | Units: 0.7500 | Patterns: 0.4500
Epoch #  4370 | TSS Error: 7.4987 | Correct: 0.7875 | RMS Error: 0.3062
   Epoch #  4370, Layer = 'output'     | Units: 0.7875 | Patterns: 0.5000
Epoch #  4380 | TSS Error: 11.2200 | Correct: 0.7375 | RMS Error: 0.3745
   Epoch #  4380, Layer = 'output'     | Units: 0.7375 | Patterns: 0.4500
Epoch #  4390 | TSS Error: 7.4455 | Correct: 0.6500 | RMS Error: 0.3051
   Epoch #  4390, Layer = 'output'     | Units: 0.6500 | Patterns: 0.3000
Epoch #  4400 | TSS Error: 9.4460 | Correct: 0.8500 | RMS Error: 0.3436
   Epoch #  4400, Layer = 'output'     | Units: 0.8500 | Patterns: 0.7000
Epoch #  4410 | TSS Error: 8.1278 | Correct: 0.7625 | RMS Error: 0.3187
   Epoch #  4410, Layer = 'output'     | Units: 0.7625 | Patterns: 0.5000
Epoch #  4420 | TSS Error: 8.3356 | Correct: 0.7375 | RMS Error: 0.3228
   Epoch #  4420, Layer = 'output'     | Units: 0.7375 | Patterns: 0.4000
Epoch #  4430 | TSS Error: 10.9253 | Correct: 0.7500 | RMS Error: 0.3695
   Epoch #  4430, Layer = 'output'     | Units: 0.7500 | Patterns: 0.4500
Epoch #  4440 | TSS Error: 13.7831 | Correct: 0.7000 | RMS Error: 0.4151
   Epoch #  4440, Layer = 'output'     | Units: 0.7000 | Patterns: 0.4000
Epoch #  4450 | TSS Error: 8.7235 | Correct: 0.7625 | RMS Error: 0.3302
   Epoch #  4450, Layer = 'output'     | Units: 0.7625 | Patterns: 0.4500
Epoch #  4460 | TSS Error: 9.1695 | Correct: 0.6750 | RMS Error: 0.3386
   Epoch #  4460, Layer = 'output'     | Units: 0.6750 | Patterns: 0.2500
Epoch #  4470 | TSS Error: 8.7638 | Correct: 0.8625 | RMS Error: 0.3310
   Epoch #  4470, Layer = 'output'     | Units: 0.8625 | Patterns: 0.7000
Epoch #  4480 | TSS Error: 7.3553 | Correct: 0.7625 | RMS Error: 0.3032
   Epoch #  4480, Layer = 'output'     | Units: 0.7625 | Patterns: 0.5000
Epoch #  4490 | TSS Error: 9.8001 | Correct: 0.8250 | RMS Error: 0.3500
   Epoch #  4490, Layer = 'output'     | Units: 0.8250 | Patterns: 0.6000
Epoch #  4500 | TSS Error: 7.1039 | Correct: 0.8250 | RMS Error: 0.2980
   Epoch #  4500, Layer = 'output'     | Units: 0.8250 | Patterns: 0.6500
Epoch #  4510 | TSS Error: 9.2856 | Correct: 0.7125 | RMS Error: 0.3407
   Epoch #  4510, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4520 | TSS Error: 10.1887 | Correct: 0.7625 | RMS Error: 0.3569
   Epoch #  4520, Layer = 'output'     | Units: 0.7625 | Patterns: 0.5000
Epoch #  4530 | TSS Error: 7.4979 | Correct: 0.7500 | RMS Error: 0.3061
   Epoch #  4530, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4540 | TSS Error: 9.6710 | Correct: 0.7000 | RMS Error: 0.3477
   Epoch #  4540, Layer = 'output'     | Units: 0.7000 | Patterns: 0.3500
Epoch #  4550 | TSS Error: 10.4395 | Correct: 0.7750 | RMS Error: 0.3612
   Epoch #  4550, Layer = 'output'     | Units: 0.7750 | Patterns: 0.5000
Epoch #  4560 | TSS Error: 11.7546 | Correct: 0.6875 | RMS Error: 0.3833
   Epoch #  4560, Layer = 'output'     | Units: 0.6875 | Patterns: 0.3500
Epoch #  4570 | TSS Error: 6.7386 | Correct: 0.7625 | RMS Error: 0.2902
   Epoch #  4570, Layer = 'output'     | Units: 0.7625 | Patterns: 0.5000
Epoch #  4580 | TSS Error: 9.1321 | Correct: 0.7125 | RMS Error: 0.3379
   Epoch #  4580, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4590 | TSS Error: 9.0006 | Correct: 0.7500 | RMS Error: 0.3354
   Epoch #  4590, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4600 | TSS Error: 9.1959 | Correct: 0.7125 | RMS Error: 0.3390
   Epoch #  4600, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4610 | TSS Error: 7.8831 | Correct: 0.7875 | RMS Error: 0.3139
   Epoch #  4610, Layer = 'output'     | Units: 0.7875 | Patterns: 0.4500
Epoch #  4620 | TSS Error: 10.1319 | Correct: 0.6750 | RMS Error: 0.3559
   Epoch #  4620, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3000
Epoch #  4630 | TSS Error: 10.6265 | Correct: 0.7625 | RMS Error: 0.3645
   Epoch #  4630, Layer = 'output'     | Units: 0.7625 | Patterns: 0.5000
Epoch #  4640 | TSS Error: 5.6634 | Correct: 0.7500 | RMS Error: 0.2661
   Epoch #  4640, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4650 | TSS Error: 8.8784 | Correct: 0.8000 | RMS Error: 0.3331
   Epoch #  4650, Layer = 'output'     | Units: 0.8000 | Patterns: 0.6000
Epoch #  4660 | TSS Error: 8.1921 | Correct: 0.7875 | RMS Error: 0.3200
   Epoch #  4660, Layer = 'output'     | Units: 0.7875 | Patterns: 0.4000
Epoch #  4670 | TSS Error: 7.8152 | Correct: 0.6750 | RMS Error: 0.3126
   Epoch #  4670, Layer = 'output'     | Units: 0.6750 | Patterns: 0.3500
Epoch #  4680 | TSS Error: 7.6584 | Correct: 0.7125 | RMS Error: 0.3094
   Epoch #  4680, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4690 | TSS Error: 7.7634 | Correct: 0.7750 | RMS Error: 0.3115
   Epoch #  4690, Layer = 'output'     | Units: 0.7750 | Patterns: 0.5000
Epoch #  4700 | TSS Error: 8.7232 | Correct: 0.6625 | RMS Error: 0.3302
   Epoch #  4700, Layer = 'output'     | Units: 0.6625 | Patterns: 0.2500
Epoch #  4710 | TSS Error: 9.7487 | Correct: 0.7125 | RMS Error: 0.3491
   Epoch #  4710, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4720 | TSS Error: 8.7824 | Correct: 0.7125 | RMS Error: 0.3313
   Epoch #  4720, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4730 | TSS Error: 7.6729 | Correct: 0.7625 | RMS Error: 0.3097
   Epoch #  4730, Layer = 'output'     | Units: 0.7625 | Patterns: 0.5000
Epoch #  4740 | TSS Error: 8.9403 | Correct: 0.7125 | RMS Error: 0.3343
   Epoch #  4740, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4750 | TSS Error: 7.2385 | Correct: 0.7500 | RMS Error: 0.3008
   Epoch #  4750, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4760 | TSS Error: 10.3240 | Correct: 0.7000 | RMS Error: 0.3592
   Epoch #  4760, Layer = 'output'     | Units: 0.7000 | Patterns: 0.3000
Epoch #  4770 | TSS Error: 7.9853 | Correct: 0.7750 | RMS Error: 0.3159
   Epoch #  4770, Layer = 'output'     | Units: 0.7750 | Patterns: 0.3500
Epoch #  4780 | TSS Error: 10.5100 | Correct: 0.6875 | RMS Error: 0.3625
   Epoch #  4780, Layer = 'output'     | Units: 0.6875 | Patterns: 0.4000
Epoch #  4790 | TSS Error: 7.0902 | Correct: 0.7500 | RMS Error: 0.2977
   Epoch #  4790, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4800 | TSS Error: 9.6308 | Correct: 0.7875 | RMS Error: 0.3470
   Epoch #  4800, Layer = 'output'     | Units: 0.7875 | Patterns: 0.4000
Epoch #  4810 | TSS Error: 6.6243 | Correct: 0.7750 | RMS Error: 0.2878
   Epoch #  4810, Layer = 'output'     | Units: 0.7750 | Patterns: 0.4500
Epoch #  4820 | TSS Error: 9.2838 | Correct: 0.7125 | RMS Error: 0.3407
   Epoch #  4820, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4830 | TSS Error: 9.4575 | Correct: 0.6625 | RMS Error: 0.3438
   Epoch #  4830, Layer = 'output'     | Units: 0.6625 | Patterns: 0.2500
Epoch #  4840 | TSS Error: 5.8263 | Correct: 0.7500 | RMS Error: 0.2699
   Epoch #  4840, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4850 | TSS Error: 8.8907 | Correct: 0.6625 | RMS Error: 0.3334
   Epoch #  4850, Layer = 'output'     | Units: 0.6625 | Patterns: 0.2500
Epoch #  4860 | TSS Error: 9.4263 | Correct: 0.7125 | RMS Error: 0.3433
   Epoch #  4860, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4870 | TSS Error: 11.9937 | Correct: 0.7250 | RMS Error: 0.3872
   Epoch #  4870, Layer = 'output'     | Units: 0.7250 | Patterns: 0.3500
Epoch #  4880 | TSS Error: 9.1999 | Correct: 0.7375 | RMS Error: 0.3391
   Epoch #  4880, Layer = 'output'     | Units: 0.7375 | Patterns: 0.5000
Epoch #  4890 | TSS Error: 12.2559 | Correct: 0.7125 | RMS Error: 0.3914
   Epoch #  4890, Layer = 'output'     | Units: 0.7125 | Patterns: 0.3000
Epoch #  4900 | TSS Error: 5.3608 | Correct: 0.7875 | RMS Error: 0.2589
   Epoch #  4900, Layer = 'output'     | Units: 0.7875 | Patterns: 0.5000
Epoch #  4910 | TSS Error: 9.2170 | Correct: 0.7125 | RMS Error: 0.3394
   Epoch #  4910, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4920 | TSS Error: 6.9314 | Correct: 0.7500 | RMS Error: 0.2944
   Epoch #  4920, Layer = 'output'     | Units: 0.7500 | Patterns: 0.4000
Epoch #  4930 | TSS Error: 7.4710 | Correct: 0.8250 | RMS Error: 0.3056
   Epoch #  4930, Layer = 'output'     | Units: 0.8250 | Patterns: 0.6500
Epoch #  4940 | TSS Error: 6.9191 | Correct: 0.7750 | RMS Error: 0.2941
   Epoch #  4940, Layer = 'output'     | Units: 0.7750 | Patterns: 0.4500
Epoch #  4950 | TSS Error: 9.5599 | Correct: 0.7125 | RMS Error: 0.3457
   Epoch #  4950, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  4960 | TSS Error: 5.8236 | Correct: 0.7500 | RMS Error: 0.2698
   Epoch #  4960, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #  4970 | TSS Error: 10.4967 | Correct: 0.8125 | RMS Error: 0.3622
   Epoch #  4970, Layer = 'output'     | Units: 0.8125 | Patterns: 0.5000
Epoch #  4980 | TSS Error: 7.4745 | Correct: 0.7750 | RMS Error: 0.3057
   Epoch #  4980, Layer = 'output'     | Units: 0.7750 | Patterns: 0.5000
Epoch #  4990 | TSS Error: 9.6993 | Correct: 0.7125 | RMS Error: 0.3482
   Epoch #  4990, Layer = 'output'     | Units: 0.7125 | Patterns: 0.4500
Epoch #  5000 | TSS Error: 11.1612 | Correct: 0.5875 | RMS Error: 0.3735
   Epoch #  5000, Layer = 'output'     | Units: 0.5875 | Patterns: 0.2000
Reset limit reached; ending without reaching goal
----------------------------------------------------
Final #  5000 | TSS Error: 11.1612 | Correct: 0.5875 | RMS Error: 0.3735
   Final #  5000, Layer = 'output'     | Units: 0.5875 | Patterns: 0.2000
----------------------------------------------------
>>> test()
Variations	0	1	2	3	4	5	6	7	8	9	
Shape 0		0 	0 	0 	0 	0 	0 	0 	0 	0 	0 	
Shape 1		1 	1 	1 	1 	1 	1 	1 	1 	1 	1 	
Shape 2		1 X 	1 X 	1 X 	1 X 	1 X 	1 X 	1 X 	1 X 	1 X 	1 X 	
Shape 3		3 	3 	3 	3 	3 	3 	1 X 	3 	3 	1 X 	
# wrong: 12
>>> 
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch #    10 | TSS Error: 16.8287 | Correct: 0.2250 | RMS Error: 0.4586
   Epoch #    10, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #    20 | TSS Error: 17.4838 | Correct: 0.2875 | RMS Error: 0.4675
   Epoch #    20, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #    30 | TSS Error: 17.1115 | Correct: 0.4750 | RMS Error: 0.4625
   Epoch #    30, Layer = 'output'     | Units: 0.4750 | Patterns: 0.0000
Epoch #    40 | TSS Error: 12.3603 | Correct: 0.4875 | RMS Error: 0.3931
   Epoch #    40, Layer = 'output'     | Units: 0.4875 | Patterns: 0.0000
Epoch #    50 | TSS Error: 7.3752 | Correct: 0.5875 | RMS Error: 0.3036
   Epoch #    50, Layer = 'output'     | Units: 0.5875 | Patterns: 0.0500
Epoch #    60 | TSS Error: 11.9811 | Correct: 0.6625 | RMS Error: 0.3870
   Epoch #    60, Layer = 'output'     | Units: 0.6625 | Patterns: 0.2500
Epoch #    70 | TSS Error: 8.5214 | Correct: 0.7375 | RMS Error: 0.3264
   Epoch #    70, Layer = 'output'     | Units: 0.7375 | Patterns: 0.4500
Epoch #    80 | TSS Error: 9.4335 | Correct: 0.8375 | RMS Error: 0.3434
   Epoch #    80, Layer = 'output'     | Units: 0.8375 | Patterns: 0.6500
Epoch #    90 | TSS Error: 8.7422 | Correct: 0.7750 | RMS Error: 0.3306
   Epoch #    90, Layer = 'output'     | Units: 0.7750 | Patterns: 0.5000
Epoch #   100 | TSS Error: 8.5164 | Correct: 0.7375 | RMS Error: 0.3263
   Epoch #   100, Layer = 'output'     | Units: 0.7375 | Patterns: 0.4000
Epoch #   110 | TSS Error: 6.5552 | Correct: 0.7500 | RMS Error: 0.2863
   Epoch #   110, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   120 | TSS Error: 4.7052 | Correct: 0.7250 | RMS Error: 0.2425
   Epoch #   120, Layer = 'output'     | Units: 0.7250 | Patterns: 0.2000
Epoch #   130 | TSS Error: 8.5278 | Correct: 0.7000 | RMS Error: 0.3265
   Epoch #   130, Layer = 'output'     | Units: 0.7000 | Patterns: 0.3000
Epoch #   140 | TSS Error: 6.7753 | Correct: 0.7500 | RMS Error: 0.2910
   Epoch #   140, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #   150 | TSS Error: 5.8267 | Correct: 0.7625 | RMS Error: 0.2699
   Epoch #   150, Layer = 'output'     | Units: 0.7625 | Patterns: 0.5000
Epoch #   160 | TSS Error: 9.3387 | Correct: 0.7250 | RMS Error: 0.3417
   Epoch #   160, Layer = 'output'     | Units: 0.7250 | Patterns: 0.4500
Epoch #   170 | TSS Error: 3.7740 | Correct: 0.8750 | RMS Error: 0.2172
   Epoch #   170, Layer = 'output'     | Units: 0.8750 | Patterns: 0.6000
Epoch #   180 | TSS Error: 3.5709 | Correct: 0.8875 | RMS Error: 0.2113
   Epoch #   180, Layer = 'output'     | Units: 0.8875 | Patterns: 0.7000
Epoch #   190 | TSS Error: 2.1419 | Correct: 0.9750 | RMS Error: 0.1636
   Epoch #   190, Layer = 'output'     | Units: 0.9750 | Patterns: 0.9500
----------------------------------------------------
Final #   195 | TSS Error: 0.3814 | Correct: 1.0000 | RMS Error: 0.0690
   Final #   195, Layer = 'output'     | Units: 1.0000 | Patterns: 1.0000
----------------------------------------------------
>>> test()
Variations	0	1	2	3	4	5	6	7	8	9	
Shape 0		0 	0 	0 	0 	0 	0 	0 	0 	0 	0 	
Shape 1		1 	1 	1 	1 	1 	1 	3 X 	1 	1 	3 X 	
Shape 2		2 	2 	2 	2 	2 	2 	2 	2 	2 	0 X 	
Shape 3		3 	3 	3 	3 	3 	3 	1 X 	3 	3 	1 X 	
# wrong: 5
>>> 
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch #    10 | TSS Error: 17.6256 | Correct: 0.4250 | RMS Error: 0.4694
   Epoch #    10, Layer = 'output'     | Units: 0.4250 | Patterns: 0.0000
Epoch #    20 | TSS Error: 15.1880 | Correct: 0.5625 | RMS Error: 0.4357
   Epoch #    20, Layer = 'output'     | Units: 0.5625 | Patterns: 0.1500
Epoch #    30 | TSS Error: 12.2613 | Correct: 0.4875 | RMS Error: 0.3915
   Epoch #    30, Layer = 'output'     | Units: 0.4875 | Patterns: 0.0000
Epoch #    40 | TSS Error: 11.9168 | Correct: 0.5125 | RMS Error: 0.3860
   Epoch #    40, Layer = 'output'     | Units: 0.5125 | Patterns: 0.0000
Epoch #    50 | TSS Error: 9.7887 | Correct: 0.5625 | RMS Error: 0.3498
   Epoch #    50, Layer = 'output'     | Units: 0.5625 | Patterns: 0.1000
Epoch #    60 | TSS Error: 5.6659 | Correct: 0.7500 | RMS Error: 0.2661
   Epoch #    60, Layer = 'output'     | Units: 0.7500 | Patterns: 0.5000
Epoch #    70 | TSS Error: 6.6872 | Correct: 0.8000 | RMS Error: 0.2891
   Epoch #    70, Layer = 'output'     | Units: 0.8000 | Patterns: 0.6000
Epoch #    80 | TSS Error: 12.9280 | Correct: 0.7250 | RMS Error: 0.4020
   Epoch #    80, Layer = 'output'     | Units: 0.7250 | Patterns: 0.4500
----------------------------------------------------
Final #    87 | TSS Error: 0.3510 | Correct: 1.0000 | RMS Error: 0.0662
   Final #    87, Layer = 'output'     | Units: 1.0000 | Patterns: 1.0000
----------------------------------------------------
>>> 
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5

Traceback (most recent call last):
  File "<pyshell#9>", line 1, in -toplevel-
    train()
  File "C:\Documents and Settings\compsci\Desktop\Code\test.py", line 28, in train
    if inputList[k][l-1] == 1 & inputList [k][l+1] == 0:
TypeError: unsupported operand type(s) for &: 'int' and 'float'
>>> 
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5

Traceback (most recent call last):
  File "<pyshell#10>", line 1, in -toplevel-
    train()
  File "C:\Documents and Settings\compsci\Desktop\Code\test.py", line 28, in train
    if inputList[k][l-1] == 1.0 & inputList [k][l+1] == 0.0:
TypeError: unsupported operand type(s) for &: 'float' and 'float'
>>> 
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5

Traceback (most recent call last):
  File "<pyshell#11>", line 1, in -toplevel-
    train()
  File "C:\Documents and Settings\compsci\Desktop\Code\test.py", line 28, in train
    if inputList[k][l-1] == 1.0 and inputList [k][l+1] == 0.0:
IndexError: list index out of range
>>> 
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch #    10 | TSS Error: 16.0940 | Correct: 0.3625 | RMS Error: 0.4485
   Epoch #    10, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #    20 | TSS Error: 17.0570 | Correct: 0.3125 | RMS Error: 0.4617
   Epoch #    20, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #    30 | TSS Error: 17.6538 | Correct: 0.3125 | RMS Error: 0.4698
   Epoch #    30, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #    40 | TSS Error: 17.3694 | Correct: 0.5375 | RMS Error: 0.4660
   Epoch #    40, Layer = 'output'     | Units: 0.5375 | Patterns: 0.0000
Epoch #    50 | TSS Error: 17.1725 | Correct: 0.3250 | RMS Error: 0.4633
   Epoch #    50, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #    60 | TSS Error: 17.4423 | Correct: 0.2500 | RMS Error: 0.4669
   Epoch #    60, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #    70 | TSS Error: 16.2805 | Correct: 0.3250 | RMS Error: 0.4511
   Epoch #    70, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #    80 | TSS Error: 15.8708 | Correct: 0.3500 | RMS Error: 0.4454
   Epoch #    80, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #    90 | TSS Error: 16.6317 | Correct: 0.3375 | RMS Error: 0.4560
   Epoch #    90, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #   100 | TSS Error: 18.8767 | Correct: 0.4000 | RMS Error: 0.4858
   Epoch #   100, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #   110 | TSS Error: 17.0963 | Correct: 0.4375 | RMS Error: 0.4623
   Epoch #   110, Layer = 'output'     | Units: 0.4375 | Patterns: 0.0000
Epoch #   120 | TSS Error: 15.9409 | Correct: 0.3000 | RMS Error: 0.4464
   Epoch #   120, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #   130 | TSS Error: 17.2814 | Correct: 0.3875 | RMS Error: 0.4648
   Epoch #   130, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #   140 | TSS Error: 16.6273 | Correct: 0.2375 | RMS Error: 0.4559
   Epoch #   140, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #   150 | TSS Error: 16.4389 | Correct: 0.1750 | RMS Error: 0.4533
   Epoch #   150, Layer = 'output'     | Units: 0.1750 | Patterns: 0.0000
Epoch #   160 | TSS Error: 16.7238 | Correct: 0.3500 | RMS Error: 0.4572
   Epoch #   160, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #   170 | TSS Error: 16.7672 | Correct: 0.5000 | RMS Error: 0.4578
   Epoch #   170, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #   180 | TSS Error: 16.8264 | Correct: 0.3250 | RMS Error: 0.4586
   Epoch #   180, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #   190 | TSS Error: 16.4339 | Correct: 0.1125 | RMS Error: 0.4532
   Epoch #   190, Layer = 'output'     | Units: 0.1125 | Patterns: 0.0000
Epoch #   200 | TSS Error: 17.4415 | Correct: 0.4625 | RMS Error: 0.4669
   Epoch #   200, Layer = 'output'     | Units: 0.4625 | Patterns: 0.0000
Epoch #   210 | TSS Error: 16.0997 | Correct: 0.2375 | RMS Error: 0.4486
   Epoch #   210, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #   220 | TSS Error: 18.3013 | Correct: 0.2750 | RMS Error: 0.4783
   Epoch #   220, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #   230 | TSS Error: 16.3792 | Correct: 0.3250 | RMS Error: 0.4525
   Epoch #   230, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #   240 | TSS Error: 16.4865 | Correct: 0.2250 | RMS Error: 0.4540
   Epoch #   240, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #   250 | TSS Error: 15.9711 | Correct: 0.2500 | RMS Error: 0.4468
   Epoch #   250, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #   260 | TSS Error: 16.4008 | Correct: 0.2500 | RMS Error: 0.4528
   Epoch #   260, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #   270 | TSS Error: 16.8874 | Correct: 0.3750 | RMS Error: 0.4594
   Epoch #   270, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #   280 | TSS Error: 16.5752 | Correct: 0.3625 | RMS Error: 0.4552
   Epoch #   280, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #   290 | TSS Error: 17.4002 | Correct: 0.3000 | RMS Error: 0.4664
   Epoch #   290, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #   300 | TSS Error: 15.9692 | Correct: 0.1875 | RMS Error: 0.4468
   Epoch #   300, Layer = 'output'     | Units: 0.1875 | Patterns: 0.0000
Epoch #   310 | TSS Error: 16.7933 | Correct: 0.2875 | RMS Error: 0.4582
   Epoch #   310, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #   320 | TSS Error: 17.6832 | Correct: 0.2500 | RMS Error: 0.4701
   Epoch #   320, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #   330 | TSS Error: 16.9344 | Correct: 0.3250 | RMS Error: 0.4601
   Epoch #   330, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #   340 | TSS Error: 16.6749 | Correct: 0.1875 | RMS Error: 0.4565
   Epoch #   340, Layer = 'output'     | Units: 0.1875 | Patterns: 0.0000
Epoch #   350 | TSS Error: 16.2965 | Correct: 0.2250 | RMS Error: 0.4513
   Epoch #   350, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #   360 | TSS Error: 16.9732 | Correct: 0.4125 | RMS Error: 0.4606
   Epoch #   360, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #   370 | TSS Error: 16.7372 | Correct: 0.3000 | RMS Error: 0.4574
   Epoch #   370, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #   380 | TSS Error: 16.5336 | Correct: 0.3875 | RMS Error: 0.4546
   Epoch #   380, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #   390 | TSS Error: 17.7707 | Correct: 0.3000 | RMS Error: 0.4713
   Epoch #   390, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #   400 | TSS Error: 16.8029 | Correct: 0.1500 | RMS Error: 0.4583
   Epoch #   400, Layer = 'output'     | Units: 0.1500 | Patterns: 0.0000
Epoch #   410 | TSS Error: 16.3529 | Correct: 0.4125 | RMS Error: 0.4521
   Epoch #   410, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #   420 | TSS Error: 17.4968 | Correct: 0.2875 | RMS Error: 0.4677
   Epoch #   420, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #   430 | TSS Error: 16.9623 | Correct: 0.3250 | RMS Error: 0.4605
   Epoch #   430, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #   440 | TSS Error: 16.1512 | Correct: 0.2750 | RMS Error: 0.4493
   Epoch #   440, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #   450 | TSS Error: 17.3612 | Correct: 0.3500 | RMS Error: 0.4658
   Epoch #   450, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #   460 | TSS Error: 15.9025 | Correct: 0.4000 | RMS Error: 0.4458
   Epoch #   460, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #   470 | TSS Error: 17.4019 | Correct: 0.3500 | RMS Error: 0.4664
   Epoch #   470, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #   480 | TSS Error: 16.3394 | Correct: 0.2500 | RMS Error: 0.4519
   Epoch #   480, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #   490 | TSS Error: 18.4874 | Correct: 0.4125 | RMS Error: 0.4807
   Epoch #   490, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #   500 | TSS Error: 16.2685 | Correct: 0.2375 | RMS Error: 0.4510
   Epoch #   500, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #   510 | TSS Error: 16.4847 | Correct: 0.2875 | RMS Error: 0.4539
   Epoch #   510, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #   520 | TSS Error: 17.1889 | Correct: 0.2500 | RMS Error: 0.4635
   Epoch #   520, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #   530 | TSS Error: 16.3234 | Correct: 0.3625 | RMS Error: 0.4517
   Epoch #   530, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #   540 | TSS Error: 17.1559 | Correct: 0.2625 | RMS Error: 0.4631
   Epoch #   540, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #   550 | TSS Error: 16.1651 | Correct: 0.3375 | RMS Error: 0.4495
   Epoch #   550, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #   560 | TSS Error: 16.3937 | Correct: 0.2750 | RMS Error: 0.4527
   Epoch #   560, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #   570 | TSS Error: 16.7563 | Correct: 0.2625 | RMS Error: 0.4577
   Epoch #   570, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #   580 | TSS Error: 16.7248 | Correct: 0.2750 | RMS Error: 0.4572
   Epoch #   580, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #   590 | TSS Error: 16.7608 | Correct: 0.2750 | RMS Error: 0.4577
   Epoch #   590, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #   600 | TSS Error: 16.5129 | Correct: 0.3375 | RMS Error: 0.4543
   Epoch #   600, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #   610 | TSS Error: 17.2037 | Correct: 0.2125 | RMS Error: 0.4637
   Epoch #   610, Layer = 'output'     | Units: 0.2125 | Patterns: 0.0000
Epoch #   620 | TSS Error: 17.6544 | Correct: 0.4125 | RMS Error: 0.4698
   Epoch #   620, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #   630 | TSS Error: 16.3551 | Correct: 0.2625 | RMS Error: 0.4521
   Epoch #   630, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #   640 | TSS Error: 16.3276 | Correct: 0.4000 | RMS Error: 0.4518
   Epoch #   640, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #   650 | TSS Error: 16.4141 | Correct: 0.2000 | RMS Error: 0.4530
   Epoch #   650, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #   660 | TSS Error: 16.6339 | Correct: 0.2750 | RMS Error: 0.4560
   Epoch #   660, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #   670 | TSS Error: 16.9864 | Correct: 0.2375 | RMS Error: 0.4608
   Epoch #   670, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #   680 | TSS Error: 16.5852 | Correct: 0.3250 | RMS Error: 0.4553
   Epoch #   680, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #   690 | TSS Error: 16.3747 | Correct: 0.2750 | RMS Error: 0.4524
   Epoch #   690, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #   700 | TSS Error: 15.8899 | Correct: 0.3750 | RMS Error: 0.4457
   Epoch #   700, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #   710 | TSS Error: 16.8795 | Correct: 0.3500 | RMS Error: 0.4593
   Epoch #   710, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #   720 | TSS Error: 17.0474 | Correct: 0.1125 | RMS Error: 0.4616
   Epoch #   720, Layer = 'output'     | Units: 0.1125 | Patterns: 0.0000
Epoch #   730 | TSS Error: 17.2181 | Correct: 0.1625 | RMS Error: 0.4639
   Epoch #   730, Layer = 'output'     | Units: 0.1625 | Patterns: 0.0000
Epoch #   740 | TSS Error: 16.3848 | Correct: 0.2500 | RMS Error: 0.4526
   Epoch #   740, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #   750 | TSS Error: 16.7134 | Correct: 0.2875 | RMS Error: 0.4571
   Epoch #   750, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #   760 | TSS Error: 16.6467 | Correct: 0.2625 | RMS Error: 0.4562
   Epoch #   760, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #   770 | TSS Error: 16.8901 | Correct: 0.1625 | RMS Error: 0.4595
   Epoch #   770, Layer = 'output'     | Units: 0.1625 | Patterns: 0.0000
Epoch #   780 | TSS Error: 17.7512 | Correct: 0.3875 | RMS Error: 0.4711
   Epoch #   780, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #   790 | TSS Error: 17.5575 | Correct: 0.4625 | RMS Error: 0.4685
   Epoch #   790, Layer = 'output'     | Units: 0.4625 | Patterns: 0.0000
Epoch #   800 | TSS Error: 18.2856 | Correct: 0.4750 | RMS Error: 0.4781
   Epoch #   800, Layer = 'output'     | Units: 0.4750 | Patterns: 0.0000
Epoch #   810 | TSS Error: 16.3910 | Correct: 0.3500 | RMS Error: 0.4526
   Epoch #   810, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #   820 | TSS Error: 17.0050 | Correct: 0.2625 | RMS Error: 0.4610
   Epoch #   820, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #   830 | TSS Error: 15.6509 | Correct: 0.2875 | RMS Error: 0.4423
   Epoch #   830, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #   840 | TSS Error: 16.8345 | Correct: 0.3500 | RMS Error: 0.4587
   Epoch #   840, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #   850 | TSS Error: 16.3540 | Correct: 0.3000 | RMS Error: 0.4521
   Epoch #   850, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #   860 | TSS Error: 16.8019 | Correct: 0.4500 | RMS Error: 0.4583
   Epoch #   860, Layer = 'output'     | Units: 0.4500 | Patterns: 0.0000
Epoch #   870 | TSS Error: 16.2844 | Correct: 0.2875 | RMS Error: 0.4512
   Epoch #   870, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #   880 | TSS Error: 16.5791 | Correct: 0.4000 | RMS Error: 0.4552
   Epoch #   880, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #   890 | TSS Error: 18.1833 | Correct: 0.4000 | RMS Error: 0.4768
   Epoch #   890, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #   900 | TSS Error: 17.3616 | Correct: 0.3125 | RMS Error: 0.4659
   Epoch #   900, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #   910 | TSS Error: 17.1809 | Correct: 0.3250 | RMS Error: 0.4634
   Epoch #   910, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #   920 | TSS Error: 17.4449 | Correct: 0.2375 | RMS Error: 0.4670
   Epoch #   920, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #   930 | TSS Error: 17.1899 | Correct: 0.3125 | RMS Error: 0.4635
   Epoch #   930, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #   940 | TSS Error: 16.7526 | Correct: 0.1875 | RMS Error: 0.4576
   Epoch #   940, Layer = 'output'     | Units: 0.1875 | Patterns: 0.0000
Epoch #   950 | TSS Error: 16.2607 | Correct: 0.1750 | RMS Error: 0.4508
   Epoch #   950, Layer = 'output'     | Units: 0.1750 | Patterns: 0.0000
Epoch #   960 | TSS Error: 18.3400 | Correct: 0.3750 | RMS Error: 0.4788
   Epoch #   960, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #   970 | TSS Error: 16.7177 | Correct: 0.3750 | RMS Error: 0.4571
   Epoch #   970, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #   980 | TSS Error: 16.2973 | Correct: 0.4125 | RMS Error: 0.4513
   Epoch #   980, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #   990 | TSS Error: 16.8724 | Correct: 0.3375 | RMS Error: 0.4592
   Epoch #   990, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  1000 | TSS Error: 16.9378 | Correct: 0.2875 | RMS Error: 0.4601
   Epoch #  1000, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  1010 | TSS Error: 17.0142 | Correct: 0.4625 | RMS Error: 0.4612
   Epoch #  1010, Layer = 'output'     | Units: 0.4625 | Patterns: 0.0000
Epoch #  1020 | TSS Error: 16.1710 | Correct: 0.3625 | RMS Error: 0.4496
   Epoch #  1020, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  1030 | TSS Error: 16.5395 | Correct: 0.2375 | RMS Error: 0.4547
   Epoch #  1030, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  1040 | TSS Error: 16.6832 | Correct: 0.3000 | RMS Error: 0.4567
   Epoch #  1040, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  1050 | TSS Error: 17.1940 | Correct: 0.3125 | RMS Error: 0.4636
   Epoch #  1050, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  1060 | TSS Error: 16.6660 | Correct: 0.3125 | RMS Error: 0.4564
   Epoch #  1060, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  1070 | TSS Error: 15.9780 | Correct: 0.3125 | RMS Error: 0.4469
   Epoch #  1070, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  1080 | TSS Error: 17.2242 | Correct: 0.2375 | RMS Error: 0.4640
   Epoch #  1080, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  1090 | TSS Error: 17.0700 | Correct: 0.2000 | RMS Error: 0.4619
   Epoch #  1090, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #  1100 | TSS Error: 17.6834 | Correct: 0.2250 | RMS Error: 0.4702
   Epoch #  1100, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  1110 | TSS Error: 16.3673 | Correct: 0.4375 | RMS Error: 0.4523
   Epoch #  1110, Layer = 'output'     | Units: 0.4375 | Patterns: 0.0000
Epoch #  1120 | TSS Error: 17.1490 | Correct: 0.3375 | RMS Error: 0.4630
   Epoch #  1120, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  1130 | TSS Error: 17.1392 | Correct: 0.3375 | RMS Error: 0.4629
   Epoch #  1130, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  1140 | TSS Error: 16.3756 | Correct: 0.3750 | RMS Error: 0.4524
   Epoch #  1140, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  1150 | TSS Error: 17.4487 | Correct: 0.4000 | RMS Error: 0.4670
   Epoch #  1150, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  1160 | TSS Error: 16.7541 | Correct: 0.3125 | RMS Error: 0.4576
   Epoch #  1160, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  1170 | TSS Error: 16.7683 | Correct: 0.3000 | RMS Error: 0.4578
   Epoch #  1170, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  1180 | TSS Error: 16.8194 | Correct: 0.2625 | RMS Error: 0.4585
   Epoch #  1180, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  1190 | TSS Error: 16.4882 | Correct: 0.1500 | RMS Error: 0.4540
   Epoch #  1190, Layer = 'output'     | Units: 0.1500 | Patterns: 0.0000
Epoch #  1200 | TSS Error: 16.3257 | Correct: 0.3750 | RMS Error: 0.4517
   Epoch #  1200, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  1210 | TSS Error: 17.0508 | Correct: 0.3125 | RMS Error: 0.4617
   Epoch #  1210, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  1220 | TSS Error: 16.3870 | Correct: 0.2250 | RMS Error: 0.4526
   Epoch #  1220, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  1230 | TSS Error: 16.0646 | Correct: 0.3750 | RMS Error: 0.4481
   Epoch #  1230, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  1240 | TSS Error: 16.1604 | Correct: 0.3250 | RMS Error: 0.4495
   Epoch #  1240, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  1250 | TSS Error: 16.3912 | Correct: 0.4250 | RMS Error: 0.4526
   Epoch #  1250, Layer = 'output'     | Units: 0.4250 | Patterns: 0.0000
Epoch #  1260 | TSS Error: 16.9097 | Correct: 0.3000 | RMS Error: 0.4598
   Epoch #  1260, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  1270 | TSS Error: 16.3308 | Correct: 0.3250 | RMS Error: 0.4518
   Epoch #  1270, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  1280 | TSS Error: 16.4845 | Correct: 0.2625 | RMS Error: 0.4539
   Epoch #  1280, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  1290 | TSS Error: 15.7123 | Correct: 0.3250 | RMS Error: 0.4432
   Epoch #  1290, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  1300 | TSS Error: 16.4543 | Correct: 0.2250 | RMS Error: 0.4535
   Epoch #  1300, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  1310 | TSS Error: 17.3093 | Correct: 0.4000 | RMS Error: 0.4652
   Epoch #  1310, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  1320 | TSS Error: 17.3225 | Correct: 0.4000 | RMS Error: 0.4653
   Epoch #  1320, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  1330 | TSS Error: 16.6536 | Correct: 0.2750 | RMS Error: 0.4563
   Epoch #  1330, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  1340 | TSS Error: 16.0678 | Correct: 0.2500 | RMS Error: 0.4482
   Epoch #  1340, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  1350 | TSS Error: 16.1836 | Correct: 0.3250 | RMS Error: 0.4498
   Epoch #  1350, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  1360 | TSS Error: 16.9048 | Correct: 0.1625 | RMS Error: 0.4597
   Epoch #  1360, Layer = 'output'     | Units: 0.1625 | Patterns: 0.0000
Epoch #  1370 | TSS Error: 17.1021 | Correct: 0.2500 | RMS Error: 0.4624
   Epoch #  1370, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  1380 | TSS Error: 15.8160 | Correct: 0.2625 | RMS Error: 0.4446
   Epoch #  1380, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  1390 | TSS Error: 16.6441 | Correct: 0.3125 | RMS Error: 0.4561
   Epoch #  1390, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  1400 | TSS Error: 16.8050 | Correct: 0.2625 | RMS Error: 0.4583
   Epoch #  1400, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  1410 | TSS Error: 15.7691 | Correct: 0.2500 | RMS Error: 0.4440
   Epoch #  1410, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  1420 | TSS Error: 16.2181 | Correct: 0.3625 | RMS Error: 0.4503
   Epoch #  1420, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  1430 | TSS Error: 16.6004 | Correct: 0.5000 | RMS Error: 0.4555
   Epoch #  1430, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1440 | TSS Error: 16.7797 | Correct: 0.2875 | RMS Error: 0.4580
   Epoch #  1440, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  1450 | TSS Error: 16.1566 | Correct: 0.1125 | RMS Error: 0.4494
   Epoch #  1450, Layer = 'output'     | Units: 0.1125 | Patterns: 0.0000
Epoch #  1460 | TSS Error: 15.9668 | Correct: 0.2750 | RMS Error: 0.4467
   Epoch #  1460, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  1470 | TSS Error: 16.6663 | Correct: 0.2875 | RMS Error: 0.4564
   Epoch #  1470, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  1480 | TSS Error: 17.1331 | Correct: 0.3125 | RMS Error: 0.4628
   Epoch #  1480, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  1490 | TSS Error: 17.0877 | Correct: 0.2875 | RMS Error: 0.4622
   Epoch #  1490, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  1500 | TSS Error: 15.4944 | Correct: 0.3250 | RMS Error: 0.4401
   Epoch #  1500, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  1510 | TSS Error: 16.3127 | Correct: 0.3375 | RMS Error: 0.4516
   Epoch #  1510, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  1520 | TSS Error: 16.6510 | Correct: 0.3000 | RMS Error: 0.4562
   Epoch #  1520, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  1530 | TSS Error: 16.6822 | Correct: 0.2875 | RMS Error: 0.4566
   Epoch #  1530, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  1540 | TSS Error: 15.6743 | Correct: 0.2500 | RMS Error: 0.4426
   Epoch #  1540, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  1550 | TSS Error: 16.5345 | Correct: 0.3125 | RMS Error: 0.4546
   Epoch #  1550, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  1560 | TSS Error: 16.4133 | Correct: 0.1875 | RMS Error: 0.4530
   Epoch #  1560, Layer = 'output'     | Units: 0.1875 | Patterns: 0.0000
Epoch #  1570 | TSS Error: 17.0657 | Correct: 0.4125 | RMS Error: 0.4619
   Epoch #  1570, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #  1580 | TSS Error: 17.7357 | Correct: 0.2875 | RMS Error: 0.4708
   Epoch #  1580, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  1590 | TSS Error: 16.0292 | Correct: 0.4000 | RMS Error: 0.4476
   Epoch #  1590, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  1600 | TSS Error: 17.0864 | Correct: 0.2500 | RMS Error: 0.4621
   Epoch #  1600, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  1610 | TSS Error: 18.1276 | Correct: 0.2750 | RMS Error: 0.4760
   Epoch #  1610, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  1620 | TSS Error: 17.2878 | Correct: 0.2500 | RMS Error: 0.4649
   Epoch #  1620, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  1630 | TSS Error: 17.5404 | Correct: 0.4250 | RMS Error: 0.4682
   Epoch #  1630, Layer = 'output'     | Units: 0.4250 | Patterns: 0.0000
Epoch #  1640 | TSS Error: 16.3966 | Correct: 0.2750 | RMS Error: 0.4527
   Epoch #  1640, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  1650 | TSS Error: 16.5252 | Correct: 0.2000 | RMS Error: 0.4545
   Epoch #  1650, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #  1660 | TSS Error: 16.3844 | Correct: 0.3250 | RMS Error: 0.4526
   Epoch #  1660, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  1670 | TSS Error: 16.1777 | Correct: 0.1750 | RMS Error: 0.4497
   Epoch #  1670, Layer = 'output'     | Units: 0.1750 | Patterns: 0.0000
Epoch #  1680 | TSS Error: 15.9495 | Correct: 0.3750 | RMS Error: 0.4465
   Epoch #  1680, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  1690 | TSS Error: 17.3223 | Correct: 0.2750 | RMS Error: 0.4653
   Epoch #  1690, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  1700 | TSS Error: 16.7685 | Correct: 0.3625 | RMS Error: 0.4578
   Epoch #  1700, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  1710 | TSS Error: 16.8665 | Correct: 0.3625 | RMS Error: 0.4592
   Epoch #  1710, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  1720 | TSS Error: 16.7366 | Correct: 0.2875 | RMS Error: 0.4574
   Epoch #  1720, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  1730 | TSS Error: 18.1748 | Correct: 0.3375 | RMS Error: 0.4766
   Epoch #  1730, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  1740 | TSS Error: 16.8947 | Correct: 0.2375 | RMS Error: 0.4595
   Epoch #  1740, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  1750 | TSS Error: 16.3902 | Correct: 0.3625 | RMS Error: 0.4526
   Epoch #  1750, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  1760 | TSS Error: 16.5215 | Correct: 0.2500 | RMS Error: 0.4544
   Epoch #  1760, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  1770 | TSS Error: 17.0972 | Correct: 0.2250 | RMS Error: 0.4623
   Epoch #  1770, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  1780 | TSS Error: 17.0792 | Correct: 0.2875 | RMS Error: 0.4620
   Epoch #  1780, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  1790 | TSS Error: 16.3762 | Correct: 0.3500 | RMS Error: 0.4524
   Epoch #  1790, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  1800 | TSS Error: 16.7458 | Correct: 0.2500 | RMS Error: 0.4575
   Epoch #  1800, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  1810 | TSS Error: 16.3304 | Correct: 0.1625 | RMS Error: 0.4518
   Epoch #  1810, Layer = 'output'     | Units: 0.1625 | Patterns: 0.0000
Epoch #  1820 | TSS Error: 16.1719 | Correct: 0.2875 | RMS Error: 0.4496
   Epoch #  1820, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  1830 | TSS Error: 17.9994 | Correct: 0.3250 | RMS Error: 0.4743
   Epoch #  1830, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  1840 | TSS Error: 16.1881 | Correct: 0.2625 | RMS Error: 0.4498
   Epoch #  1840, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  1850 | TSS Error: 16.3639 | Correct: 0.4375 | RMS Error: 0.4523
   Epoch #  1850, Layer = 'output'     | Units: 0.4375 | Patterns: 0.0000
Epoch #  1860 | TSS Error: 16.5579 | Correct: 0.3250 | RMS Error: 0.4549
   Epoch #  1860, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  1870 | TSS Error: 16.3160 | Correct: 0.2750 | RMS Error: 0.4516
   Epoch #  1870, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  1880 | TSS Error: 16.8643 | Correct: 0.5000 | RMS Error: 0.4591
   Epoch #  1880, Layer = 'output'     | Units: 0.5000 | Patterns: 0.0000
Epoch #  1890 | TSS Error: 15.9584 | Correct: 0.2375 | RMS Error: 0.4466
   Epoch #  1890, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  1900 | TSS Error: 16.8786 | Correct: 0.3000 | RMS Error: 0.4593
   Epoch #  1900, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  1910 | TSS Error: 16.4423 | Correct: 0.3750 | RMS Error: 0.4534
   Epoch #  1910, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  1920 | TSS Error: 16.8032 | Correct: 0.2250 | RMS Error: 0.4583
   Epoch #  1920, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  1930 | TSS Error: 17.2142 | Correct: 0.3500 | RMS Error: 0.4639
   Epoch #  1930, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  1940 | TSS Error: 17.4312 | Correct: 0.2625 | RMS Error: 0.4668
   Epoch #  1940, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  1950 | TSS Error: 16.2581 | Correct: 0.2875 | RMS Error: 0.4508
   Epoch #  1950, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  1960 | TSS Error: 16.2634 | Correct: 0.2125 | RMS Error: 0.4509
   Epoch #  1960, Layer = 'output'     | Units: 0.2125 | Patterns: 0.0000
Epoch #  1970 | TSS Error: 16.9132 | Correct: 0.2625 | RMS Error: 0.4598
   Epoch #  1970, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  1980 | TSS Error: 15.8740 | Correct: 0.1375 | RMS Error: 0.4454
   Epoch #  1980, Layer = 'output'     | Units: 0.1375 | Patterns: 0.0000
Epoch #  1990 | TSS Error: 17.0465 | Correct: 0.3500 | RMS Error: 0.4616
   Epoch #  1990, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  2000 | TSS Error: 17.0526 | Correct: 0.4500 | RMS Error: 0.4617
   Epoch #  2000, Layer = 'output'     | Units: 0.4500 | Patterns: 0.0000
Epoch #  2010 | TSS Error: 16.9628 | Correct: 0.3750 | RMS Error: 0.4605
   Epoch #  2010, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  2020 | TSS Error: 16.4123 | Correct: 0.3125 | RMS Error: 0.4529
   Epoch #  2020, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  2030 | TSS Error: 17.2522 | Correct: 0.2875 | RMS Error: 0.4644
   Epoch #  2030, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  2040 | TSS Error: 16.2557 | Correct: 0.3625 | RMS Error: 0.4508
   Epoch #  2040, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  2050 | TSS Error: 16.3660 | Correct: 0.2000 | RMS Error: 0.4523
   Epoch #  2050, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #  2060 | TSS Error: 16.5023 | Correct: 0.2000 | RMS Error: 0.4542
   Epoch #  2060, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #  2070 | TSS Error: 17.3135 | Correct: 0.4125 | RMS Error: 0.4652
   Epoch #  2070, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #  2080 | TSS Error: 16.8898 | Correct: 0.3375 | RMS Error: 0.4595
   Epoch #  2080, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  2090 | TSS Error: 16.1965 | Correct: 0.4000 | RMS Error: 0.4500
   Epoch #  2090, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  2100 | TSS Error: 16.6914 | Correct: 0.3375 | RMS Error: 0.4568
   Epoch #  2100, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  2110 | TSS Error: 16.5802 | Correct: 0.2750 | RMS Error: 0.4553
   Epoch #  2110, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  2120 | TSS Error: 16.3201 | Correct: 0.3750 | RMS Error: 0.4517
   Epoch #  2120, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  2130 | TSS Error: 17.0745 | Correct: 0.2625 | RMS Error: 0.4620
   Epoch #  2130, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  2140 | TSS Error: 15.5243 | Correct: 0.3125 | RMS Error: 0.4405
   Epoch #  2140, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  2150 | TSS Error: 17.3232 | Correct: 0.4250 | RMS Error: 0.4653
   Epoch #  2150, Layer = 'output'     | Units: 0.4250 | Patterns: 0.0000
Epoch #  2160 | TSS Error: 17.2060 | Correct: 0.2125 | RMS Error: 0.4638
   Epoch #  2160, Layer = 'output'     | Units: 0.2125 | Patterns: 0.0000
Epoch #  2170 | TSS Error: 15.9648 | Correct: 0.4875 | RMS Error: 0.4467
   Epoch #  2170, Layer = 'output'     | Units: 0.4875 | Patterns: 0.0000
Epoch #  2180 | TSS Error: 16.8824 | Correct: 0.2375 | RMS Error: 0.4594
   Epoch #  2180, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  2190 | TSS Error: 16.3118 | Correct: 0.3000 | RMS Error: 0.4515
   Epoch #  2190, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  2200 | TSS Error: 16.4544 | Correct: 0.3000 | RMS Error: 0.4535
   Epoch #  2200, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  2210 | TSS Error: 15.8144 | Correct: 0.2125 | RMS Error: 0.4446
   Epoch #  2210, Layer = 'output'     | Units: 0.2125 | Patterns: 0.0000
Epoch #  2220 | TSS Error: 17.6265 | Correct: 0.3000 | RMS Error: 0.4694
   Epoch #  2220, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  2230 | TSS Error: 16.5713 | Correct: 0.3500 | RMS Error: 0.4551
   Epoch #  2230, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  2240 | TSS Error: 16.2130 | Correct: 0.2125 | RMS Error: 0.4502
   Epoch #  2240, Layer = 'output'     | Units: 0.2125 | Patterns: 0.0000
Epoch #  2250 | TSS Error: 17.6470 | Correct: 0.4250 | RMS Error: 0.4697
   Epoch #  2250, Layer = 'output'     | Units: 0.4250 | Patterns: 0.0000
Epoch #  2260 | TSS Error: 18.2955 | Correct: 0.3875 | RMS Error: 0.4782
   Epoch #  2260, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  2270 | TSS Error: 16.9403 | Correct: 0.2500 | RMS Error: 0.4602
   Epoch #  2270, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  2280 | TSS Error: 17.5277 | Correct: 0.4375 | RMS Error: 0.4681
   Epoch #  2280, Layer = 'output'     | Units: 0.4375 | Patterns: 0.0000
Epoch #  2290 | TSS Error: 16.8639 | Correct: 0.3875 | RMS Error: 0.4591
   Epoch #  2290, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  2300 | TSS Error: 15.6352 | Correct: 0.4000 | RMS Error: 0.4421
   Epoch #  2300, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  2310 | TSS Error: 16.7508 | Correct: 0.1625 | RMS Error: 0.4576
   Epoch #  2310, Layer = 'output'     | Units: 0.1625 | Patterns: 0.0000
Epoch #  2320 | TSS Error: 16.5722 | Correct: 0.3375 | RMS Error: 0.4551
   Epoch #  2320, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  2330 | TSS Error: 16.6414 | Correct: 0.2625 | RMS Error: 0.4561
   Epoch #  2330, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  2340 | TSS Error: 16.9433 | Correct: 0.3125 | RMS Error: 0.4602
   Epoch #  2340, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  2350 | TSS Error: 16.2875 | Correct: 0.2625 | RMS Error: 0.4512
   Epoch #  2350, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  2360 | TSS Error: 17.2802 | Correct: 0.2125 | RMS Error: 0.4648
   Epoch #  2360, Layer = 'output'     | Units: 0.2125 | Patterns: 0.0000
Epoch #  2370 | TSS Error: 16.3964 | Correct: 0.1875 | RMS Error: 0.4527
   Epoch #  2370, Layer = 'output'     | Units: 0.1875 | Patterns: 0.0000
Epoch #  2380 | TSS Error: 16.7799 | Correct: 0.3125 | RMS Error: 0.4580
   Epoch #  2380, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  2390 | TSS Error: 16.3703 | Correct: 0.2375 | RMS Error: 0.4524
   Epoch #  2390, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  2400 | TSS Error: 16.1507 | Correct: 0.2250 | RMS Error: 0.4493
   Epoch #  2400, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  2410 | TSS Error: 16.5222 | Correct: 0.2750 | RMS Error: 0.4545
   Epoch #  2410, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  2420 | TSS Error: 16.5981 | Correct: 0.2375 | RMS Error: 0.4555
   Epoch #  2420, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  2430 | TSS Error: 15.9441 | Correct: 0.2500 | RMS Error: 0.4464
   Epoch #  2430, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  2440 | TSS Error: 16.6021 | Correct: 0.4750 | RMS Error: 0.4555
   Epoch #  2440, Layer = 'output'     | Units: 0.4750 | Patterns: 0.0000
Epoch #  2450 | TSS Error: 17.8142 | Correct: 0.3875 | RMS Error: 0.4719
   Epoch #  2450, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  2460 | TSS Error: 16.6448 | Correct: 0.3500 | RMS Error: 0.4561
   Epoch #  2460, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  2470 | TSS Error: 16.4706 | Correct: 0.1750 | RMS Error: 0.4537
   Epoch #  2470, Layer = 'output'     | Units: 0.1750 | Patterns: 0.0000
Epoch #  2480 | TSS Error: 16.3266 | Correct: 0.3125 | RMS Error: 0.4518
   Epoch #  2480, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  2490 | TSS Error: 16.5135 | Correct: 0.1875 | RMS Error: 0.4543
   Epoch #  2490, Layer = 'output'     | Units: 0.1875 | Patterns: 0.0000
Epoch #  2500 | TSS Error: 16.8620 | Correct: 0.2375 | RMS Error: 0.4591
   Epoch #  2500, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  2510 | TSS Error: 16.0401 | Correct: 0.2000 | RMS Error: 0.4478
   Epoch #  2510, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #  2520 | TSS Error: 17.0840 | Correct: 0.3375 | RMS Error: 0.4621
   Epoch #  2520, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  2530 | TSS Error: 17.1077 | Correct: 0.3750 | RMS Error: 0.4624
   Epoch #  2530, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  2540 | TSS Error: 16.7545 | Correct: 0.3250 | RMS Error: 0.4576
   Epoch #  2540, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  2550 | TSS Error: 16.2514 | Correct: 0.2000 | RMS Error: 0.4507
   Epoch #  2550, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #  2560 | TSS Error: 16.1904 | Correct: 0.2625 | RMS Error: 0.4499
   Epoch #  2560, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  2570 | TSS Error: 16.5458 | Correct: 0.3875 | RMS Error: 0.4548
   Epoch #  2570, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  2580 | TSS Error: 16.8283 | Correct: 0.3750 | RMS Error: 0.4586
   Epoch #  2580, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  2590 | TSS Error: 16.7378 | Correct: 0.1875 | RMS Error: 0.4574
   Epoch #  2590, Layer = 'output'     | Units: 0.1875 | Patterns: 0.0000
Epoch #  2600 | TSS Error: 16.8283 | Correct: 0.3250 | RMS Error: 0.4586
   Epoch #  2600, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  2610 | TSS Error: 17.2138 | Correct: 0.2000 | RMS Error: 0.4639
   Epoch #  2610, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #  2620 | TSS Error: 17.4005 | Correct: 0.3875 | RMS Error: 0.4664
   Epoch #  2620, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  2630 | TSS Error: 17.2640 | Correct: 0.3250 | RMS Error: 0.4645
   Epoch #  2630, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  2640 | TSS Error: 16.2569 | Correct: 0.2000 | RMS Error: 0.4508
   Epoch #  2640, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #  2650 | TSS Error: 17.7658 | Correct: 0.5375 | RMS Error: 0.4712
   Epoch #  2650, Layer = 'output'     | Units: 0.5375 | Patterns: 0.0000
Epoch #  2660 | TSS Error: 16.4509 | Correct: 0.4625 | RMS Error: 0.4535
   Epoch #  2660, Layer = 'output'     | Units: 0.4625 | Patterns: 0.0000
Epoch #  2670 | TSS Error: 16.3721 | Correct: 0.3500 | RMS Error: 0.4524
   Epoch #  2670, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  2680 | TSS Error: 16.3389 | Correct: 0.2875 | RMS Error: 0.4519
   Epoch #  2680, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  2690 | TSS Error: 16.9780 | Correct: 0.2875 | RMS Error: 0.4607
   Epoch #  2690, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  2700 | TSS Error: 16.3811 | Correct: 0.3375 | RMS Error: 0.4525
   Epoch #  2700, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  2710 | TSS Error: 16.7767 | Correct: 0.3000 | RMS Error: 0.4579
   Epoch #  2710, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  2720 | TSS Error: 16.0255 | Correct: 0.3500 | RMS Error: 0.4476
   Epoch #  2720, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  2730 | TSS Error: 16.4988 | Correct: 0.3000 | RMS Error: 0.4541
   Epoch #  2730, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  2740 | TSS Error: 16.2556 | Correct: 0.3000 | RMS Error: 0.4508
   Epoch #  2740, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  2750 | TSS Error: 16.7483 | Correct: 0.2250 | RMS Error: 0.4576
   Epoch #  2750, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  2760 | TSS Error: 15.8036 | Correct: 0.2375 | RMS Error: 0.4445
   Epoch #  2760, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  2770 | TSS Error: 17.1501 | Correct: 0.4250 | RMS Error: 0.4630
   Epoch #  2770, Layer = 'output'     | Units: 0.4250 | Patterns: 0.0000
Epoch #  2780 | TSS Error: 16.7597 | Correct: 0.4375 | RMS Error: 0.4577
   Epoch #  2780, Layer = 'output'     | Units: 0.4375 | Patterns: 0.0000
Epoch #  2790 | TSS Error: 17.6915 | Correct: 0.4000 | RMS Error: 0.4703
   Epoch #  2790, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  2800 | TSS Error: 16.3507 | Correct: 0.2625 | RMS Error: 0.4521
   Epoch #  2800, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  2810 | TSS Error: 16.3316 | Correct: 0.3375 | RMS Error: 0.4518
   Epoch #  2810, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  2820 | TSS Error: 18.2646 | Correct: 0.3750 | RMS Error: 0.4778
   Epoch #  2820, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  2830 | TSS Error: 16.5215 | Correct: 0.0875 | RMS Error: 0.4544
   Epoch #  2830, Layer = 'output'     | Units: 0.0875 | Patterns: 0.0000
Epoch #  2840 | TSS Error: 16.5895 | Correct: 0.3000 | RMS Error: 0.4554
   Epoch #  2840, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  2850 | TSS Error: 18.5725 | Correct: 0.3875 | RMS Error: 0.4818
   Epoch #  2850, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  2860 | TSS Error: 17.0889 | Correct: 0.2750 | RMS Error: 0.4622
   Epoch #  2860, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  2870 | TSS Error: 17.1577 | Correct: 0.3500 | RMS Error: 0.4631
   Epoch #  2870, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  2880 | TSS Error: 17.3912 | Correct: 0.3000 | RMS Error: 0.4663
   Epoch #  2880, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  2890 | TSS Error: 16.6495 | Correct: 0.4125 | RMS Error: 0.4562
   Epoch #  2890, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #  2900 | TSS Error: 16.3350 | Correct: 0.2750 | RMS Error: 0.4519
   Epoch #  2900, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  2910 | TSS Error: 16.5026 | Correct: 0.3125 | RMS Error: 0.4542
   Epoch #  2910, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  2920 | TSS Error: 16.3616 | Correct: 0.1875 | RMS Error: 0.4522
   Epoch #  2920, Layer = 'output'     | Units: 0.1875 | Patterns: 0.0000
Epoch #  2930 | TSS Error: 16.5983 | Correct: 0.2625 | RMS Error: 0.4555
   Epoch #  2930, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  2940 | TSS Error: 16.7756 | Correct: 0.2875 | RMS Error: 0.4579
   Epoch #  2940, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  2950 | TSS Error: 17.0473 | Correct: 0.2375 | RMS Error: 0.4616
   Epoch #  2950, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  2960 | TSS Error: 17.0653 | Correct: 0.2250 | RMS Error: 0.4619
   Epoch #  2960, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  2970 | TSS Error: 16.4970 | Correct: 0.3625 | RMS Error: 0.4541
   Epoch #  2970, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  2980 | TSS Error: 16.9099 | Correct: 0.3000 | RMS Error: 0.4598
   Epoch #  2980, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  2990 | TSS Error: 16.3272 | Correct: 0.3250 | RMS Error: 0.4518
   Epoch #  2990, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  3000 | TSS Error: 17.4416 | Correct: 0.3500 | RMS Error: 0.4669
   Epoch #  3000, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  3010 | TSS Error: 16.8691 | Correct: 0.2250 | RMS Error: 0.4592
   Epoch #  3010, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  3020 | TSS Error: 16.5731 | Correct: 0.4375 | RMS Error: 0.4552
   Epoch #  3020, Layer = 'output'     | Units: 0.4375 | Patterns: 0.0000
Epoch #  3030 | TSS Error: 16.0532 | Correct: 0.3375 | RMS Error: 0.4480
   Epoch #  3030, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  3040 | TSS Error: 16.4624 | Correct: 0.4000 | RMS Error: 0.4536
   Epoch #  3040, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  3050 | TSS Error: 17.0523 | Correct: 0.3875 | RMS Error: 0.4617
   Epoch #  3050, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  3060 | TSS Error: 17.1966 | Correct: 0.4250 | RMS Error: 0.4636
   Epoch #  3060, Layer = 'output'     | Units: 0.4250 | Patterns: 0.0000
Epoch #  3070 | TSS Error: 15.9637 | Correct: 0.1500 | RMS Error: 0.4467
   Epoch #  3070, Layer = 'output'     | Units: 0.1500 | Patterns: 0.0000
Epoch #  3080 | TSS Error: 15.9653 | Correct: 0.1750 | RMS Error: 0.4467
   Epoch #  3080, Layer = 'output'     | Units: 0.1750 | Patterns: 0.0000
Epoch #  3090 | TSS Error: 17.7306 | Correct: 0.4875 | RMS Error: 0.4708
   Epoch #  3090, Layer = 'output'     | Units: 0.4875 | Patterns: 0.0000
Epoch #  3100 | TSS Error: 17.2116 | Correct: 0.3125 | RMS Error: 0.4638
   Epoch #  3100, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  3110 | TSS Error: 17.6734 | Correct: 0.3375 | RMS Error: 0.4700
   Epoch #  3110, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  3120 | TSS Error: 15.9296 | Correct: 0.3125 | RMS Error: 0.4462
   Epoch #  3120, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  3130 | TSS Error: 16.5840 | Correct: 0.4875 | RMS Error: 0.4553
   Epoch #  3130, Layer = 'output'     | Units: 0.4875 | Patterns: 0.0000
Epoch #  3140 | TSS Error: 17.6154 | Correct: 0.4375 | RMS Error: 0.4692
   Epoch #  3140, Layer = 'output'     | Units: 0.4375 | Patterns: 0.0000
Epoch #  3150 | TSS Error: 17.6944 | Correct: 0.3875 | RMS Error: 0.4703
   Epoch #  3150, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  3160 | TSS Error: 17.1171 | Correct: 0.3000 | RMS Error: 0.4626
   Epoch #  3160, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  3170 | TSS Error: 17.0730 | Correct: 0.3625 | RMS Error: 0.4620
   Epoch #  3170, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  3180 | TSS Error: 16.5054 | Correct: 0.2250 | RMS Error: 0.4542
   Epoch #  3180, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  3190 | TSS Error: 16.5796 | Correct: 0.3625 | RMS Error: 0.4552
   Epoch #  3190, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  3200 | TSS Error: 16.9336 | Correct: 0.3000 | RMS Error: 0.4601
   Epoch #  3200, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  3210 | TSS Error: 16.8092 | Correct: 0.1500 | RMS Error: 0.4584
   Epoch #  3210, Layer = 'output'     | Units: 0.1500 | Patterns: 0.0000
Epoch #  3220 | TSS Error: 16.9146 | Correct: 0.1625 | RMS Error: 0.4598
   Epoch #  3220, Layer = 'output'     | Units: 0.1625 | Patterns: 0.0000
Epoch #  3230 | TSS Error: 16.1008 | Correct: 0.2875 | RMS Error: 0.4486
   Epoch #  3230, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  3240 | TSS Error: 17.0580 | Correct: 0.2625 | RMS Error: 0.4618
   Epoch #  3240, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  3250 | TSS Error: 16.8575 | Correct: 0.3750 | RMS Error: 0.4590
   Epoch #  3250, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  3260 | TSS Error: 17.4484 | Correct: 0.3375 | RMS Error: 0.4670
   Epoch #  3260, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  3270 | TSS Error: 17.8902 | Correct: 0.2250 | RMS Error: 0.4729
   Epoch #  3270, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  3280 | TSS Error: 16.3980 | Correct: 0.2375 | RMS Error: 0.4527
   Epoch #  3280, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  3290 | TSS Error: 17.3536 | Correct: 0.3625 | RMS Error: 0.4657
   Epoch #  3290, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  3300 | TSS Error: 16.8686 | Correct: 0.3500 | RMS Error: 0.4592
   Epoch #  3300, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  3310 | TSS Error: 16.9682 | Correct: 0.3500 | RMS Error: 0.4605
   Epoch #  3310, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  3320 | TSS Error: 16.3942 | Correct: 0.3375 | RMS Error: 0.4527
   Epoch #  3320, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  3330 | TSS Error: 16.3924 | Correct: 0.4500 | RMS Error: 0.4527
   Epoch #  3330, Layer = 'output'     | Units: 0.4500 | Patterns: 0.0000
Epoch #  3340 | TSS Error: 16.8187 | Correct: 0.2750 | RMS Error: 0.4585
   Epoch #  3340, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  3350 | TSS Error: 15.9836 | Correct: 0.3125 | RMS Error: 0.4470
   Epoch #  3350, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  3360 | TSS Error: 16.0995 | Correct: 0.2250 | RMS Error: 0.4486
   Epoch #  3360, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  3370 | TSS Error: 17.0392 | Correct: 0.3625 | RMS Error: 0.4615
   Epoch #  3370, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  3380 | TSS Error: 16.7183 | Correct: 0.3375 | RMS Error: 0.4571
   Epoch #  3380, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  3390 | TSS Error: 16.6134 | Correct: 0.4625 | RMS Error: 0.4557
   Epoch #  3390, Layer = 'output'     | Units: 0.4625 | Patterns: 0.0000
Epoch #  3400 | TSS Error: 17.7923 | Correct: 0.3250 | RMS Error: 0.4716
   Epoch #  3400, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  3410 | TSS Error: 16.2954 | Correct: 0.2750 | RMS Error: 0.4513
   Epoch #  3410, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  3420 | TSS Error: 15.8387 | Correct: 0.2125 | RMS Error: 0.4450
   Epoch #  3420, Layer = 'output'     | Units: 0.2125 | Patterns: 0.0000
Epoch #  3430 | TSS Error: 17.2045 | Correct: 0.2250 | RMS Error: 0.4637
   Epoch #  3430, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  3440 | TSS Error: 16.3104 | Correct: 0.4000 | RMS Error: 0.4515
   Epoch #  3440, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  3450 | TSS Error: 16.8514 | Correct: 0.2000 | RMS Error: 0.4590
   Epoch #  3450, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #  3460 | TSS Error: 17.5825 | Correct: 0.4000 | RMS Error: 0.4688
   Epoch #  3460, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  3470 | TSS Error: 16.3652 | Correct: 0.3750 | RMS Error: 0.4523
   Epoch #  3470, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  3480 | TSS Error: 16.9850 | Correct: 0.3875 | RMS Error: 0.4608
   Epoch #  3480, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  3490 | TSS Error: 17.1648 | Correct: 0.2125 | RMS Error: 0.4632
   Epoch #  3490, Layer = 'output'     | Units: 0.2125 | Patterns: 0.0000
Epoch #  3500 | TSS Error: 16.3072 | Correct: 0.2500 | RMS Error: 0.4515
   Epoch #  3500, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  3510 | TSS Error: 17.1178 | Correct: 0.2750 | RMS Error: 0.4626
   Epoch #  3510, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  3520 | TSS Error: 16.3443 | Correct: 0.1750 | RMS Error: 0.4520
   Epoch #  3520, Layer = 'output'     | Units: 0.1750 | Patterns: 0.0000
Epoch #  3530 | TSS Error: 16.5381 | Correct: 0.3375 | RMS Error: 0.4547
   Epoch #  3530, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  3540 | TSS Error: 16.3116 | Correct: 0.2250 | RMS Error: 0.4515
   Epoch #  3540, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  3550 | TSS Error: 16.0456 | Correct: 0.3875 | RMS Error: 0.4479
   Epoch #  3550, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  3560 | TSS Error: 16.4654 | Correct: 0.2750 | RMS Error: 0.4537
   Epoch #  3560, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  3570 | TSS Error: 16.1275 | Correct: 0.3750 | RMS Error: 0.4490
   Epoch #  3570, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  3580 | TSS Error: 17.3025 | Correct: 0.2875 | RMS Error: 0.4651
   Epoch #  3580, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  3590 | TSS Error: 17.0905 | Correct: 0.2875 | RMS Error: 0.4622
   Epoch #  3590, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  3600 | TSS Error: 16.8723 | Correct: 0.3750 | RMS Error: 0.4592
   Epoch #  3600, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  3610 | TSS Error: 16.8681 | Correct: 0.2750 | RMS Error: 0.4592
   Epoch #  3610, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  3620 | TSS Error: 16.9949 | Correct: 0.2500 | RMS Error: 0.4609
   Epoch #  3620, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  3630 | TSS Error: 17.0406 | Correct: 0.4000 | RMS Error: 0.4615
   Epoch #  3630, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  3640 | TSS Error: 17.1325 | Correct: 0.3000 | RMS Error: 0.4628
   Epoch #  3640, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  3650 | TSS Error: 16.5929 | Correct: 0.2375 | RMS Error: 0.4554
   Epoch #  3650, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  3660 | TSS Error: 17.1435 | Correct: 0.1500 | RMS Error: 0.4629
   Epoch #  3660, Layer = 'output'     | Units: 0.1500 | Patterns: 0.0000
Epoch #  3670 | TSS Error: 16.5907 | Correct: 0.1750 | RMS Error: 0.4554
   Epoch #  3670, Layer = 'output'     | Units: 0.1750 | Patterns: 0.0000
Epoch #  3680 | TSS Error: 16.5711 | Correct: 0.3625 | RMS Error: 0.4551
   Epoch #  3680, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  3690 | TSS Error: 17.2756 | Correct: 0.3375 | RMS Error: 0.4647
   Epoch #  3690, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  3700 | TSS Error: 17.1767 | Correct: 0.4625 | RMS Error: 0.4634
   Epoch #  3700, Layer = 'output'     | Units: 0.4625 | Patterns: 0.0000
Epoch #  3710 | TSS Error: 16.6973 | Correct: 0.3250 | RMS Error: 0.4569
   Epoch #  3710, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  3720 | TSS Error: 16.2807 | Correct: 0.1250 | RMS Error: 0.4511
   Epoch #  3720, Layer = 'output'     | Units: 0.1250 | Patterns: 0.0000
Epoch #  3730 | TSS Error: 16.8520 | Correct: 0.3000 | RMS Error: 0.4590
   Epoch #  3730, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  3740 | TSS Error: 16.5268 | Correct: 0.4000 | RMS Error: 0.4545
   Epoch #  3740, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  3750 | TSS Error: 17.3503 | Correct: 0.3000 | RMS Error: 0.4657
   Epoch #  3750, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  3760 | TSS Error: 16.8718 | Correct: 0.3125 | RMS Error: 0.4592
   Epoch #  3760, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  3770 | TSS Error: 16.7904 | Correct: 0.4375 | RMS Error: 0.4581
   Epoch #  3770, Layer = 'output'     | Units: 0.4375 | Patterns: 0.0000
Epoch #  3780 | TSS Error: 16.9454 | Correct: 0.2875 | RMS Error: 0.4602
   Epoch #  3780, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  3790 | TSS Error: 17.3766 | Correct: 0.3500 | RMS Error: 0.4661
   Epoch #  3790, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  3800 | TSS Error: 17.2156 | Correct: 0.2250 | RMS Error: 0.4639
   Epoch #  3800, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  3810 | TSS Error: 16.6219 | Correct: 0.3000 | RMS Error: 0.4558
   Epoch #  3810, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  3820 | TSS Error: 16.3889 | Correct: 0.4000 | RMS Error: 0.4526
   Epoch #  3820, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  3830 | TSS Error: 16.1360 | Correct: 0.4125 | RMS Error: 0.4491
   Epoch #  3830, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #  3840 | TSS Error: 16.9575 | Correct: 0.4125 | RMS Error: 0.4604
   Epoch #  3840, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #  3850 | TSS Error: 16.5160 | Correct: 0.2375 | RMS Error: 0.4544
   Epoch #  3850, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  3860 | TSS Error: 16.6848 | Correct: 0.3000 | RMS Error: 0.4567
   Epoch #  3860, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  3870 | TSS Error: 16.4722 | Correct: 0.3375 | RMS Error: 0.4538
   Epoch #  3870, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  3880 | TSS Error: 16.6676 | Correct: 0.2750 | RMS Error: 0.4564
   Epoch #  3880, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  3890 | TSS Error: 17.2265 | Correct: 0.3625 | RMS Error: 0.4640
   Epoch #  3890, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  3900 | TSS Error: 16.7090 | Correct: 0.2625 | RMS Error: 0.4570
   Epoch #  3900, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  3910 | TSS Error: 16.6279 | Correct: 0.3875 | RMS Error: 0.4559
   Epoch #  3910, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  3920 | TSS Error: 17.8244 | Correct: 0.3500 | RMS Error: 0.4720
   Epoch #  3920, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  3930 | TSS Error: 17.2932 | Correct: 0.3250 | RMS Error: 0.4649
   Epoch #  3930, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  3940 | TSS Error: 17.6172 | Correct: 0.3875 | RMS Error: 0.4693
   Epoch #  3940, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  3950 | TSS Error: 16.6581 | Correct: 0.3500 | RMS Error: 0.4563
   Epoch #  3950, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  3960 | TSS Error: 16.8259 | Correct: 0.3250 | RMS Error: 0.4586
   Epoch #  3960, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  3970 | TSS Error: 17.3261 | Correct: 0.2375 | RMS Error: 0.4654
   Epoch #  3970, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  3980 | TSS Error: 16.6200 | Correct: 0.3125 | RMS Error: 0.4558
   Epoch #  3980, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  3990 | TSS Error: 18.1819 | Correct: 0.4125 | RMS Error: 0.4767
   Epoch #  3990, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #  4000 | TSS Error: 16.7938 | Correct: 0.3750 | RMS Error: 0.4582
   Epoch #  4000, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  4010 | TSS Error: 16.9978 | Correct: 0.3250 | RMS Error: 0.4609
   Epoch #  4010, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  4020 | TSS Error: 17.1935 | Correct: 0.4625 | RMS Error: 0.4636
   Epoch #  4020, Layer = 'output'     | Units: 0.4625 | Patterns: 0.0000
Epoch #  4030 | TSS Error: 17.1982 | Correct: 0.2250 | RMS Error: 0.4637
   Epoch #  4030, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  4040 | TSS Error: 16.8643 | Correct: 0.3375 | RMS Error: 0.4591
   Epoch #  4040, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  4050 | TSS Error: 16.4711 | Correct: 0.2250 | RMS Error: 0.4537
   Epoch #  4050, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  4060 | TSS Error: 16.1793 | Correct: 0.1125 | RMS Error: 0.4497
   Epoch #  4060, Layer = 'output'     | Units: 0.1125 | Patterns: 0.0000
Epoch #  4070 | TSS Error: 16.5836 | Correct: 0.2500 | RMS Error: 0.4553
   Epoch #  4070, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  4080 | TSS Error: 17.5242 | Correct: 0.4125 | RMS Error: 0.4680
   Epoch #  4080, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #  4090 | TSS Error: 16.7997 | Correct: 0.3625 | RMS Error: 0.4583
   Epoch #  4090, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  4100 | TSS Error: 16.6520 | Correct: 0.3000 | RMS Error: 0.4562
   Epoch #  4100, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  4110 | TSS Error: 16.8626 | Correct: 0.2750 | RMS Error: 0.4591
   Epoch #  4110, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  4120 | TSS Error: 16.8059 | Correct: 0.1625 | RMS Error: 0.4583
   Epoch #  4120, Layer = 'output'     | Units: 0.1625 | Patterns: 0.0000
Epoch #  4130 | TSS Error: 16.1262 | Correct: 0.3000 | RMS Error: 0.4490
   Epoch #  4130, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  4140 | TSS Error: 16.3382 | Correct: 0.2125 | RMS Error: 0.4519
   Epoch #  4140, Layer = 'output'     | Units: 0.2125 | Patterns: 0.0000
Epoch #  4150 | TSS Error: 16.7593 | Correct: 0.2375 | RMS Error: 0.4577
   Epoch #  4150, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  4160 | TSS Error: 16.4566 | Correct: 0.3750 | RMS Error: 0.4535
   Epoch #  4160, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  4170 | TSS Error: 18.4161 | Correct: 0.3500 | RMS Error: 0.4798
   Epoch #  4170, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  4180 | TSS Error: 16.9843 | Correct: 0.3875 | RMS Error: 0.4608
   Epoch #  4180, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  4190 | TSS Error: 16.1775 | Correct: 0.3625 | RMS Error: 0.4497
   Epoch #  4190, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  4200 | TSS Error: 16.4207 | Correct: 0.2625 | RMS Error: 0.4531
   Epoch #  4200, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  4210 | TSS Error: 17.5190 | Correct: 0.4000 | RMS Error: 0.4680
   Epoch #  4210, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  4220 | TSS Error: 16.4487 | Correct: 0.4500 | RMS Error: 0.4534
   Epoch #  4220, Layer = 'output'     | Units: 0.4500 | Patterns: 0.0000
Epoch #  4230 | TSS Error: 17.7245 | Correct: 0.3875 | RMS Error: 0.4707
   Epoch #  4230, Layer = 'output'     | Units: 0.3875 | Patterns: 0.0000
Epoch #  4240 | TSS Error: 16.2209 | Correct: 0.2375 | RMS Error: 0.4503
   Epoch #  4240, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  4250 | TSS Error: 16.5314 | Correct: 0.1875 | RMS Error: 0.4546
   Epoch #  4250, Layer = 'output'     | Units: 0.1875 | Patterns: 0.0000
Epoch #  4260 | TSS Error: 16.8119 | Correct: 0.2500 | RMS Error: 0.4584
   Epoch #  4260, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  4270 | TSS Error: 16.6204 | Correct: 0.2000 | RMS Error: 0.4558
   Epoch #  4270, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #  4280 | TSS Error: 16.4479 | Correct: 0.3000 | RMS Error: 0.4534
   Epoch #  4280, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  4290 | TSS Error: 16.6482 | Correct: 0.2875 | RMS Error: 0.4562
   Epoch #  4290, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  4300 | TSS Error: 16.7568 | Correct: 0.3750 | RMS Error: 0.4577
   Epoch #  4300, Layer = 'output'     | Units: 0.3750 | Patterns: 0.0000
Epoch #  4310 | TSS Error: 16.2985 | Correct: 0.3375 | RMS Error: 0.4514
   Epoch #  4310, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  4320 | TSS Error: 16.2967 | Correct: 0.2250 | RMS Error: 0.4513
   Epoch #  4320, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  4330 | TSS Error: 16.6944 | Correct: 0.2625 | RMS Error: 0.4568
   Epoch #  4330, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  4340 | TSS Error: 17.2112 | Correct: 0.3125 | RMS Error: 0.4638
   Epoch #  4340, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  4350 | TSS Error: 16.3259 | Correct: 0.2750 | RMS Error: 0.4517
   Epoch #  4350, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  4360 | TSS Error: 17.4901 | Correct: 0.4750 | RMS Error: 0.4676
   Epoch #  4360, Layer = 'output'     | Units: 0.4750 | Patterns: 0.0000
Epoch #  4370 | TSS Error: 17.7830 | Correct: 0.4250 | RMS Error: 0.4715
   Epoch #  4370, Layer = 'output'     | Units: 0.4250 | Patterns: 0.0000
Epoch #  4380 | TSS Error: 16.6498 | Correct: 0.2250 | RMS Error: 0.4562
   Epoch #  4380, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  4390 | TSS Error: 17.0084 | Correct: 0.2125 | RMS Error: 0.4611
   Epoch #  4390, Layer = 'output'     | Units: 0.2125 | Patterns: 0.0000
Epoch #  4400 | TSS Error: 16.2011 | Correct: 0.3125 | RMS Error: 0.4500
   Epoch #  4400, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  4410 | TSS Error: 16.6735 | Correct: 0.1750 | RMS Error: 0.4565
   Epoch #  4410, Layer = 'output'     | Units: 0.1750 | Patterns: 0.0000
Epoch #  4420 | TSS Error: 16.6291 | Correct: 0.2500 | RMS Error: 0.4559
   Epoch #  4420, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  4430 | TSS Error: 16.7205 | Correct: 0.2000 | RMS Error: 0.4572
   Epoch #  4430, Layer = 'output'     | Units: 0.2000 | Patterns: 0.0000
Epoch #  4440 | TSS Error: 17.0251 | Correct: 0.2625 | RMS Error: 0.4613
   Epoch #  4440, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  4450 | TSS Error: 16.6048 | Correct: 0.4125 | RMS Error: 0.4556
   Epoch #  4450, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #  4460 | TSS Error: 17.0452 | Correct: 0.4125 | RMS Error: 0.4616
   Epoch #  4460, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #  4470 | TSS Error: 16.4739 | Correct: 0.3250 | RMS Error: 0.4538
   Epoch #  4470, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  4480 | TSS Error: 16.2478 | Correct: 0.1750 | RMS Error: 0.4507
   Epoch #  4480, Layer = 'output'     | Units: 0.1750 | Patterns: 0.0000
Epoch #  4490 | TSS Error: 17.3933 | Correct: 0.3250 | RMS Error: 0.4663
   Epoch #  4490, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  4500 | TSS Error: 16.1165 | Correct: 0.4125 | RMS Error: 0.4488
   Epoch #  4500, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #  4510 | TSS Error: 16.5449 | Correct: 0.2875 | RMS Error: 0.4548
   Epoch #  4510, Layer = 'output'     | Units: 0.2875 | Patterns: 0.0000
Epoch #  4520 | TSS Error: 17.8642 | Correct: 0.3500 | RMS Error: 0.4725
   Epoch #  4520, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  4530 | TSS Error: 17.0779 | Correct: 0.2625 | RMS Error: 0.4620
   Epoch #  4530, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  4540 | TSS Error: 16.5709 | Correct: 0.3625 | RMS Error: 0.4551
   Epoch #  4540, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  4550 | TSS Error: 16.7799 | Correct: 0.2750 | RMS Error: 0.4580
   Epoch #  4550, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  4560 | TSS Error: 15.7985 | Correct: 0.3375 | RMS Error: 0.4444
   Epoch #  4560, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  4570 | TSS Error: 15.9977 | Correct: 0.2625 | RMS Error: 0.4472
   Epoch #  4570, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  4580 | TSS Error: 16.4553 | Correct: 0.3625 | RMS Error: 0.4535
   Epoch #  4580, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  4590 | TSS Error: 17.1945 | Correct: 0.2750 | RMS Error: 0.4636
   Epoch #  4590, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  4600 | TSS Error: 17.7592 | Correct: 0.2375 | RMS Error: 0.4712
   Epoch #  4600, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  4610 | TSS Error: 16.4641 | Correct: 0.2500 | RMS Error: 0.4537
   Epoch #  4610, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  4620 | TSS Error: 16.9635 | Correct: 0.4500 | RMS Error: 0.4605
   Epoch #  4620, Layer = 'output'     | Units: 0.4500 | Patterns: 0.0000
Epoch #  4630 | TSS Error: 16.3432 | Correct: 0.1750 | RMS Error: 0.4520
   Epoch #  4630, Layer = 'output'     | Units: 0.1750 | Patterns: 0.0000
Epoch #  4640 | TSS Error: 16.3131 | Correct: 0.1750 | RMS Error: 0.4516
   Epoch #  4640, Layer = 'output'     | Units: 0.1750 | Patterns: 0.0000
Epoch #  4650 | TSS Error: 18.3345 | Correct: 0.4500 | RMS Error: 0.4787
   Epoch #  4650, Layer = 'output'     | Units: 0.4500 | Patterns: 0.0000
Epoch #  4660 | TSS Error: 17.0854 | Correct: 0.3625 | RMS Error: 0.4621
   Epoch #  4660, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  4670 | TSS Error: 16.5282 | Correct: 0.3000 | RMS Error: 0.4545
   Epoch #  4670, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  4680 | TSS Error: 16.9335 | Correct: 0.2375 | RMS Error: 0.4601
   Epoch #  4680, Layer = 'output'     | Units: 0.2375 | Patterns: 0.0000
Epoch #  4690 | TSS Error: 16.9584 | Correct: 0.4250 | RMS Error: 0.4604
   Epoch #  4690, Layer = 'output'     | Units: 0.4250 | Patterns: 0.0000
Epoch #  4700 | TSS Error: 16.7336 | Correct: 0.3500 | RMS Error: 0.4574
   Epoch #  4700, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  4710 | TSS Error: 17.5333 | Correct: 0.3125 | RMS Error: 0.4682
   Epoch #  4710, Layer = 'output'     | Units: 0.3125 | Patterns: 0.0000
Epoch #  4720 | TSS Error: 17.6913 | Correct: 0.3375 | RMS Error: 0.4703
   Epoch #  4720, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  4730 | TSS Error: 16.6542 | Correct: 0.2250 | RMS Error: 0.4563
   Epoch #  4730, Layer = 'output'     | Units: 0.2250 | Patterns: 0.0000
Epoch #  4740 | TSS Error: 17.1564 | Correct: 0.3500 | RMS Error: 0.4631
   Epoch #  4740, Layer = 'output'     | Units: 0.3500 | Patterns: 0.0000
Epoch #  4750 | TSS Error: 16.7845 | Correct: 0.3000 | RMS Error: 0.4580
   Epoch #  4750, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  4760 | TSS Error: 17.2150 | Correct: 0.4250 | RMS Error: 0.4639
   Epoch #  4760, Layer = 'output'     | Units: 0.4250 | Patterns: 0.0000
Epoch #  4770 | TSS Error: 17.1252 | Correct: 0.4000 | RMS Error: 0.4627
   Epoch #  4770, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  4780 | TSS Error: 17.6522 | Correct: 0.2750 | RMS Error: 0.4697
   Epoch #  4780, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  4790 | TSS Error: 16.7030 | Correct: 0.1875 | RMS Error: 0.4569
   Epoch #  4790, Layer = 'output'     | Units: 0.1875 | Patterns: 0.0000
Epoch #  4800 | TSS Error: 16.6711 | Correct: 0.4500 | RMS Error: 0.4565
   Epoch #  4800, Layer = 'output'     | Units: 0.4500 | Patterns: 0.0000
Epoch #  4810 | TSS Error: 16.7381 | Correct: 0.3375 | RMS Error: 0.4574
   Epoch #  4810, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  4820 | TSS Error: 16.5203 | Correct: 0.4625 | RMS Error: 0.4544
   Epoch #  4820, Layer = 'output'     | Units: 0.4625 | Patterns: 0.0000
Epoch #  4830 | TSS Error: 16.3506 | Correct: 0.4375 | RMS Error: 0.4521
   Epoch #  4830, Layer = 'output'     | Units: 0.4375 | Patterns: 0.0000
Epoch #  4840 | TSS Error: 17.1059 | Correct: 0.4375 | RMS Error: 0.4624
   Epoch #  4840, Layer = 'output'     | Units: 0.4375 | Patterns: 0.0000
Epoch #  4850 | TSS Error: 17.3926 | Correct: 0.3375 | RMS Error: 0.4663
   Epoch #  4850, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  4860 | TSS Error: 17.3906 | Correct: 0.3250 | RMS Error: 0.4662
   Epoch #  4860, Layer = 'output'     | Units: 0.3250 | Patterns: 0.0000
Epoch #  4870 | TSS Error: 16.9430 | Correct: 0.3000 | RMS Error: 0.4602
   Epoch #  4870, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  4880 | TSS Error: 16.4587 | Correct: 0.2750 | RMS Error: 0.4536
   Epoch #  4880, Layer = 'output'     | Units: 0.2750 | Patterns: 0.0000
Epoch #  4890 | TSS Error: 16.5294 | Correct: 0.2625 | RMS Error: 0.4546
   Epoch #  4890, Layer = 'output'     | Units: 0.2625 | Patterns: 0.0000
Epoch #  4900 | TSS Error: 16.7110 | Correct: 0.3375 | RMS Error: 0.4570
   Epoch #  4900, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Epoch #  4910 | TSS Error: 16.4512 | Correct: 0.2125 | RMS Error: 0.4535
   Epoch #  4910, Layer = 'output'     | Units: 0.2125 | Patterns: 0.0000
Epoch #  4920 | TSS Error: 17.1926 | Correct: 0.3625 | RMS Error: 0.4636
   Epoch #  4920, Layer = 'output'     | Units: 0.3625 | Patterns: 0.0000
Epoch #  4930 | TSS Error: 16.2002 | Correct: 0.4375 | RMS Error: 0.4500
   Epoch #  4930, Layer = 'output'     | Units: 0.4375 | Patterns: 0.0000
Epoch #  4940 | TSS Error: 17.1116 | Correct: 0.4125 | RMS Error: 0.4625
   Epoch #  4940, Layer = 'output'     | Units: 0.4125 | Patterns: 0.0000
Epoch #  4950 | TSS Error: 16.9771 | Correct: 0.2500 | RMS Error: 0.4607
   Epoch #  4950, Layer = 'output'     | Units: 0.2500 | Patterns: 0.0000
Epoch #  4960 | TSS Error: 16.2447 | Correct: 0.4000 | RMS Error: 0.4506
   Epoch #  4960, Layer = 'output'     | Units: 0.4000 | Patterns: 0.0000
Epoch #  4970 | TSS Error: 16.1574 | Correct: 0.3000 | RMS Error: 0.4494
   Epoch #  4970, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  4980 | TSS Error: 16.4485 | Correct: 0.3000 | RMS Error: 0.4534
   Epoch #  4980, Layer = 'output'     | Units: 0.3000 | Patterns: 0.0000
Epoch #  4990 | TSS Error: 17.6231 | Correct: 0.5500 | RMS Error: 0.4693
   Epoch #  4990, Layer = 'output'     | Units: 0.5500 | Patterns: 0.0000
Epoch #  5000 | TSS Error: 15.9373 | Correct: 0.3375 | RMS Error: 0.4463
   Epoch #  5000, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
Reset limit reached; ending without reaching goal
----------------------------------------------------
Final #  5000 | TSS Error: 15.9373 | Correct: 0.3375 | RMS Error: 0.4463
   Final #  5000, Layer = 'output'     | Units: 0.3375 | Patterns: 0.0000
----------------------------------------------------
>>> 
>>> train()
# shapes = 4
tolerance = 0.2
hidden = 5
Epoch #    10 | TSS Error: 14.5152 | Correct: 0.5500 | RMS Error: 0.4260
   Epoch #    10, Layer = 'output'     | Units: 0.5500 | Patterns: 0.0000
Epoch #    20 | TSS Error: 11.8415 | Correct: 0.7875 | RMS Error: 0.3847
   Epoch #    20, Layer = 'output'     | Units: 0.7875 | Patterns: 0.5500
Epoch #    30 | TSS Error: 4.2670 | Correct: 0.8500 | RMS Error: 0.2309
   Epoch #    30, Layer = 'output'     | Units: 0.8500 | Patterns: 0.6000
Epoch #    40 | TSS Error: 8.6377 | Correct: 0.7625 | RMS Error: 0.3286
   Epoch #    40, Layer = 'output'     | Units: 0.7625 | Patterns: 0.4500
----------------------------------------------------
Final #    48 | TSS Error: 0.2398 | Correct: 1.0000 | RMS Error: 0.0548
   Final #    48, Layer = 'output'     | Units: 1.0000 | Patterns: 1.0000
----------------------------------------------------
>>> test()
Variations	0	1	2	3	4	5	6	7	8	9	
Shape 0		0 	0 	0 	0 	0 	0 	0 	0 	0 	0 	
Shape 1		1 	1 	1 	1 	1 	1 	3 X 	1 	1 	3 X 	
Shape 2		2 	0 X 	2 	0 X 	2 	2 	2 	0 X 	0 X 	2 	
Shape 3		3 	3 	3 	3 	3 	3 	3 	3 	3 	3 	
# wrong: 6